Distinguish bias-audit evidence and mitigation controls from artifacts that cannot support a fairness release decision by themselves.
Tap a card, then tap the bucket it belongs in. The goal is to tell real audit material from activity that is not enough alone. Audit evidence Mitigation control Not enough alone Group confusion matrix audit-evidence Reference group documented Temporary human-review lane mitigation-control Disparity rollback trigger Aggregate accuracy screenshot not-enough One complaint ticket Bias-audit judgment Separated diagnostic evidence from controls and weak signals. If it cannot show a group comparison, a label, a threshold, or a control, it probably cannot carry the release decision.
Sign up free: one personalized lesson every day, matched to your role and goals.
Already have an account? Sign in