Map Risk Before You Pilot
Use the NIST AI RMF functions to frame an open-source AI model pilot before deployment pressure starts.
The teach Use NIST AI RMF as a pilot frame, not as a late compliance checklist. The four functions are simple enough to use before the first experiment: Govern, Map, Measure, and Manage. Govern: Name the decision owner, approval path, policy constraints, and evidence required for go/no-go. Map: Describe the use case, user population, data flow, affected stakeholders, and plausible harms. Measure: Decide what you will test: task accuracy, factuality, latency, cost, privacy handling, robustness, security, and fairness slices where relevant. Manage: Define controls, monitoring, human review, escalation, rollback, and residual risk acceptance. The key mechanism is context. Open-source model…
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