Assess whether agents must have a human gate for external actions (8e3a4b)

SITUATION Deprecation plan for a model still in a batch job arrived with an examiner asking who authorized last Tuesday's model output for post-deployment monitoring owner. That is a AI Governance Layer Control Plane and Scoring decision on agents must have a human gate in a manufacturer sunsetting a vision model still used in QA.

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 deprecation plan for a model still in a batch job after an examiner asking who authorized last Tuesday's model output.

HYPOTHESES TO TEST 1. The population in deprecation plan for a model still in a batch job is the one an examiner asking who authorized last Tuesday's model output named, so Policy or governance breach follows for this Control Plane and Scoring file. 2. The population in deprecation plan for a model still in a batch job is adjacent only to an examiner asking who authorized last Tuesday's model output; Model defect is the honest AI Governance Layer call. 3. A manufacturer sunsetting a vision model still used in QA already contained an examiner asking who authorized last Tuesday's model output before deprecation plan for a model still in a batch job arrived; no new Control Plane and Scoring path. 4. Provenance on deprecation plan for a model still in a batch job after an examiner asking who authorized last Tuesday's model output is broken; do not pick Policy or governance breach or Model defect yet.

ANALYSIS REQUIRED 1. Map the control-plane score in deprecation plan for a model still in a batch job to the policy gate post-deployment monitoring owner can enforce. 2. Name the override that would let agents must have a human gate proceed without a silent bypass. 3. Test whether an examiner asking who authorized last Tuesday's model output changed routing, logging, or human-in-the-loop on the live agent path. 4. For this AI Governance Layer Control Plane and Scoring file, read deprecation plan for a model still in a batch job against an examiner asking who authorized last Tuesday's model output 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 (deprecation plan for a model still in a batch job after an examiner asking who authorized last Tuesday's model output). Lead with the AI Governance Layer option deprecation plan for a model still in a batch job can support after an examiner asking who authorized last Tuesday's model output, then the two facts that force it, then the Monday action for post-deployment monitoring owner in a manufacturer sunsetting a vision model still used in QA.