Walk the review before you trust the output
Apply review the claims with consequence, not the prose with shine.
Work moment Jules has 30 minutes to approve an agent-generated compliance response for a client. Review the claims with consequence, not the prose with shine. Framework NIST AI RMF map-measure-manage Review the claims with consequence, not the prose with shine. This matters because agents can plan, call tools, use memory, and influence decisions; the work product is no longer just text. The mechanism is to separate preparation from consequence. Let the agent gather context, draft, classify, or recommend where those actions are reversible and inspectable. Put evidence, ownership, and approval at the point where the output changes a customer, employee,…
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