Model-deprecation manager must resolve whether monitoring detects drift

Situation

Model-deprecation manager in a hospital committee that never records dissent has one working extract — agent permissioning that allows external side effects — after an agent that refunded customers above its limit. If agent permissioning that allows external side effects cannot support monitoring detects drift or, the honest AI Governance Layer output is hold.

Decision

Model-deprecation manager in a hospital committee that never records dissent must choose Monitoring detects drift / Only outages using agent permissioning that allows external side effects after an agent that refunded customers above its limit.

Hypotheses to test

• An agent that refunded customers above its limit is noise around an already-controlled Control Plane and Scoring process in a hospital committee that never records dissent, given agent permissioning that allows external side effects.
• An agent that refunded customers above its limit is the event in agent permissioning that allows external side effects that forces Monitoring detects drift for model-deprecation manager under AI Governance Layer.
• Agent permissioning that allows external side effects shows a one-file miss after an agent that refunded customers above its limit, not a Control Plane and Scoring program failure.
• Agent permissioning that allows external side effects cannot decide monitoring detects drift or yet after an agent that refunded customers above its limit; hold is the only AI Governance Layer close a hospital committee that never records dissent can defend.

Analysis required

• Score whether the agent action in agent permissioning that allows external side effects was in-policy, out-of-policy, or unlogged.
• Confirm the inventory line still matches the running configuration in a hospital committee that never records dissent.
• Map the control-plane score in agent permissioning that allows external side effects to the policy gate model-deprecation manager can enforce.
• For this AI Governance Layer Control Plane and Scoring file, read agent permissioning that allows external side effects against an agent that refunded customers above its limit and write the one fact that would move monitoring detects drift or for model-deprecation manager.

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