🧪 Hiring Screener Audit Harness

Hiring Screener Audit Harness helps a hiring operator test a resume-screening system before relying on its shortlist. Supply controlled run results from the screener, including repeated cases and synthetic variants that change only the field being tested. The included local audit checks whether the same case changes outcome, whether scores drift beyond a chosen threshold, whether negative results lack cited evidence, whether sensitive terms appear in decision evidence, and whether a human-review path is missing. It returns structured findings, a severity summary, and a review memo that distinguishes READY FOR HUMAN REVIEW from DO NOT RELY. It audits the screening process rather than ranking real applicants, and it does not claim to certify compliance or prove that a system is unbiased.