Assess whether monitoring detects drift or only outages after a human

SITUATION After a human reviewer who clicked approve in under two seconds, deprecation plan for a model still in a batch job is what enterprise AI control-plane owner can touch in a bank running three models on the same credit file. AI Governance Layer will live with Monitoring detects drift versus Only outages on this Control Plane and Scoring file.

DECISION Enterprise AI control-plane owner in a bank running three models on the same credit file must choose Monitoring detects drift / Only outages using deprecation plan for a model still in a batch job 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 bank running three models on the same credit file, given deprecation plan for a model still in a batch job. 2. A human reviewer who clicked approve in under two seconds is the event in deprecation plan for a model still in a batch job that forces Monitoring detects drift for enterprise AI control-plane owner under AI Governance Layer. 3. Deprecation plan for a model still in a batch job 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. Deprecation plan for a model still in a batch job cannot decide monitoring detects drift or yet after a human reviewer who clicked approve in under two seconds; hold is the only AI Governance Layer close a bank running three models on the same credit file can defend.

ANALYSIS REQUIRED 1. 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. 2. Score whether the agent action in deprecation plan for a model still in a batch job was in-policy, out-of-policy, or unlogged. 3. Confirm the inventory line still matches the running configuration in a bank running three models on the same credit file. 4. For this AI Governance Layer Control Plane and Scoring file, read deprecation plan for a model still in a batch job against a human reviewer who clicked approve in under two seconds and write the one fact that would move monitoring detects drift or for enterprise AI control-plane owner.

RECOMMENDATION Choose Monitoring detects drift / Only outages on this AI Governance Layer / Control Plane and Scoring packet (deprecation plan for a model still in a batch job after a human reviewer who clicked approve in under two seconds). The follow-on Control Plane and Scoring action is what enterprise AI control-plane owner does next: implement the option, assign an owner, and log the missing fact.