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AI Development & Integration

May 22, 2026

Six Habits That Make Your Codebase More AI-Readable

tags: [annotations, habits, codebase, ai-readable, contracts, byproduct, intent, incremental] related: 034_five-principles-ai-code-search.md 012_code_for_machines.md 023_living_codemap.md supersedes: ~ status: current — 035 — Six Habits That Make Your Codebase More AI-Readable...

May 22, 2026

The Confidence Gap as a Safety Gate

tags: [nl-testing, ambiguity, confidence, safety, playwright, tfidf, ui-contracts] related: packages/nlp/ui-resolver.js packages/testing/nl-runner.js packages/testing/tests/nl-runner.test.js decisions/nl-testing.md responses/RESPONSE_2026-05-16_nl-testing-p2-p3.md responses/RESPONSE_2026-05-16_nl-testing-p5.md status: current — 022 — The Confidence Gap as a Safety Gate When...

May 22, 2026

The Contract Corpus Has Two Layers

After building the NLP contract system for DarJS — 245 contracts, 100% @reuse-when coverage, TF-IDF index, dar find running — Ahmed asked whether it was actually enough for...

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