Voice + consistency: vary stock formulas, vendor-balance orient.py, unify loop (#48,#49,#51) (#68)
Co-authored-by: claude <claude@jpaul.io> Co-committed-by: claude <claude@jpaul.io>
This commit was merged in pull request #68.
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@@ -144,10 +144,10 @@ in unfamiliar code," they encode *exactly* what careful means, as steps the AI f
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## The AI angle
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A generic "onboarding to a legacy codebase" guide would tell a human to read the README and ask a
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senior dev. What's specific here is that **the AI is both the thing reading the codebase and the
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thing most likely to confidently misread it** — and the bigger the repo, the wider that gap between
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"sounds authoritative" and "is correct."
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Onboard a human to a legacy codebase and the advice is familiar: read the README, ask a senior dev.
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What's specific here is that **the AI is both the thing reading the codebase and the thing most
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likely to confidently misread it** — and the bigger the repo, the wider that gap between "sounds
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authoritative" and "is correct."
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So the AI-specific discipline is verification, not exploration. The model is genuinely excellent at
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the grunt work of orientation — reading a hundred files, summarizing structure, tracing a call path —
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@@ -49,8 +49,14 @@ SIGNALS: dict[str, str] = {
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"README.md": "Has a README — read it first",
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"CONTRIBUTING.md": "Has contributor guidance — read before changing",
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"ARCHITECTURE.md": "Has an architecture doc — rare and valuable",
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# Committed AI-instruction files. Name the real ones across vendors — singling out one
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# would both miss files and cut against the vendor-neutral point (Module 5).
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"AGENTS.md": "Has a committed AI instructions file (Module 5)",
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"CLAUDE.md": "Has a committed AI instructions file (Module 5)",
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"GEMINI.md": "Has a committed AI instructions file (Module 5)",
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".cursorrules": "Has a committed AI instructions file (Module 5)",
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".cursor/rules": "Has a committed AI instructions file (Module 5)",
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".github/copilot-instructions.md": "Has a committed AI instructions file (Module 5)",
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}
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# Common test-runner hints keyed off a present signal file.
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