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docs: add deterministic-vs-probabilistic positioning to README and llms.txt#58

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docs: add deterministic-vs-probabilistic positioning to README and llms.txt#58
evemcgivern wants to merge 1 commit into
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docs/57-deterministic-positioning

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@evemcgivern

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Summary

  • Adds the "inference is probabilistic, the gate in front of your agent shouldn't be" framing to README's Why This Matters section.
  • Adds a parallel deterministic line to site/llms.txt How it works.
  • Sharpens the contrast with LLM-as-judge / confidence-score guardrails; positions the ML classifier as an optional second opinion, never the decision boundary.

Code Review

Prose-only change (two markdown/text files, no source). Reviewed for factual accuracy against the shipped product: regex-first two-pass detection, sub-millisecond scans, and optional async ML are all already true and documented. No overclaim introduced. No build required.

Test plan

  • Claims verified against existing README/CLAUDE.md (regex-first, sub-ms, ML optional/async)
  • Visual skim of rendered README on GitHub after merge

Relates to #57.

🤖 Generated with Claude Code

…ms.txt

Folds the "inference is probabilistic, the gate shouldn't be" framing into
the README "Why This Matters" section and the site llms.txt "How it works"
section. Sharpens the contrast with LLM-as-judge guardrails; positions the
ML classifier as an optional layer, not the decision boundary.

Relates to #57 (allowlist action gate makes the deterministic-execution
claim literally true).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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