Assess whether monitoring detects drift or only outages (64db6b)

SITUATION In a bank running three models on the same credit file, a human reviewer who clicked approve in under two seconds put agent permissioning that allows external side effects in play. Model-deprecation manager should decide whether monitoring detects drift or only outages without filling gaps agent permissioning that allows external side effects does not contain.

DECISION Model-deprecation manager in a bank running three models on the same credit file must choose Monitoring detects drift / Only outages using agent permissioning that allows external side effects after a human reviewer who clicked approve in under two seconds.

HYPOTHESES TO TEST 1. Model-deprecation manager can defend Monitoring detects drift from agent permissioning that allows external side effects after a human reviewer who clicked approve in under two seconds in a AI Governance Layer challenge. 2. Model-deprecation manager cannot defend Monitoring detects drift from agent permissioning that allows external side effects; Only outages is what the extract actually supports after a human reviewer who clicked approve in under two seconds. 3. A human reviewer who clicked approve in under two seconds never reached the population in agent permissioning that allows external side effects — reopen intake, do not close monitoring detects drift or. 4. Two facts in agent permissioning that allows external side effects after a human reviewer who clicked approve in under two seconds conflict for model-deprecation manager; hold this Lifecycle and Accountability file.

ANALYSIS REQUIRED 1. Confirm the inventory line still matches the running configuration in a bank running three models on the same credit file. 2. Map the control-plane score in agent permissioning that allows external side effects to the policy gate model-deprecation manager can enforce. 3. Name the override that would let monitoring detects drift or proceed without a silent bypass. 4. For this AI Governance Layer Lifecycle and Accountability 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 monitoring detects drift or for model-deprecation manager.

RECOMMENDATION Choose Monitoring detects drift / Only outages on this AI Governance Layer / Lifecycle and Accountability packet (agent permissioning that allows external side effects after a human reviewer who clicked approve in under two seconds). Lead with the AI Governance Layer option agent permissioning that allows external side effects can support after a human reviewer who clicked approve in under two seconds, then the two facts that force it, then the Monday action for model-deprecation manager in a bank running three models on the same credit file.