{ "meta": { "series": "Exploring Generative AI", "host": "martinfowler.com", "editor": "Birgitta Böckeler", "authors": [ "Birgitta Böckeler", "Erik Doernenburg", "Giles Edwards-Alexander", "Jim Gumbley", "Kief Morris", "Lilly Ryan", "Matteo Vaccari", "Naresh Jain", "Paul Sobocinski", "Unmesh Joshi" ], "source_count": 33, "index_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "scope": "All 33 essays linked by this hub at inspection time, not all AI content on the site", "endorsement": "Not asserted", "summaries": "Original concise atlas summaries; no full article text redistributed" }, "nodes": [ { "id": "F001", "label": "The toolchain", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-07-26", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A July 2023 conceptual landscape, not a comparative benchmark or a current product inventory.", "evidence_class": "Conceptual tool taxonomy", "source_locator": "Body: task and interaction categories; prompt composition; models and hosting", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Engineering structure", "streams_json": "[\"T:Engineering structure\", \"T:Productivity\"]", "topics_json": "[\"K:Developer workflow and adoption\", \"K:Agent context and persistent memory\"]", "editorial_chapters_json": "[\"C:C01\", \"C:C03\", \"C:C09\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F002", "label": "Median - A tale in three functions", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-07-27", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "One small TypeScript example; neither defect prevalence nor a general model-quality comparison was established.", "evidence_class": "Worked programming example", "source_locator": "Body: the three median implementations and the test discussion", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Verification & review", "streams_json": "[\"T:Verification & review\", \"T:Code quality & security\"]", "topics_json": "[\"K:Independent verification and oracles\", \"K:Automation bias and trust\"]", "editorial_chapters_json": "[\"C:C05\", \"C:C07\", \"C:C10\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F003", "label": "In-line assistance - when is it more useful?", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-08-01", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "Discusses when inline suggestions help, considering task familiarity, technology, change size, developer experience and the effort of checking or reworking the output.", "limitation": "Experience-based guidance, largely from experienced developers; usefulness is not a measured universal productivity effect.", "evidence_class": "Practitioner experience", "source_locator": "Body: usefulness factors and review/rework effort", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Productivity", "streams_json": "[\"T:Productivity\", \"T:Verification & review\"]", "topics_json": "[\"K:Developer workflow and adoption\", \"K:Human cognitive load\", \"K:Economic costs and return\"]", "editorial_chapters_json": "[\"C:C02\", \"C:C03\", \"C:C10\", \"C:C12\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F004", "label": "In-line assistance - how can it get in the way?", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-08-03", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Qualitative examples and interpretive mechanisms, not measured frequencies of bias or review fatigue.", "evidence_class": "Practitioner experience", "source_locator": "Body: reinforcing existing practices; reviewing instead of producing", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Verification & review", "streams_json": "[\"T:Verification & review\", \"T:System knowledge & memory\", \"T:Code quality & security\"]", "topics_json": "[\"K:Automation bias and trust\", \"K:Human cognitive load\", \"K:Agent context and persistent memory\"]", "editorial_chapters_json": "[\"C:C05\", \"C:C08\", \"C:C09\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F005", "label": "Coding assistants do not replace pair programming", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-08-10", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "An argument about the functions of pairing; not a controlled comparison of pairing arrangements.", "evidence_class": "Conceptual argument", "source_locator": "Body: knowledge sharing, team flow and pairing with assistance", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Skills & learning", "streams_json": "[\"T:Skills & learning\", \"T:Engineering structure\", \"T:System knowledge & memory\"]", "topics_json": "[\"K:Human-agent collaboration\", \"K:Ownership and knowledge transfer\", \"K:Skills formation and teaching\"]", "editorial_chapters_json": "[\"C:C10\", \"C:C11\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F006", "label": "TDD with GitHub Copilot", "kind": "practitioner_essay", "collection": "F", "authors": "Paul Sobocinski", "authors_json": "[\"Paul Sobocinski\"]", "publication_date": "2023-08-17", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Experience with a human-led workflow and an early tool generation; not evidence about fully autonomous TDD or a causal quality gain.", "evidence_class": "Practitioner workflow report", "source_locator": "Body: red, green and refactoring discussions", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Verification & review", "streams_json": "[\"T:Verification & review\", \"T:Skills & learning\"]", "topics_json": "[\"K:Independent verification and oracles\", \"K:Human-agent collaboration\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C07\", \"C:C10\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F007", "label": "How is GenAI different from other code generators?", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-09-19", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Conceptual comparison; it does not demonstrate the reliability or economic superiority of either approach.", "evidence_class": "Conceptual argument", "source_locator": "Body: abstraction levels and comparison with traditional generation", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Engineering structure", "streams_json": "[\"T:Engineering structure\"]", "topics_json": "[\"K:Specifications and governance\", \"K:Architecture and modularity\"]", "editorial_chapters_json": "[\"C:C01\", \"C:C04\", \"C:C05\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F008", "label": "How to tackle unreliability of coding assistants", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2023-11-29", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Personal heuristics rather than calibrated reliability estimates; informal numerical intuitions are not treated as measured rates.", "evidence_class": "Practitioner guidance", "source_locator": "Body: confidence, timeboxing and assistant persona", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Verification & review", "streams_json": "[\"T:Verification & review\", \"T:What agents can do\"]", "topics_json": "[\"K:Agent failure and escalation\", \"K:Independent verification and oracles\", \"K:Automation bias and trust\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C07\", \"C:C08\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F009", "label": "Onboarding to a 'legacy' codebase with the help of AI", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2024-08-15", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "One exploratory onboarding attempt; no measured reduction in onboarding time or demonstrated long-term comprehension.", "evidence_class": "Exploratory case report", "source_locator": "Body: issue exploration, code search, environment and testing attempts", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:System knowledge & memory", "streams_json": "[\"T:System knowledge & memory\", \"T:Skills & learning\"]", "topics_json": "[\"K:Onboarding and developer fluency\", \"K:System understanding and rationale\"]", "editorial_chapters_json": "[\"C:C05\", \"C:C09\", \"C:C10\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F010", "label": "Building an AI agent application to migrate a tech stack", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2024-08-20", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A bounded migration experiment with substantial failures; not proof of reliable autonomous migration across a codebase.", "evidence_class": "Exploratory implementation experiment", "source_locator": "Body: manually solved baseline, agent setup and migration observations", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:What agents can do", "streams_json": "[\"T:What agents can do\", \"T:Code quality & security\", \"T:System knowledge & memory\"]", "topics_json": "[\"K:Agent failure and escalation\", \"K:Long-running agent execution\", \"K:Independent verification and oracles\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C05\", \"C:C07\", \"C:C09\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F011", "label": "Expanding the solution size with multi-file editing", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2024-11-19", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A tool-use snapshot and qualitative experience; no comparative defect rate or current feature guarantee.", "evidence_class": "Practitioner tool exploration", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Code quality & security", "streams_json": "[\"T:Code quality & security\", \"T:Verification & review\", \"T:What agents can do\"]", "topics_json": "[\"K:Architecture and modularity\", \"K:Review capacity and maintainers\", \"K:Developer workflow and adoption\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C05\", \"C:C08\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F012", "label": "What role does LLM reasoning play for software tasks?", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-02-18", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Tentative analysis from February 2025, not a current model-feature comparison or evidence that reasoning always helps or harms coding.", "evidence_class": "Conceptual analysis", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:What agents can do", "streams_json": "[\"T:What agents can do\", \"T:System knowledge & memory\"]", "topics_json": "[\"K:Evaluation methodology and baselines\", \"K:Agent context and persistent memory\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C09\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F013", "label": "The role of developer skills in agentic coding", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-03-25", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Experience-based examples, not a measured skills intervention or a forecast of developer employment.", "evidence_class": "Practitioner analysis", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Skills & learning", "streams_json": "[\"T:Skills & learning\", \"T:Code quality & security\", \"T:Engineering structure\"]", "topics_json": "[\"K:Skills formation and teaching\", \"K:Technical debt and complexity\", \"K:Human-agent collaboration\"]", "editorial_chapters_json": "[\"C:C01\", \"C:C05\", \"C:C10\", \"C:C11\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F014", "label": "Guiding an LLM for Robust Java ByteBuffer Code", "kind": "practitioner_essay", "collection": "F", "authors": "Unmesh Joshi", "authors_json": "[\"Unmesh Joshi\"]", "publication_date": "2025-04-17", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "An illustrative dialogue; removing position mutation does not by itself establish thread safety or general performance.", "evidence_class": "Worked programming example", "source_locator": "Body: header reading, position side effects and absolute access", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Code quality & security", "streams_json": "[\"T:Code quality & security\", \"T:Verification & review\"]", "topics_json": "[\"K:Architecture and modularity\", \"K:Independent verification and oracles\", \"K:System understanding and rationale\"]", "editorial_chapters_json": "[\"C:C05\", \"C:C07\", \"C:C10\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F015", "label": "Building TMT Mirror Visualization with LLM: A Step-by-Step Journey", "kind": "practitioner_essay", "collection": "F", "authors": "Unmesh Joshi", "authors_json": "[\"Unmesh Joshi\"]", "publication_date": "2025-04-30", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A personal prototype-building account; neither retained learning nor broader productivity was evaluated.", "evidence_class": "Exploratory learning case", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Skills & learning", "streams_json": "[\"T:Skills & learning\", \"T:What agents can do\"]", "topics_json": "[\"K:Skills formation and teaching\", \"K:Human-agent collaboration\", \"K:Developer workflow and adoption\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C04\", \"C:C10\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F016", "label": "Coding Assistants Threaten the Software Supply Chain", "kind": "practitioner_essay", "collection": "F", "authors": "Jim Gumbley; Lilly Ryan", "authors_json": "[\"Jim Gumbley\", \"Lilly Ryan\"]", "publication_date": "2025-05-13", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Security analysis rather than an attack-incidence study. Protocol and tool details belong to the May 2025 publication context.", "evidence_class": "Threat analysis", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Code quality & security", "streams_json": "[\"T:Code quality & security\", \"T:Engineering structure\"]", "topics_json": "[\"K:Prompt injection and malicious tools\", \"K:Dependencies and agent supply chain\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C06\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F017", "label": "Building Custom Tooling with LLMs", "kind": "practitioner_essay", "collection": "F", "authors": "Unmesh Joshi", "authors_json": "[\"Unmesh Joshi\"]", "publication_date": "2025-05-14", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "One custom-tooling case; lower perceived effort is not a controlled productivity estimate.", "evidence_class": "Practitioner implementation case", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Code quality & security", "streams_json": "[\"T:Code quality & security\", \"T:Productivity\", \"T:System knowledge & memory\"]", "topics_json": "[\"K:Architecture and modularity\", \"K:System understanding and rationale\", \"K:Developer workflow and adoption\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C05\", \"C:C09\", \"C:C10\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F018", "label": "Autonomous coding agents: A Codex example", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-06-04", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A small dated tool experiment; not a model ranking or a general estimate of autonomous success.", "evidence_class": "Exploratory agent case", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:What agents can do", "streams_json": "[\"T:What agents can do\", \"T:Verification & review\"]", "topics_json": "[\"K:Agent failure and escalation\", \"K:Code reuse and duplication\", \"K:Independent verification and oracles\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C05\", \"C:C07\", \"C:C09\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F019", "label": "I still care about the code", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-07-09", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A professional position, not a calibrated threshold for how much review every change requires.", "evidence_class": "Conceptual argument", "source_locator": "Body: operational responsibility and comparison with compilers", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Verification & review", "streams_json": "[\"T:Verification & review\", \"T:Code quality & security\"]", "topics_json": "[\"K:Automation bias and trust\", \"K:System understanding and rationale\", \"K:Ownership and knowledge transfer\"]", "editorial_chapters_json": "[\"C:C01\", \"C:C05\", \"C:C08\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F020", "label": "Partner with the AI, throw away the code", "kind": "practitioner_essay", "collection": "F", "authors": "Matteo Vaccari", "authors_json": "[\"Matteo Vaccari\"]", "publication_date": "2025-07-31", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A single client case; code-acceptance rate is questioned, but a general AI-caused productivity gain is not measured.", "evidence_class": "Practitioner case report", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Productivity", "streams_json": "[\"T:Productivity\", \"T:Skills & learning\", \"T:Economics\"]", "topics_json": "[\"K:Output versus shipped value\", \"K:Evaluation methodology and baselines\", \"K:System understanding and rationale\"]", "editorial_chapters_json": "[\"C:C02\", \"C:C05\", \"C:C10\", \"C:C12\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F021", "label": "To vibe or not to vibe", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-09-23", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A qualitative risk heuristic and personal experience; not a statistically calibrated risk model.", "evidence_class": "Practitioner decision heuristic", "source_locator": "Body: risk factors and situational review decisions", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Verification & review", "streams_json": "[\"T:Verification & review\", \"T:Engineering structure\"]", "topics_json": "[\"K:Automation bias and trust\", \"K:Human-agent collaboration\"]", "editorial_chapters_json": "[\"C:C01\", \"C:C08\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F022", "label": "Anchoring AI to a reference application", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-09-25", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A small reference-update example; consistency and maintainability at organizational scale remain untested.", "evidence_class": "Exploratory workflow example", "source_locator": "Body: reference application, differences, report and update workflow", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:System knowledge & memory", "streams_json": "[\"T:System knowledge & memory\", \"T:Code quality & security\", \"T:Engineering structure\"]", "topics_json": "[\"K:Architecture and modularity\", \"K:Agent context and persistent memory\", \"K:Specifications and governance\"]", "editorial_chapters_json": "[\"C:C04\", \"C:C05\", \"C:C09\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F023", "label": "Understanding Spec-Driven-Development: Kiro, spec-kit, and Tessl", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2025-10-15", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "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.", "evidence_class": "Practitioner comparative exploration", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Engineering structure", "streams_json": "[\"T:Engineering structure\", \"T:System knowledge & memory\"]", "topics_json": "[\"K:Specifications and governance\", \"K:Developer workflow and adoption\", \"K:Agent context and persistent memory\"]", "editorial_chapters_json": "[\"C:C04\", \"C:C09\", \"C:C11\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F024", "label": "Assessing internal quality while coding with an agent", "kind": "practitioner_essay", "collection": "F", "authors": "Erik Doernenburg", "authors_json": "[\"Erik Doernenburg\"]", "publication_date": "2026-01-27", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "The author presents an anecdote, not a study; observations do not establish a population-level quality effect.", "evidence_class": "Practitioner code-review case", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Code quality & security", "streams_json": "[\"T:Code quality & security\", \"T:Verification & review\"]", "topics_json": "[\"K:Technical debt and complexity\", \"K:Code reuse and duplication\", \"K:Architecture and modularity\"]", "editorial_chapters_json": "[\"C:C05\", \"C:C07\", \"C:C08\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F025", "label": "Context Engineering for Coding Agents", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2026-02-05", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "Feature and practice snapshot, not proof of effectiveness or enforcement. Adding more configuration can produce contradictions or an illusion of control.", "evidence_class": "Practitioner technical taxonomy", "source_locator": "Body: trigger-based feature overview and context configuration", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:System knowledge & memory", "streams_json": "[\"T:System knowledge & memory\", \"T:Engineering structure\"]", "topics_json": "[\"K:Agent context and persistent memory\", \"K:Developer workflow and adoption\", \"K:Specifications and governance\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C09\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F026", "label": "Harness Engineering - first thoughts", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2026-02-17", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A reaction to another organization’s account, not an independent experiment. The author explicitly notes a gap in the reported functional verification.", "evidence_class": "Interpretive practitioner commentary", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Engineering structure", "streams_json": "[\"T:Engineering structure\", \"T:Code quality & security\"]", "topics_json": "[\"K:Architecture and modularity\", \"K:Independent verification and oracles\", \"K:Long-running agent execution\"]", "editorial_chapters_json": "[\"C:C03\", \"C:C05\", \"C:C07\", \"C:C11\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F027", "label": "Humans and Agents in Software Engineering Loops", "kind": "practitioner_essay", "collection": "F", "authors": "Kief Morris", "authors_json": "[\"Kief Morris\"]", "publication_date": "2026-03-04", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A conceptual operating model. Its proposed agentic improvement flywheel is not a demonstrated organizational or reliability result.", "evidence_class": "Conceptual operating model", "source_locator": "Body: why/how loops; humans outside, in and on the loop; flywheel", "verification_scope": "Primary article byline and selected body passages inspected; no independent execution or statistical replication", "original_data_replicated": false, "new_manuscript_citation": false, "source_body_archived": false, "primary_stream": "T:Engineering structure", "streams_json": "[\"T:Engineering structure\", \"T:Jobs & roles\"]", "topics_json": "[\"K:Human-agent collaboration\", \"K:Long-running agent execution\", \"K:Specifications and governance\"]", "editorial_chapters_json": "[\"C:C01\", \"C:C03\", \"C:C11\", \"C:C13\"]", "mapping_status": "Independent editorial mapping, not classification by the article authors or SE@PoliMi", "book_citation_status": "NOT_ADDED_TO_BOOK", "node_class": "FOWLER_SERIES_ADDITIVE_OVERLAY_V12" }, { "id": "F028", "label": "Viability of local models for coding", "kind": "practitioner_essay", "collection": "F", "authors": "Birgitta Böckeler", "authors_json": "[\"Birgitta Böckeler\"]", "publication_date": "2026-07-07", "date_provenance": "Dated entry on the supplied series index; article date also used where printed", "url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "publisher": "martinfowler.com", "series": "Exploring Generative AI", "series_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "snapshot_date": "2026-10-13", "contribution": "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.", "limitation": "A personal hardware/tool snapshot. 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This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html", "source_locator": "Body: knowledge sharing, team flow and pairing with assistance" }, { "source": "F005", "target": "K:Ownership and knowledge transfer", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Ownership and knowledge transfer. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html", "source_locator": "Body: knowledge sharing, team flow and pairing with assistance" }, { "source": "F005", "target": "F004", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html", "source_url": "https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html", "source_locator": "Body, not series navigation" }, { "source": "F006", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F006", "target": "AUTHOR:MF:paul-sobocinski", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html", "source_locator": "Article byline" }, { "source": "F006", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html", "source_locator": "Body: red, green and refactoring discussions" }, { "source": "F006", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html", "source_locator": "Body: abstraction levels and comparison with traditional generation" }, { "source": "F008", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F008", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Article byline" }, { "source": "F008", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. 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This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "K:Automation bias and trust", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "C:C07", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "C:C08", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "C:C13", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F008", "target": "F002", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html", "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "source_locator": "Body, not series navigation" }, { "source": "F009", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F009", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Article byline" }, { "source": "F009", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "T:Skills & learning", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "K:Onboarding and developer fluency", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Onboarding and developer fluency. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "K:System understanding and rationale", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "C:C10", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F010", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F010", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Article byline" }, { "source": "F010", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "K:Agent failure and escalation", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "K:Long-running agent execution", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "C:C07", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F010", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F011", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F011", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Article byline" }, { "source": "F011", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "K:Architecture and modularity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "K:Review capacity and maintainers", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Review capacity and maintainers. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "K:Developer workflow and adoption", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F011", "target": "C:C08", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F012", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F012", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Article byline" }, { "source": "F012", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F012", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F012", "target": "K:Evaluation methodology and baselines", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F012", "target": "K:Agent context and persistent memory", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F012", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F012", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F013", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F013", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Article byline" }, { "source": "F013", "target": "T:Skills & learning", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "K:Skills formation and teaching", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "K:Technical debt and complexity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Technical debt and complexity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "K:Human-agent collaboration", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "C:C01", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "C:C10", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F013", "target": "C:C11", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F014", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F014", "target": "AUTHOR:MF:unmesh-joshi", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Article byline" }, { "source": "F014", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "K:Architecture and modularity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "K:System understanding and rationale", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "C:C07", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F014", "target": "C:C10", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F015", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F015", "target": "AUTHOR:MF:unmesh-joshi", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Article byline" }, { "source": "F015", "target": "T:Skills & learning", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "K:Skills formation and teaching", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "K:Human-agent collaboration", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "K:Developer workflow and adoption", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "C:C04", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F015", "target": "C:C10", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F016", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F016", "target": "AUTHOR:MF:jim-gumbley", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Article byline" }, { "source": "F016", "target": "AUTHOR:MF:lilly-ryan", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Article byline" }, { "source": "F016", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F016", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F016", "target": "K:Prompt injection and malicious tools", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Prompt injection and malicious tools. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F016", "target": "K:Dependencies and agent supply chain", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Dependencies and agent supply chain. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F016", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F016", "target": "C:C06", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Securing generated code and the agent runtime. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F017", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F017", "target": "AUTHOR:MF:unmesh-joshi", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Article byline" }, { "source": "F017", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "T:Productivity", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "K:Architecture and modularity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "K:System understanding and rationale", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "K:Developer workflow and adoption", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F017", "target": "C:C10", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F018", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F018", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Article byline" }, { "source": "F018", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "K:Agent failure and escalation", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "K:Code reuse and duplication", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "C:C07", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F019", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F019", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Article byline" }, { "source": "F019", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "K:Automation bias and trust", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "K:System understanding and rationale", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "K:Ownership and knowledge transfer", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Ownership and knowledge transfer. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "C:C01", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "C:C08", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "C:C13", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F019", "target": "F007", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html", "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "source_locator": "Body, not series navigation" }, { "source": "F020", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F020", "target": "AUTHOR:MF:matteo-vaccari", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Article byline" }, { "source": "F020", "target": "T:Productivity", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "T:Skills & learning", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "T:Economics", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "K:Output versus shipped value", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Output versus shipped value. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "K:Evaluation methodology and baselines", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "K:System understanding and rationale", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "C:C02", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "C:C10", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F020", "target": "C:C12", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F021", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F021", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Article byline" }, { "source": "F021", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "K:Automation bias and trust", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "K:Human-agent collaboration", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "C:C01", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "C:C08", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "C:C13", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F022", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F022", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Article byline" }, { "source": "F022", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "K:Architecture and modularity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "K:Agent context and persistent memory", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "K:Specifications and governance", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "C:C04", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F022", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F023", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F023", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Article byline" }, { "source": "F023", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "K:Specifications and governance", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Specifications and governance. 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This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "K:Agent context and persistent memory", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "C:C04", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "C:C11", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "C:C13", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "F018", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "source_locator": "Body, not series navigation" }, { "source": "F024", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F024", "target": "AUTHOR:MF:erik-doernenburg", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Article byline" }, { "source": "F024", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F024", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F024", "target": "K:Technical debt and complexity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Technical debt and complexity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F024", "target": "K:Code reuse and duplication", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F024", "target": "K:Architecture and modularity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F024", "target": "C:C05", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for AI-generated code quality, architecture and maintainability. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F025", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F025", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Article byline" }, { "source": "F025", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "K:Agent context and persistent memory", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "K:Developer workflow and adoption", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "K:Specifications and governance", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "C:C13", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F026", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F026", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "Article byline" }, { "source": "F026", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts" }, { "source": "F026", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts" }, { "source": "F026", "target": "K:Architecture and modularity", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts" }, { "source": "F026", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts" }, { "source": "F026", "target": "K:Long-running agent execution", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts" }, { "source": "F026", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html", "source_locator": "Body: why/how loops; humans outside, in and on the loop; flywheel" }, { "source": "F027", "target": "C:C11", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Teams, governance and the changing engineering organization. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html", "source_locator": "Body: why/how loops; humans outside, in and on the loop; flywheel" }, { "source": "F028", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F028", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "Article byline" }, { "source": "F028", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "Scope; factors influencing viability; context size and harness; conclusions" }, { "source": "F028", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "Scope; factors influencing viability; context size and harness; conclusions" }, { "source": "F028", "target": "K:Agent context and persistent memory", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Agent context and persistent memory. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "Scope; factors influencing viability; context size and harness; conclusions" }, { "source": "F028", "target": "C:C12", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "Scope; factors influencing viability; context size and harness; conclusions" }, { "source": "F028", "target": "F029", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "source_locator": "Body, not series navigation" }, { "source": "F029", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F029", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_locator": "Article byline" }, { "source": "F029", "target": "T:What agents can do", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in What agents can do. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_locator": "Viability funnel; two task descriptions; manual/automated phases; day-to-day use" }, { "source": "F029", "target": "T:System knowledge & memory", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in System knowledge & memory. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_locator": "Viability funnel; two task descriptions; manual/automated phases; day-to-day use" }, { "source": "F029", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_locator": "Viability funnel; two task descriptions; manual/automated phases; day-to-day use" }, { "source": "F029", "target": "C:C09", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "source_locator": "Viability funnel; two task descriptions; manual/automated phases; day-to-day use" }, { "source": "F029", "target": "C:C12", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Economics, jobs, risk and evidence-based adoption. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": true, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "source_locator": "Experiment in refactoring; results table; notes on process; further work" }, { "source": "F030", "target": "T:Code quality & security", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Code quality & security. 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This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "source_locator": "Experiment in refactoring; results table; notes on process; further work" }, { "source": "F030", "target": "C:C02", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Measuring productivity from code to production. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "source_locator": "Experiment in refactoring; results table; notes on process; further work" }, { "source": "F030", "target": "C:C12", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "source_locator": "Experiment in refactoring; results table; notes on process; further work" }, { "source": "F031", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F031", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "source_locator": "Article byline" }, { "source": "F031", "target": "T:Verification & review", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Verification & review. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "source_locator": "Setup; results; test-first and red-green goals; costs; conclusions" }, { "source": "F031", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "source_locator": "Setup; results; test-first and red-green goals; costs; conclusions" }, { "source": "F031", "target": "F030", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "source_locator": "Body, not series navigation" }, { "source": "F032", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F032", "target": "AUTHOR:MF:giles-edwards-alexander", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html", "source_locator": "Article byline" }, { "source": "F032", "target": "T:Engineering structure", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Engineering structure. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html", "source_locator": "Emergent behavior; shared plans; repository as blackboard; CI trade-off" }, { "source": "F033", "target": "COLLECTION:MF:EXPLORING_GEN_AI", "key": "MF_V12:F_INCLUDED_IN_SERIES", "relation": "F_INCLUDED_IN_SERIES", "rationale": "The supplied hub explicitly lists this article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "https://martinfowler.com/articles/exploring-gen-ai.html" }, { "source": "F033", "target": "AUTHOR:MF:naresh-jain", "key": "MF_V12:F_AUTHORED_BY", "relation": "F_AUTHORED_BY", "rationale": "Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Article byline" }, { "source": "F033", "target": "T:Economics", "key": "MF_V12:F_EDITORIAL_STREAM_MAPPING", "relation": "F_EDITORIAL_STREAM_MAPPING", "rationale": "Editorial placement in Economics. 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Read the recorded source scope and caveat; this is not a Polimi-assigned F classification.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "mapping_author": "Enrico Papalini / AI-assisted editorial integration", "primary": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "K:Economic costs and return", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "K:Independent verification and oracles", "key": "MF_V12:F_EDITORIAL_TOPIC_MAPPING", "relation": "F_EDITORIAL_TOPIC_MAPPING", "rationale": "The selected passages address Independent verification and oracles. 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This thematic interpretation does not constitute empirical support.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "C:C02", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "C:C03", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "C:C04", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Specifications, intent and executable contracts. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "C:C12", "key": "MF_V12:F_EDITORIAL_CHAPTER_MAPPING", "relation": "F_EDITORIAL_CHAPTER_MAPPING", "rationale": "Proposed companion reading for Economics, jobs, risk and evidence-based adoption. 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No citation was inserted into the manuscript.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "actual_citation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "F030", "key": "MF_V12:F_BODY_LINKS_TO", "relation": "F_BODY_LINKS_TO", "rationale": "A link in the article body points to this essay; next/previous/latest navigation is excluded.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "target_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "source_locator": "Body, not series navigation" }, { "source": "COLLECTION:MF:EXPLORING_GEN_AI", "target": "AUTHOR:MF:birgitta-b-ckeler", "key": "MF_V12:F_SERIES_EDITED_BY", "relation": "F_SERIES_EDITED_BY", "rationale": "The series index explicitly credits Birgitta as a contributor and editor.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai.html", "source_locator": "Series index closing credit" }, { "source": "F001", "target": "O031", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Different taxonomies of constructing tool context; a conceptual comparison, not an effectiveness claim.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: task and interaction categories; prompt composition; models and hosting" }, { "source": "F002", "target": "W077", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both raise the origin of test expectations; the median example is not a replication of the Java benchmark.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: the three median implementations and the test discussion" }, { "source": "F003", "target": "W010", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Contrasts perceived assistance with end-to-end delivered change; measures and settings differ.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: usefulness factors and review/rework effort" }, { "source": "F004", "target": "O019", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Reviewer attention is a shared problem; these practitioner accounts are not independent causal evidence.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: reinforcing existing practices; reviewing instead of producing" }, { "source": "F005", "target": "W173", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Human knowledge sharing offers a reading connection to stewardship, not an AI-pairing evaluation.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: knowledge sharing, team flow and pairing with assistance" }, { "source": "F006", "target": "B014", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Human-led tests and quality-assurance practices can be compared without treating a pattern as a trial result.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: red, green and refactoring discussions" }, { "source": "F007", "target": "B050", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Contrasts learned generation and explicit contracts; the book process is a separate authorial proposal.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: abstraction levels and comparison with traditional generation" }, { "source": "F008", "target": "B109", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both motivate controls chosen for the observed problem; neither establishes a universal reliability threshold.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: confidence, timeboxing and assistant persona" }, { "source": "F009", "target": "W155", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "An onboarding narrative and an exploratory comprehension study address related but different settings.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F009", "target": "O002", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Compare recovery of brownfield context; common subject matter is not corroborating evidence.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: issue exploration, code search, environment and testing attempts" }, { "source": "F010", "target": "W101", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both expose risks of semantic migration, but use different tasks, methods and tool generations.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: manually solved baseline, agent setup and migration observations" }, { "source": "F011", "target": "W073", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Larger changes invite comparison with review complexity; no equivalent treatment or outcome is claimed.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: multi-file mode, feedback loops and implications of larger changes" }, { "source": "F012", "target": "O006", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Relates reasoning choices to external loop feedback; this mapping is editorial, not a tested comparison.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: reasoning models, software tasks and contextual/tool feedback" }, { "source": "F013", "target": "P047", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Shared author and overlapping practitioner concerns; do not count these accounts as independent confirmation.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives" }, { "source": "F014", "target": "W101", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Explaining code and preserving behavior are separable; the ByteBuffer dialogue is not a modernization benchmark.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: header reading, position side effects and absolute access" }, { "source": "F015", "target": "W118", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "A successful learning narrative does not measure the retention outcome investigated in a learning study.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: initial visualization, hexagon geometry and iterative refinement" }, { "source": "F016", "target": "W060", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Threat analysis and adversarial workspace-injection research concern related boundaries, not the same prevalence estimate.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F016", "target": "W053", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Supply-chain commentary connects to configuration exposure; neither establishes real-world exploitation frequency.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: assistant inputs, tools, supply-chain exposure and defenses" }, { "source": "F017", "target": "B022", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Compare maintained code and persistent project knowledge as context; no automatic effectiveness equivalence.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: PlantUML extension, implementation iterations and code habitability" }, { "source": "F018", "target": "W111", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Unattended task completion and acceptance evidence are different; the small Codex example is not a benchmark replication.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F018", "target": "W031", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both make repository reuse relevant; an anecdote is not a second study of reuse rates.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: supervised/background distinction, task trace and repeated attempts" }, { "source": "F019", "target": "W189", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Responsibility and understanding connect to the critique of authorship-based knowledge proxies; both remain qualified arguments.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: operational responsibility and comparison with compilers" }, { "source": "F020", "target": "W009", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both question code-acceptance metrics; a discarded-code case differs from survey-based productivity measurement.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: diagnosis, experiments, discarded proposals and final rewrite" }, { "source": "F021", "target": "W093", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Situational review heuristics can be compared with risk-ranked automation; the heuristic is not validated calibration.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F021", "target": "P118", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Compare review proportionality using the existing restricted-record summary, not a newly inspected subscriber article.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: risk factors and situational review decisions" }, { "source": "F022", "target": "B022", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "A runnable reference and persistent instructions provide different contextual anchors; the link is a design comparison.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: reference application, differences, report and update workflow" }, { "source": "F023", "target": "O018", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both discuss specification granularity; the article’s doubts must not be collapsed into endorsement of SDD.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "B063", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Compare the SDD taxonomy with the book’s pattern catalogue; they are different classifications and proposals.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F023", "target": "B064", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Brownfield fit and documentation overhead connect to the book’s limitations discussion, not proof of framework efficacy.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections" }, { "source": "F024", "target": "O007", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both concern internal quality behind passing checks; the CCMenu anecdote remains a bounded account.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: GitLab support, optional values, duplication and cache behavior" }, { "source": "F025", "target": "O031", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Two context-engineering framings; shared terminology is neither a citation assertion nor independent validation.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F025", "target": "B090", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Context delivery and persistent memory can be compared while keeping configuration distinct from authoritative state.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: trigger-based feature overview and context configuration" }, { "source": "F026", "target": "B104", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Compare harness components and verification gaps; the original OpenAI account was not independently replicated here.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts" }, { "source": "F027", "target": "O009", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Both discuss human work above execution; analogous loop language does not imply identical governance.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: why/how loops; humans outside, in and on the loop; flywheel" }, { "source": "F027", "target": "B105", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Connects a proposed human role to organizational loop ownership, without claiming measured team improvement.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Body: why/how loops; humans outside, in and on the loop; flywheel" }, { "source": "F028", "target": "B108", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Local feasibility and a full local loop address different scopes; the memoir is not a production TCO benchmark.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Scope; factors influencing viability; context size and harness; conclusions" }, { "source": "F029", "target": "B109", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Task and setup sensitivity provide a comparison for choosing a smaller mechanism, not a universal model ranking.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Viability funnel; two task descriptions; manual/automated phases; day-to-day use" }, { "source": "F030", "target": "B106", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Estimated inference savings are narrower than accepted-change economics; setup, review and maintenance remain separate costs.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Experiment in refactoring; results table; notes on process; further work" }, { "source": "F031", "target": "W077", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Writing tests first does not establish oracle independence; this comparison spans different experimental designs.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Setup; results; test-first and red-green goals; costs; conclusions" }, { "source": "F031", "target": "F006", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Human-led assisted TDD and TDD wholly within an agent are different interventions, not contradictory replications.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Setup; results; test-first and red-green goals; costs; conclusions" }, { "source": "F031", "target": "B091", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Compares test-feedback mechanisms with quality gates; passing tests and reliable acceptance remain distinct.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Setup; results; test-first and red-green goals; costs; conclusions" }, { "source": "F032", "target": "P070", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Concurrent agents share coordination and review-capacity concerns; the Pulse-derived record is a different source context.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Emergent behavior; shared plans; repository as blackboard; CI trade-off" }, { "source": "F032", "target": "B095", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "An emergent blackboard and designed multi-agent orchestration are related approaches, not equivalent reliability results.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Emergent behavior; shared plans; repository as blackboard; CI trade-off" }, { "source": "F033", "target": "W095", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "A small implementation experiment can inform a lifecycle-cost discussion but does not replicate the broader synthesis.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "B106", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Generation cost per attempt does not include the full economic costs described in the book.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" }, { "source": "F033", "target": "B109", "key": "MF_V12:F_EDITORIAL_COMPARISON", "relation": "F_EDITORIAL_COMPARISON", "rationale": "Conditional harness benefits offer a comparison for minimum-sufficient control selection, not validation of the book’s framework.", "provenance": "Independent atlas integration of Exploring Gen AI, 2026-10-13", "empirical_validation": false, "source_url": "https://martinfowler.com/articles/are-harnesses-worth-the-cost.html", "target_basis": "Recorded atlas summary and limitations; no new W/O/P/B primary-source audit", "source_locator": "Experiment setup; independent outer evaluation; model comparisons; economics; boundaries" } ] }