Turn a Concern Into a Risk Register Entry

Governance moment A recruiting assistant may produce biased summaries, but the concern is too broad to assign. The work is to make the concern operational without pretending uncertainty disappears. NIST AI RMF Map -> Measure -> Manage -> Govern Map the context and affected people, measure evidence of the risk, manage controls, and govern ownership and review cadence. Vague concern "AI could be biased" with no owner or evidence. A risk entry that can be worked, not merely admired. Specificity turns ethical concern into operational accountability. Map Context The assistant summarizes resumes for recruiters. It does not make automated rejection…

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