F001-F033 plus explicit endpoints; additive overlay only 2026-10-13 The toolchain practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-07-26 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A July 2023 conceptual landscape, not a comparative benchmark or a current product inventory. Conceptual tool taxonomy Body: task and interaction categories; prompt composition; models and hosting Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Engineering structure ["T:Engineering structure", "T:Productivity"] ["K:Developer workflow and adoption", "K:Agent context and persistent memory"] ["C:C01", "C:C03", "C:C09"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Median - A tale in three functions practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-07-27 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. One small TypeScript example; neither defect prevalence nor a general model-quality comparison was established. Worked programming example Body: the three median implementations and the test discussion Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:Code quality & security"] ["K:Independent verification and oracles", "K:Automation bias and trust"] ["C:C05", "C:C07", "C:C10"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 In-line assistance - when is it more useful? practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-08-01 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 Discusses when inline suggestions help, considering task familiarity, technology, change size, developer experience and the effort of checking or reworking the output. Experience-based guidance, largely from experienced developers; usefulness is not a measured universal productivity effect. Practitioner experience Body: usefulness factors and review/rework effort Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Productivity ["T:Productivity", "T:Verification & review"] ["K:Developer workflow and adoption", "K:Human cognitive load", "K:Economic costs and return"] ["C:C02", "C:C03", "C:C10", "C:C12"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 In-line assistance - how can it get in the way? practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-08-03 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Qualitative examples and interpretive mechanisms, not measured frequencies of bias or review fatigue. Practitioner experience Body: reinforcing existing practices; reviewing instead of producing Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:System knowledge & memory", "T:Code quality & security"] ["K:Automation bias and trust", "K:Human cognitive load", "K:Agent context and persistent memory"] ["C:C05", "C:C08", "C:C09"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Coding assistants do not replace pair programming practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-08-10 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. An argument about the functions of pairing; not a controlled comparison of pairing arrangements. Conceptual argument Body: knowledge sharing, team flow and pairing with assistance Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Skills & learning ["T:Skills & learning", "T:Engineering structure", "T:System knowledge & memory"] ["K:Human-agent collaboration", "K:Ownership and knowledge transfer", "K:Skills formation and teaching"] ["C:C10", "C:C11"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 TDD with GitHub Copilot practitioner_essay F Paul Sobocinski ["Paul Sobocinski"] 2023-08-17 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Experience with a human-led workflow and an early tool generation; not evidence about fully autonomous TDD or a causal quality gain. Practitioner workflow report Body: red, green and refactoring discussions Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:Skills & learning"] ["K:Independent verification and oracles", "K:Human-agent collaboration"] ["C:C03", "C:C07", "C:C10"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 How is GenAI different from other code generators? practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-09-19 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Conceptual comparison; it does not demonstrate the reliability or economic superiority of either approach. Conceptual argument Body: abstraction levels and comparison with traditional generation Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Engineering structure ["T:Engineering structure"] ["K:Specifications and governance", "K:Architecture and modularity"] ["C:C01", "C:C04", "C:C05"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 How to tackle unreliability of coding assistants practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2023-11-29 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Personal heuristics rather than calibrated reliability estimates; informal numerical intuitions are not treated as measured rates. Practitioner guidance Body: confidence, timeboxing and assistant persona Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:What agents can do"] ["K:Agent failure and escalation", "K:Independent verification and oracles", "K:Automation bias and trust"] ["C:C03", "C:C07", "C:C08", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Onboarding to a 'legacy' codebase with the help of AI practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2024-08-15 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. One exploratory onboarding attempt; no measured reduction in onboarding time or demonstrated long-term comprehension. Exploratory case report Body: issue exploration, code search, environment and testing attempts Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:System knowledge & memory ["T:System knowledge & memory", "T:Skills & learning"] ["K:Onboarding and developer fluency", "K:System understanding and rationale"] ["C:C05", "C:C09", "C:C10"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Building an AI agent application to migrate a tech stack practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2024-08-20 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A bounded migration experiment with substantial failures; not proof of reliable autonomous migration across a codebase. Exploratory implementation experiment Body: manually solved baseline, agent setup and migration observations Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:What agents can do ["T:What agents can do", "T:Code quality & security", "T:System knowledge & memory"] ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Independent verification and oracles"] ["C:C03", "C:C05", "C:C07", "C:C09"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Expanding the solution size with multi-file editing practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2024-11-19 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A tool-use snapshot and qualitative experience; no comparative defect rate or current feature guarantee. Practitioner tool exploration Body: multi-file mode, feedback loops and implications of larger changes Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Code quality & security ["T:Code quality & security", "T:Verification & review", "T:What agents can do"] ["K:Architecture and modularity", "K:Review capacity and maintainers", "K:Developer workflow and adoption"] ["C:C03", "C:C05", "C:C08"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 What role does LLM reasoning play for software tasks? practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-02-18 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Tentative analysis from February 2025, not a current model-feature comparison or evidence that reasoning always helps or harms coding. Conceptual analysis Body: reasoning models, software tasks and contextual/tool feedback Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:What agents can do ["T:What agents can do", "T:System knowledge & memory"] ["K:Evaluation methodology and baselines", "K:Agent context and persistent memory"] ["C:C03", "C:C09"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 The role of developer skills in agentic coding practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-03-25 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Experience-based examples, not a measured skills intervention or a forecast of developer employment. Practitioner analysis Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Skills & learning ["T:Skills & learning", "T:Code quality & security", "T:Engineering structure"] ["K:Skills formation and teaching", "K:Technical debt and complexity", "K:Human-agent collaboration"] ["C:C01", "C:C05", "C:C10", "C:C11"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Guiding an LLM for Robust Java ByteBuffer Code practitioner_essay F Unmesh Joshi ["Unmesh Joshi"] 2025-04-17 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. An illustrative dialogue; removing position mutation does not by itself establish thread safety or general performance. Worked programming example Body: header reading, position side effects and absolute access Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Code quality & security ["T:Code quality & security", "T:Verification & review"] ["K:Architecture and modularity", "K:Independent verification and oracles", "K:System understanding and rationale"] ["C:C05", "C:C07", "C:C10"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Building TMT Mirror Visualization with LLM: A Step-by-Step Journey practitioner_essay F Unmesh Joshi ["Unmesh Joshi"] 2025-04-30 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A personal prototype-building account; neither retained learning nor broader productivity was evaluated. Exploratory learning case Body: initial visualization, hexagon geometry and iterative refinement Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Skills & learning ["T:Skills & learning", "T:What agents can do"] ["K:Skills formation and teaching", "K:Human-agent collaboration", "K:Developer workflow and adoption"] ["C:C03", "C:C04", "C:C10"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Coding Assistants Threaten the Software Supply Chain practitioner_essay F Jim Gumbley; Lilly Ryan ["Jim Gumbley", "Lilly Ryan"] 2025-05-13 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Security analysis rather than an attack-incidence study. Protocol and tool details belong to the May 2025 publication context. Threat analysis Body: assistant inputs, tools, supply-chain exposure and defenses Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Code quality & security ["T:Code quality & security", "T:Engineering structure"] ["K:Prompt injection and malicious tools", "K:Dependencies and agent supply chain"] ["C:C03", "C:C06"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Building Custom Tooling with LLMs practitioner_essay F Unmesh Joshi ["Unmesh Joshi"] 2025-05-14 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. One custom-tooling case; lower perceived effort is not a controlled productivity estimate. Practitioner implementation case Body: PlantUML extension, implementation iterations and code habitability Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Code quality & security ["T:Code quality & security", "T:Productivity", "T:System knowledge & memory"] ["K:Architecture and modularity", "K:System understanding and rationale", "K:Developer workflow and adoption"] ["C:C03", "C:C05", "C:C09", "C:C10"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Autonomous coding agents: A Codex example practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-06-04 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A small dated tool experiment; not a model ranking or a general estimate of autonomous success. Exploratory agent case Body: supervised/background distinction, task trace and repeated attempts Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:What agents can do ["T:What agents can do", "T:Verification & review"] ["K:Agent failure and escalation", "K:Code reuse and duplication", "K:Independent verification and oracles"] ["C:C03", "C:C05", "C:C07", "C:C09"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 I still care about the code practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-07-09 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A professional position, not a calibrated threshold for how much review every change requires. Conceptual argument Body: operational responsibility and comparison with compilers Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:Code quality & security"] ["K:Automation bias and trust", "K:System understanding and rationale", "K:Ownership and knowledge transfer"] ["C:C01", "C:C05", "C:C08", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Partner with the AI, throw away the code practitioner_essay F Matteo Vaccari ["Matteo Vaccari"] 2025-07-31 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A single client case; code-acceptance rate is questioned, but a general AI-caused productivity gain is not measured. Practitioner case report Body: diagnosis, experiments, discarded proposals and final rewrite Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Productivity ["T:Productivity", "T:Skills & learning", "T:Economics"] ["K:Output versus shipped value", "K:Evaluation methodology and baselines", "K:System understanding and rationale"] ["C:C02", "C:C05", "C:C10", "C:C12"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 To vibe or not to vibe practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-09-23 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A qualitative risk heuristic and personal experience; not a statistically calibrated risk model. Practitioner decision heuristic Body: risk factors and situational review decisions Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:Engineering structure"] ["K:Automation bias and trust", "K:Human-agent collaboration"] ["C:C01", "C:C08", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Anchoring AI to a reference application practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-09-25 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A small reference-update example; consistency and maintainability at organizational scale remain untested. Exploratory workflow example Body: reference application, differences, report and update workflow Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:System knowledge & memory ["T:System knowledge & memory", "T:Code quality & security", "T:Engineering structure"] ["K:Architecture and modularity", "K:Agent context and persistent memory", "K:Specifications and governance"] ["C:C04", "C:C05", "C:C09"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Understanding Spec-Driven-Development: Kiro, spec-kit, and Tessl practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2025-10-15 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A dated exploratory comparison, not controlled evidence for SDD effectiveness. The author’s questions about specification overhead and source-of-truth claims are retained. Practitioner comparative exploration Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Engineering structure ["T:Engineering structure", "T:System knowledge & memory"] ["K:Specifications and governance", "K:Developer workflow and adoption", "K:Agent context and persistent memory"] ["C:C04", "C:C09", "C:C11", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Assessing internal quality while coding with an agent practitioner_essay F Erik Doernenburg ["Erik Doernenburg"] 2026-01-27 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. The author presents an anecdote, not a study; observations do not establish a population-level quality effect. Practitioner code-review case Body: GitLab support, optional values, duplication and cache behavior Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Code quality & security ["T:Code quality & security", "T:Verification & review"] ["K:Technical debt and complexity", "K:Code reuse and duplication", "K:Architecture and modularity"] ["C:C05", "C:C07", "C:C08"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Context Engineering for Coding Agents practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2026-02-05 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. Feature and practice snapshot, not proof of effectiveness or enforcement. Adding more configuration can produce contradictions or an illusion of control. Practitioner technical taxonomy Body: trigger-based feature overview and context configuration Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:System knowledge & memory ["T:System knowledge & memory", "T:Engineering structure"] ["K:Agent context and persistent memory", "K:Developer workflow and adoption", "K:Specifications and governance"] ["C:C03", "C:C09", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Harness Engineering - first thoughts practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2026-02-17 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A reaction to another organization’s account, not an independent experiment. The author explicitly notes a gap in the reported functional verification. Interpretive practitioner commentary Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Engineering structure ["T:Engineering structure", "T:Code quality & security"] ["K:Architecture and modularity", "K:Independent verification and oracles", "K:Long-running agent execution"] ["C:C03", "C:C05", "C:C07", "C:C11", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Humans and Agents in Software Engineering Loops practitioner_essay F Kief Morris ["Kief Morris"] 2026-03-04 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A conceptual operating model. Its proposed agentic improvement flywheel is not a demonstrated organizational or reliability result. Conceptual operating model Body: why/how loops; humans outside, in and on the loop; flywheel Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Engineering structure ["T:Engineering structure", "T:Jobs & roles"] ["K:Human-agent collaboration", "K:Long-running agent execution", "K:Specifications and governance"] ["C:C01", "C:C03", "C:C11", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Viability of local models for coding practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2026-07-07 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 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. A personal hardware/tool snapshot. Explanations for observed configuration differences are hypotheses; code quality was not systematically evaluated. Practitioner configuration exploration Scope; factors influencing viability; context size and harness; conclusions Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:What agents can do ["T:What agents can do", "T:Economics", "T:System knowledge & memory"] ["K:Agent context and persistent memory", "K:Economic costs and return", "K:Evaluation methodology and baselines"] ["C:C03", "C:C09", "C:C12"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Experiences with local models for coding practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2026-07-08 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 Presents a viability funnel and compares manual trials, a small automated evaluation and everyday local-model use. Outcome sensitivity to task, context and configuration makes simple capability claims difficult. Two principal JavaScript/TypeScript tasks and small uneven repeat counts; one-shot automated trials differ from interactive work and do not establish a general ranking. Exploratory task evaluation Viability funnel; two task descriptions; manual/automated phases; day-to-day use Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:What agents can do ["T:What agents can do", "T:Productivity", "T:System knowledge & memory"] ["K:Benchmarks and construct validity", "K:Evaluation methodology and baselines", "K:Agent context and persistent memory"] ["C:C02", "C:C03", "C:C09", "C:C12"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 The Economic Benefit of Refactoring practitioner_essay F Giles Edwards-Alexander ["Giles Edwards-Alexander"] 2026-07-30 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 Repeats one representative change as a large Rust data-access module is refactored. Estimated input-token use falls after decomposition permits more selective code reading, connecting architecture to inference work. One application and change, approximate token counting and incomplete refactoring-cost accounting; this does not establish general ROI or savings for every future task. Exploratory refactoring experiment Experiment in refactoring; results table; notes on process; further work Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Economics ["T:Economics", "T:Code quality & security"] ["K:Economic costs and return", "K:Architecture and modularity", "K:Code reuse and duplication"] ["C:C02", "C:C05", "C:C12"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 TDD inside the agent loop - theater or actual value? practitioner_essay F Birgitta Böckeler ["Birgitta Böckeler"] 2026-08-10 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 Separates human-authored tests, a human review checkpoint and TDD entirely inside an agent loop. The small exploratory comparison found no clear advantage for fully internal TDD in model-judged quality or mutation scores. Small greenfield tasks, imperfect adherence and an LLM-defined quality rubric. Reported aggregate tokens include cache rereads and are not equivalent to billed cost; no universal conclusion about human-led TDD follows. Small exploratory agent evaluation Setup; results; test-first and red-green goals; costs; conclusions Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Verification & review ["T:Verification & review", "T:Economics"] ["K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:Economic costs and return"] ["C:C03", "C:C07", "C:C12", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 An Accidental Blackboard practitioner_essay F Giles Edwards-Alexander ["Giles Edwards-Alexander"] 2026-09-02 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 In a simulated airline exercise, shared plans and frequent repository updates became an improvised coordination surface for agents. The account connects this behavior with the blackboard pattern and describes resulting CI pressure. A practice exercise, not a deployed airline system. The author explicitly questions reproducibility; the coordination mechanism was emergent rather than experimentally isolated. Exploratory team exercise Emergent behavior; shared plans; repository as blackboard; CI trade-off Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Engineering structure ["T:Engineering structure", "T:System knowledge & memory"] ["K:Human-agent collaboration", "K:Agent context and persistent memory", "K:Long-running agent execution"] ["C:C03", "C:C09", "C:C11"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Are Harnesses Worth the Cost? practitioner_essay F Naresh Jain ["Naresh Jain"] 2026-10-13 Dated entry on the supplied series index; article date also used where printed https://martinfowler.com/articles/are-harnesses-worth-the-cost.html martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 Compares development with and without a behavioral harness against a separate acceptance suite. On the selected service, the stronger model passed both conditions; a cost-optimized model passed more consistently with harness feedback, at greater per-attempt effort. Ten paired runs per model on one unusually detailed greenfield Java brief. Guides and sensors changed together; estimated generation costs omit harness authoring, review and repairs. Final-gate-only use is proposed, not tested. Small repeated-run implementation experiment Experiment setup; independent outer evaluation; model comparisons; economics; boundaries Primary article byline and selected body passages inspected; no independent execution or statistical replication False False False T:Economics ["T:Economics", "T:Verification & review", "T:Engineering structure"] ["K:Economic costs and return", "K:Independent verification and oracles", "K:Specifications and governance"] ["C:C02", "C:C03", "C:C04", "C:C07", "C:C12", "C:C13"] Independent editorial mapping, not classification by the article authors or SE@PoliMi NOT_ADDED_TO_BOOK FOWLER_SERIES_ADDITIVE_OVERLAY_V12 Exploring Generative AI · martinfowler.com source_collection https://martinfowler.com/articles/exploring-gen-ai.html 33 distinct articles linked by the supplied series hub on 2026-10-13 Birgitta Böckeler Martin Fowler’s website Series index and credited article bylines Birgitta Böckeler credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Erik Doernenburg credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Giles Edwards-Alexander credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Jim Gumbley credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Kief Morris credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Lilly Ryan credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Matteo Vaccari credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Naresh Jain credited_author Byline on the listed primary source pages https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Paul Sobocinski credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Unmesh Joshi credited_author Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_STREAM_MAPPING Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Body: task and interaction categories; prompt composition; models and hosting F_EDITORIAL_COMPARISON Different taxonomies of constructing tool context; a conceptual comparison, not an effectiveness claim. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: task and interaction categories; prompt composition; models and hosting F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_TOPIC_MAPPING The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Body: the three median implementations and the test discussion F_EDITORIAL_COMPARISON Both raise the origin of test expectations; the median example is not a replication of the Java benchmark. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: the three median implementations and the test discussion F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_TOPIC_MAPPING The selected passages address Human cognitive load. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_TOPIC_MAPPING The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body: usefulness factors and review/rework effort F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Body, not series navigation F_EDITORIAL_COMPARISON Contrasts perceived assistance with end-to-end delivered change; measures and settings differ. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: usefulness factors and review/rework effort F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_TOPIC_MAPPING The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_TOPIC_MAPPING The selected passages address Human cognitive load. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Body: reinforcing existing practices; reviewing instead of producing F_EDITORIAL_COMPARISON Reviewer attention is a shared problem; these practitioner accounts are not independent causal evidence. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: reinforcing existing practices; reviewing instead of producing F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_TOPIC_MAPPING The selected passages address Ownership and knowledge transfer. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_TOPIC_MAPPING The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body: knowledge sharing, team flow and pairing with assistance F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Body, not series navigation F_EDITORIAL_COMPARISON Human knowledge sharing offers a reading connection to stewardship, not an AI-pairing evaluation. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: knowledge sharing, team flow and pairing with assistance F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_STREAM_MAPPING Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Body: red, green and refactoring discussions F_EDITORIAL_COMPARISON Human-led tests and quality-assurance practices can be compared without treating a pattern as a trial result. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: red, green and refactoring discussions F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Body: abstraction levels and comparison with traditional generation F_EDITORIAL_TOPIC_MAPPING The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Body: abstraction levels and comparison with traditional generation F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Body: abstraction levels and comparison with traditional generation F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Body: abstraction levels and comparison with traditional generation F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Body: abstraction levels and comparison with traditional generation F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Body: abstraction levels and comparison with traditional generation F_EDITORIAL_COMPARISON Contrasts learned generation and explicit contracts; the book process is a separate authorial proposal. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: abstraction levels and comparison with traditional generation F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_TOPIC_MAPPING The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body: confidence, timeboxing and assistant persona F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Body, not series navigation F_EDITORIAL_COMPARISON Both motivate controls chosen for the observed problem; neither establishes a universal reliability threshold. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: confidence, timeboxing and assistant persona F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_STREAM_MAPPING Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_TOPIC_MAPPING The selected passages address Onboarding and developer fluency. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_TOPIC_MAPPING The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_COMPARISON An onboarding narrative and an exploratory comprehension study address related but different settings. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: issue exploration, code search, environment and testing attempts F_EDITORIAL_COMPARISON Compare recovery of brownfield context; common subject matter is not corroborating evidence. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: issue exploration, code search, environment and testing attempts F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_TOPIC_MAPPING The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Body: manually solved baseline, agent setup and migration observations F_EDITORIAL_COMPARISON Both expose risks of semantic migration, but use different tasks, methods and tool generations. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: manually solved baseline, agent setup and migration observations F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_TOPIC_MAPPING The selected passages address Review capacity and maintainers. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Body: multi-file mode, feedback loops and implications of larger changes F_EDITORIAL_COMPARISON Larger changes invite comparison with review complexity; no equivalent treatment or outcome is claimed. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: multi-file mode, feedback loops and implications of larger changes F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Body: reasoning models, software tasks and contextual/tool feedback F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Body: reasoning models, software tasks and contextual/tool feedback F_EDITORIAL_TOPIC_MAPPING The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Body: reasoning models, software tasks and contextual/tool feedback F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Body: reasoning models, software tasks and contextual/tool feedback F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Body: reasoning models, software tasks and contextual/tool feedback F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Body: reasoning models, software tasks and contextual/tool feedback F_EDITORIAL_COMPARISON Relates reasoning choices to external loop feedback; this mapping is editorial, not a tested comparison. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: reasoning models, software tasks and contextual/tool feedback F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_TOPIC_MAPPING The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_TOPIC_MAPPING The selected passages address Technical debt and complexity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_EDITORIAL_COMPARISON Shared author and overlapping practitioner concerns; do not count these accounts as independent confirmation. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_TOPIC_MAPPING The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Body: header reading, position side effects and absolute access F_EDITORIAL_COMPARISON Explaining code and preserving behavior are separable; the ByteBuffer dialogue is not a modernization benchmark. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: header reading, position side effects and absolute access F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_TOPIC_MAPPING The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Body: initial visualization, hexagon geometry and iterative refinement F_EDITORIAL_COMPARISON A successful learning narrative does not measure the retention outcome investigated in a learning study. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: initial visualization, hexagon geometry and iterative refinement F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Article byline F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_TOPIC_MAPPING The selected passages address Prompt injection and malicious tools. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_TOPIC_MAPPING The selected passages address Dependencies and agent supply chain. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Securing generated code and the agent runtime. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_COMPARISON Threat analysis and adversarial workspace-injection research concern related boundaries, not the same prevalence estimate. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: assistant inputs, tools, supply-chain exposure and defenses F_EDITORIAL_COMPARISON Supply-chain commentary connects to configuration exposure; neither establishes real-world exploitation frequency. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: assistant inputs, tools, supply-chain exposure and defenses F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_STREAM_MAPPING Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_TOPIC_MAPPING The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Body: PlantUML extension, implementation iterations and code habitability F_EDITORIAL_COMPARISON Compare maintained code and persistent project knowledge as context; no automatic effectiveness equivalence. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: PlantUML extension, implementation iterations and code habitability F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_TOPIC_MAPPING The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_COMPARISON Unattended task completion and acceptance evidence are different; the small Codex example is not a benchmark replication. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: supervised/background distinction, task trace and repeated attempts F_EDITORIAL_COMPARISON Both make repository reuse relevant; an anecdote is not a second study of reuse rates. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: supervised/background distinction, task trace and repeated attempts F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_TOPIC_MAPPING The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_TOPIC_MAPPING The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_TOPIC_MAPPING The selected passages address Ownership and knowledge transfer. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body: operational responsibility and comparison with compilers F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Body, not series navigation F_EDITORIAL_COMPARISON Responsibility and understanding connect to the critique of authorship-based knowledge proxies; both remain qualified arguments. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: operational responsibility and comparison with compilers F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_STREAM_MAPPING Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_STREAM_MAPPING Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_TOPIC_MAPPING The selected passages address Output versus shipped value. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_TOPIC_MAPPING The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_TOPIC_MAPPING The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Body: diagnosis, experiments, discarded proposals and final rewrite F_EDITORIAL_COMPARISON Both question code-acceptance metrics; a discarded-code case differs from survey-based productivity measurement. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: diagnosis, experiments, discarded proposals and final rewrite F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_TOPIC_MAPPING The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Body: risk factors and situational review decisions F_EDITORIAL_COMPARISON Situational review heuristics can be compared with risk-ranked automation; the heuristic is not validated calibration. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: risk factors and situational review decisions F_EDITORIAL_COMPARISON Compare review proportionality using the existing restricted-record summary, not a newly inspected subscriber article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: risk factors and situational review decisions F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_TOPIC_MAPPING The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Body: reference application, differences, report and update workflow F_EDITORIAL_COMPARISON A runnable reference and persistent instructions provide different contextual anchors; the link is a design comparison. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: reference application, differences, report and update workflow F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_TOPIC_MAPPING The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Body, not series navigation F_EDITORIAL_COMPARISON Both discuss specification granularity; the article’s doubts must not be collapsed into endorsement of SDD. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_COMPARISON Compare the SDD taxonomy with the book’s pattern catalogue; they are different classifications and proposals. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_EDITORIAL_COMPARISON Brownfield fit and documentation overhead connect to the book’s limitations discussion, not proof of framework efficacy. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_TOPIC_MAPPING The selected passages address Technical debt and complexity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_TOPIC_MAPPING The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Body: GitLab support, optional values, duplication and cache behavior F_EDITORIAL_COMPARISON Both concern internal quality behind passing checks; the CCMenu anecdote remains a bounded account. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: GitLab support, optional values, duplication and cache behavior F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_TOPIC_MAPPING The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_TOPIC_MAPPING The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Body: trigger-based feature overview and context configuration F_EDITORIAL_COMPARISON Two context-engineering framings; shared terminology is neither a citation assertion nor independent validation. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: trigger-based feature overview and context configuration F_EDITORIAL_COMPARISON Context delivery and persistent memory can be compared while keeping configuration distinct from authoritative state. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: trigger-based feature overview and context configuration F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_TOPIC_MAPPING The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_EDITORIAL_COMPARISON Compare harness components and verification gaps; the original OpenAI account was not independently replicated here. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_STREAM_MAPPING Editorial placement in Jobs & roles. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_TOPIC_MAPPING The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_TOPIC_MAPPING The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_COMPARISON Both discuss human work above execution; analogous loop language does not imply identical governance. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: why/how loops; humans outside, in and on the loop; flywheel F_EDITORIAL_COMPARISON Connects a proposed human role to organizational loop ownership, without claiming measured team improvement. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Body: why/how loops; humans outside, in and on the loop; flywheel F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_STREAM_MAPPING Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_TOPIC_MAPPING The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_TOPIC_MAPPING The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Scope; factors influencing viability; context size and harness; conclusions F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Body, not series navigation F_EDITORIAL_COMPARISON Local feasibility and a full local loop address different scopes; the memoir is not a production TCO benchmark. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Scope; factors influencing viability; context size and harness; conclusions F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_STREAM_MAPPING Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_TOPIC_MAPPING The selected passages address Benchmarks and construct validity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_TOPIC_MAPPING The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Body, not series navigation F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Body, not series navigation F_EDITORIAL_COMPARISON Task and setup sensitivity provide a comparison for choosing a smaller mechanism, not a universal model ranking. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Viability funnel; two task descriptions; manual/automated phases; day-to-day use F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_STREAM_MAPPING Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_TOPIC_MAPPING The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_TOPIC_MAPPING The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_TOPIC_MAPPING The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Experiment in refactoring; results table; notes on process; further work F_EDITORIAL_COMPARISON Estimated inference savings are narrower than accepted-change economics; setup, review and maintenance remain separate costs. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Experiment in refactoring; results table; notes on process; further work F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_STREAM_MAPPING Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_TOPIC_MAPPING The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_TOPIC_MAPPING The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Setup; results; test-first and red-green goals; costs; conclusions F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Body, not series navigation F_EDITORIAL_COMPARISON Writing tests first does not establish oracle independence; this comparison spans different experimental designs. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_COMPARISON Human-led assisted TDD and TDD wholly within an agent are different interventions, not contradictory replications. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Setup; results; test-first and red-green goals; costs; conclusions F_EDITORIAL_COMPARISON Compares test-feedback mechanisms with quality gates; passing tests and reliable acceptance remain distinct. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Setup; results; test-first and red-green goals; costs; conclusions F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_STREAM_MAPPING Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_TOPIC_MAPPING The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_TOPIC_MAPPING The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_TOPIC_MAPPING The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_COMPARISON Concurrent agents share coordination and review-capacity concerns; the Pulse-derived record is a different source context. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Emergent behavior; shared plans; repository as blackboard; CI trade-off F_EDITORIAL_COMPARISON An emergent blackboard and designed multi-agent orchestration are related approaches, not equivalent reliability results. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Emergent behavior; shared plans; repository as blackboard; CI trade-off F_INCLUDED_IN_SERIES The supplied hub explicitly lists this article. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html https://martinfowler.com/articles/exploring-gen-ai.html F_AUTHORED_BY Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Article byline F_EDITORIAL_STREAM_MAPPING Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration True https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_STREAM_MAPPING Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_STREAM_MAPPING Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. Independent atlas integration of Exploring Gen AI, 2026-10-13 False Enrico Papalini / AI-assisted editorial integration False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_TOPIC_MAPPING The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_TOPIC_MAPPING The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_TOPIC_MAPPING The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_CHAPTER_MAPPING Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. Independent atlas integration of Exploring Gen AI, 2026-10-13 False False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_BODY_LINKS_TO A link in the article body points to this essay; next/previous/latest navigation is excluded. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Body, not series navigation F_EDITORIAL_COMPARISON A small implementation experiment can inform a lifecycle-cost discussion but does not replicate the broader synthesis. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_COMPARISON Generation cost per attempt does not include the full economic costs described in the book. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_EDITORIAL_COMPARISON Conditional harness benefits offer a comparison for minimum-sufficient control selection, not validation of the book’s framework. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit Experiment setup; independent outer evaluation; model comparisons; economics; boundaries F_SERIES_EDITED_BY The series index explicitly credits Birgitta as a contributor and editor. Independent atlas integration of Exploring Gen AI, 2026-10-13 False https://martinfowler.com/articles/exploring-gen-ai.html Series index closing credit