feat(confidence): report calibrated confidence on every stage and fix
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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skills/confidence/SKILL.md
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skills/confidence/SKILL.md
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---
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name: confidence
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description: >
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Report calibrated confidence unprompted. Trigger whenever you stage
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changes, declare a fix or bundle ready, or summarize completed work the
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operator may commit or deploy — the operator must never have to ask "how
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sure are you?". Portable across projects.
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---
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Every stage summary, fix report, or ready-to-commit bundle ends with a
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confidence block:
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1. **Fix confidence** (percent): probability the change does what it
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claims. **Break risk** (percent): probability it breaks anything else.
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Two separate numbers, never one blended figure.
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2. **Evidence**: the strongest proof lines only — what was executed,
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reproduced, enumerated, or read from authoritative source. Distinguish
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proven (ran it, saw it) from derived (reasoned statically).
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3. **Residuals**: name exactly what keeps the number below 100 and what
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would close the gap (live deploy, missing artifact, unexercised path).
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Never a bare percentage without its residuals.
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Calibration rules:
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- Number the claim you verified, not the effort you spent; discount after
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any error the operator caught in the same area.
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- Distinguish "fixes the observed failure" from "makes the job green" when
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hidden layers may follow, and give both numbers.
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- Static analysis alone caps at the low nineties; only executed evidence
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(test, reproduction, live probe) justifies more.
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