evidence-calibration-review

## Purpose Run a per-claim evidence-tier audit on a text artifact before it ships. The Evidence & Calibration role reads the artifact claim by claim and asks one question per claim: **what tier of evidence supports it, and is the artifact's stated confidence consistent with that tier?** A claim asserted with high confidence on Tier 6 (inferred) evidence is a calibration failure. A claim hedged with "perhaps" when the evidence is Tier 1 (primary source, verified) is also a calibration failure — under-claiming is its own honesty failure. The skill catches both directions. This is the boring and the load-bearing role on the panel. "Where is the source for X?" is the question that ends careers. Evidence & Calibration surfaces every unsourced claim before it ships. The skill encodes the Evidence & Calibration role from the `agent-council` 5-deliberator quality gate. Use standalone for fast evidence audit, or compose with the other 4 deliberator skills for fuller coverage. ## When to Use / When NOT to Use **Use this skill when:** - A claim-dense artifact (analysis, memo, public pitch) is about to ship and you want every load-bearing claim tiered - You suspect over-claiming (high confidence on weak evidence) or under-claiming (hedging what is actually verified) and want both directions surfaced - A piece relies on attributions ("X said Y" / "Microsoft did Z") and you want each verified or hedged appropriately - You need to catch P11 (citation-as-decoration), P17 (pile-of-anecd...