Map AI Risk Before You Ship

Responsible AI work becomes real when it changes the launch checklist. The four-function loop NIST AI RMF gives a practical way to move from vague concern to release evidence. Govern asks who is accountable and which rules apply. Map asks where the AI system sits, who is affected, and what misuse is foreseeable. Measure asks how risk will be tested and monitored. Manage asks what controls reduce risk and what conditions would stop or reverse the release. This matters because AI app risk often appears outside ordinary uptime thinking. The service can be available while creating unfair summaries, unsupported recommendations,…

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