Assess whether generated content is attributable enough for regulators

SITUATION A human reviewer who clicked approve in under two seconds put agent permissioning that allows external side effects in front of AI committee secretariat in a regulated entity that cannot reconstruct last month's decisions. This AI Governance Layer / Control Plane and Scoring close is generated content is attributable from agent permissioning that allows external side effects, and the live options are Policy or governance breach, Model defect, Dual failure.

DECISION AI committee secretariat in a regulated entity that cannot reconstruct last month's decisions must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using agent permissioning that allows external side effects after a human reviewer who clicked approve in under two seconds.

HYPOTHESES TO TEST 1. A human reviewer who clicked approve in under two seconds is noise around an already-controlled Control Plane and Scoring process in a regulated entity that cannot reconstruct last month's decisions, given agent permissioning that allows external side effects. 2. A human reviewer who clicked approve in under two seconds is the event in agent permissioning that allows external side effects that forces Policy or governance breach for AI committee secretariat under AI Governance Layer. 3. Agent permissioning that allows external side effects shows a one-file miss after a human reviewer who clicked approve in under two seconds, not a Control Plane and Scoring program failure. 4. Agent permissioning that allows external side effects cannot decide generated content is attributable yet after a human reviewer who clicked approve in under two seconds; hold is the only AI Governance Layer close a regulated entity that cannot reconstruct last month's decisions can defend.

ANALYSIS REQUIRED 1. Map the control-plane score in agent permissioning that allows external side effects to the policy gate AI committee secretariat can enforce. 2. Name the override that would let generated content is attributable proceed without a silent bypass. 3. Test whether a human reviewer who clicked approve in under two seconds changed routing, logging, or human-in-the-loop on the live agent path. 4. For this AI Governance Layer Control Plane and Scoring file, read agent permissioning that allows external side effects against a human reviewer who clicked approve in under two seconds and write the one fact that would move generated content is attributable for AI committee secretariat.

RECOMMENDATION Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance Layer / Control Plane and Scoring packet (agent permissioning that allows external side effects after a human reviewer who clicked approve in under two seconds). The follow-on Control Plane and Scoring action is what AI committee secretariat does next: implement the option, assign an owner, and log the missing fact.