audit

Connect task authority, evidence, dispatch attempts and observed effects. Learn what references, hashes and signed logs can establish, and test collection gaps without overcollecting sensitive data.

A policy saying humans review decisions proves nothing. The scored answer specifies the logs, metrics and tests that show reviewers can and do change outcomes.

Fairness has several incompatible definitions, so the audit starts with a decision, not a metric. The scored answer picks measures for the context, gets the data to compute them, and audits the whole decision process.