#ai bias audit

Auditing AI for Bias Requires a Forensic Mindset

Most AI audits fail because they treat fairness as a static metric rather than a dynamic failure mode. This guide outlines a rigorous, forensic approach to detecting and mitigating algorithmic bias through adversarial testing and data provenance.