From Finding to Fix: Manage the Risk
Convert a red-team finding into a risk treatment recommendation with owner, control, and acceptance criteria.
Risk treatment A finance assistant fabricates vendor bank details when records are missing. The output looks confident enough for a clerk to copy. The finding is only useful if it leads to a control that reduces the month-end risk. NIST AI RMF Manage Move from transcript to treatment. Manage asks what the organization will do with measured risk. A good red-team recommendation names the risk response and the evidence that the response worked. Bug filed The transcript sits in a queue. A finding becomes a managed risk, not a scary artifact. Every high-quality AI red-team report should answer: fix where,…
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