Apply govern, map, measure, and manage as a lightweight risk loop for multi-agent rollout.
The move: run a four-function risk loop before autonomy. NIST AI RMF uses govern, map, measure, and manage. In multi-agent systems, govern asks who owns the workflow and what policies apply. Map asks where agents act, what tools they can use, what data they touch, and who can be harmed. Measure asks how you will test quality, safety, latency, cost, and drift. Manage asks what controls, escalation rules, and rollback paths you will keep in place. Govern Name the owner, policy constraints, approval rights, and audit expectations. Map List the affected users, data sources, tools, write paths, and realistic failure…
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