Assess whether monitoring detects drift or only outages (33c9fa)

SITUATION Post-deployment monitoring owner in a manufacturer sunsetting a vision model still used in QA has one working extract — multi-model disagreement log on production cases — after an agent that refunded customers above its limit. If multi-model disagreement log on production cases cannot support monitoring detects drift or, the only defensible AI Governance Layer output is hold.

DECISION Post-deployment monitoring owner in a manufacturer sunsetting a vision model still used in QA must choose Monitoring detects drift / Only outages using multi-model disagreement log on production cases after an agent that refunded customers above its limit.

HYPOTHESES TO TEST 1. Post-deployment monitoring owner can defend Monitoring detects drift from multi-model disagreement log on production cases after an agent that refunded customers above its limit in a AI Governance Layer challenge. 2. Post-deployment monitoring owner cannot defend Monitoring detects drift from multi-model disagreement log on production cases; Only outages is what the extract actually supports after an agent that refunded customers above its limit. 3. An agent that refunded customers above its limit never reached the population in multi-model disagreement log on production cases — reopen intake, do not close monitoring detects drift or. 4. Two facts in multi-model disagreement log on production cases after an agent that refunded customers above its limit conflict for post-deployment monitoring owner; hold this Control Plane and Scoring file.

ANALYSIS REQUIRED 1. Name the override that would let monitoring detects drift or proceed without a silent bypass. 2. Test whether an agent that refunded customers above its limit changed routing, logging, or human-in-the-loop on the live agent path. 3. Score whether the agent action in multi-model disagreement log on production cases was in-policy, out-of-policy, or unlogged. 4. For this AI Governance Layer Control Plane and Scoring file, read multi-model disagreement log on production cases against an agent that refunded customers above its limit and write the one fact that would move monitoring detects drift or for post-deployment monitoring owner.

RECOMMENDATION Choose Monitoring detects drift / Only outages on this AI Governance Layer / Control Plane and Scoring packet (multi-model disagreement log on production cases after an agent that refunded customers above its limit). If multi-model disagreement log on production cases cannot force a AI Governance Layer label under Control Plane and Scoring, stop. Do not invent missing evidence a manufacturer sunsetting a vision model still used in QA does not have.

COMMAND RETURNS - Bottom-line AI Governance Layer option on monitoring detects drift or, then the evidence in multi-model disagreement log on production cases, then the action for post-deployment monitoring owner - Hypothesis scorecard against multi-model disagreement log on production cases: supported / rejected / untestable - Control Plane and Scoring finding in multi-model disagreement log on production cases that a second reviewer can re-perform - Missing page in multi-model disagreement log on production cases after an agent that refunded customers above its limit, if any