Agents Must Have a Human Gate for External Actions

Situation

Two production models recommending opposite actions on the same file put deprecation plan for a model still in a batch job in front of multi-model reconciliation lead in a publisher needing provenance on generated copy. This AI Governance Layer / Control Plane and Scoring close is agents must have a human gate from deprecation plan for a model still in a batch job, and the live options are Policy or governance breach, Model defect, Dual failure.

Decision

Multi-model reconciliation lead in a publisher needing provenance on generated copy 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 two production models recommending opposite actions on the same file.

Hypotheses to test

• Two production models recommending opposite actions on the same file is noise around an already-controlled Control Plane and Scoring process in a publisher needing provenance on generated copy, given deprecation plan for a model still in a batch job.
• Two production models recommending opposite actions on the same file is the event in deprecation plan for a model still in a batch job that forces Policy or governance breach for multi-model reconciliation lead under AI Governance Layer.
• Deprecation plan for a model still in a batch job shows a one-file miss after two production models recommending opposite actions on the same file, not a Control Plane and Scoring program failure.
• Deprecation plan for a model still in a batch job cannot decide agents must have a human gate yet after two production models recommending opposite actions on the same file; hold is the only AI Governance Layer close a publisher needing provenance on generated copy can defend.

Analysis required

• Name the override that would let agents must have a human gate proceed without a silent bypass.
• Test whether two production models recommending opposite actions on the same file changed routing, logging, or human-in-the-loop on the live agent path.
• Score whether the agent action in deprecation plan for a model still in a batch job was in-policy, out-of-policy, or unlogged.
• For this AI Governance Layer Control Plane and Scoring file, read deprecation plan for a model still in a batch job against two production models recommending opposite actions on the same file and write the one fact that would move agents must have a human gate for multi-model reconciliation lead.