corrections-audit

# Corrections Audit Skill Analyze corrections.md for trends, recurring patterns, and actionable insights. ## Attribution: run the script, do not count by hand ```bash python3 "${CLAUDE_PLUGIN_ROOT}/scripts/check_correction_attribution.py" --root . --snapshot ``` **Added 2026-08-03.** This audit's headline number — *who caught the mistake* — was computed by hand and had been produced exactly twice, six weeks apart, each time because a human remembered to look. It is the only number that answers the question the correction loop exists to answer: **more harness, or more context.** The script reports the escape rate **and its denominator, every time**. At the time of writing 14 of 72 entries carry a catcher, so the rate covers 19% of the corpus — quoting it without that is a claim about the whole wearing borrowed clothes, which is the failure this repo spent 2026-08-02/03 removing from its own checks. If it prints `NO RATE AVAILABLE`, that is not 0%: it means nothing in the corpus says who caught anything. `--snapshot` appends the reading to `.claude/evals/metrics/corrections/<date>.json`, the same layout the other metric adapters use. **The level is not the signal.** Trend `caught_by_hook_or_check` rising in absolute terms; the ratio can also be improved by logging fewer user-caught mistakes, which is why this script never gates on it. **Attribution is a HARD RULE at write time**, not a suggestion — see `engine/agent-operating-contract.md`. It was advisory until 2026-08-...