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docs(README): replace 'honest open question' with measured 80% real-app precision#267

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cunninghambe merged 1 commit into
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May 14, 2026
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docs(README): replace 'honest open question' with measured 80% real-app precision#267
cunninghambe merged 1 commit into
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docs/v0.52-real-app-precision-readme

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Summary

Real-app precision on spoonworks (measured 2026-05-14 with v0.52 from PR #266) is 4/5 = 80%, a 10× uplift from baseline 7.8%. README now leads with this number instead of the synthetic 127/127 framing.

Why

The prior README said "the current FP rate on real apps is the honest open question — not the kind-recall number." That sentence is no longer true: the spoonworks benchmark (docs/benchmarks/BENCHMARK_SPOONWORKS.md) measured precision empirically, and the v0.52 fixes (PRs #265, #266) brought it to 80%.

Trajectory shown in README

run clusters precision
2026-05-11 baseline 77 6/77 = 7.8 %
2026-05-14 v0.51 (PR #265) 25 ~4/25 = ~16 %
2026-05-14 v0.52 (PR #266) 5 4/5 = 80 %

The single remaining unexplained cluster (`missing_state_change` on a "Remove row" button) appears to be a detector over-fire — manual code review of `components/admin/inventory/RecipeEditor.tsx` confirms the handler removes the row from state correctly. Tracked as a follow-up.

Also

🤖 Generated with Claude Code

…recision

Per the spoonworks v0.52 benchmark, real-app precision is now 4/5 = 80 %
(measured 2026-05-14, full triage in docs/benchmarks/BENCHMARK_SPOONWORKS.md).
Baseline was 6/77 = 7.8 %; the three-step trajectory is now in the
README so the empirical numbers tell the story rather than aspirational
framing.

Also reframes 127/127 self-test number with the explicit caveat that it's
synthetic — real-app number is load-bearing.

Dropped the v0.50 'open question' paragraph (it's no longer open).
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BugHunter Calibration | | 2026-05-14

Overall: tp=0 fp=0 fn=0 precision=1 recall=1 f1=0

BugKind Precision Recall F1 Status

@cunninghambe cunninghambe merged commit 22bb333 into main May 14, 2026
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