Commit to a Real Bias Audit Before the Next Release
Create a concrete plan to run one bias audit on an upcoming model release using a named harm, group, threshold, and trigger.
Bias-audit commitment Choose an upcoming model release, threshold change, or vendor-model adoption and commit to one concrete fairness audit before approval. For the [model or decision], before [release gate], I will compare [named error or burden] for [group A] and [group B] at [live threshold or workflow step], then decide whether [mitigation or guardrail] is required. We will check whether the audit happened, what it found, and what decision changed because of it. Before approving the next claims-triage threshold change, decide which subgroup error burden you will compare. Before a customer-priority model goes from pilot to full rollout, choose the…
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