Assess whether agents must have a human gate for external actions after drift

SITUATION The working file is multi-model disagreement log on production cases after drift in a protected class the dashboard does not show. Post-deployment monitoring owner in a manufacturer sunsetting a vision model still used in QA has to name Policy or governance breach or Model defect for this AI Governance Layer Control Plane and Scoring file.

DECISION Post-deployment monitoring owner in a manufacturer sunsetting a vision model still used in QA must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using multi-model disagreement log on production cases after drift in a protected class the dashboard does not show.

HYPOTHESES TO TEST 1. The population in multi-model disagreement log on production cases is the one drift in a protected class the dashboard does not show named, so Policy or governance breach follows for this Control Plane and Scoring file. 2. The population in multi-model disagreement log on production cases is adjacent only to drift in a protected class the dashboard does not show; Model defect is the honest AI Governance Layer call. 3. A manufacturer sunsetting a vision model still used in QA already contained drift in a protected class the dashboard does not show before multi-model disagreement log on production cases arrived; no new Control Plane and Scoring path. 4. Provenance on multi-model disagreement log on production cases after drift in a protected class the dashboard does not show is broken; do not pick Policy or governance breach or Model defect yet.

ANALYSIS REQUIRED 1. Score whether the agent action in multi-model disagreement log on production cases was in-policy, out-of-policy, or unlogged. 2. Confirm the inventory line still matches the running configuration in a manufacturer sunsetting a vision model still used in QA. 3. Map the control-plane score in multi-model disagreement log on production cases to the policy gate post-deployment monitoring owner can enforce. 4. For this AI Governance Layer Control Plane and Scoring file, read multi-model disagreement log on production cases against drift in a protected class the dashboard does not show and write the one fact that would move agents must have a human gate for post-deployment monitoring owner.

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 (multi-model disagreement log on production cases after drift in a protected class the dashboard does not show). 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.