Post-deployment monitoring owner must resolve whether audits can reconstruct

Situation

Two production models recommending opposite actions on the same file put decision-audit trail with gaps at the human-gate step in front of post-deployment monitoring owner in a manufacturer sunsetting a vision model still used in QA. This AI Governance Layer / Control Plane and Scoring close is audits can reconstruct who from decision-audit trail with gaps at the human-gate step, and the live options are Policy or governance breach, Model defect, Dual failure.

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 decision-audit trail with gaps at the human-gate step 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 manufacturer sunsetting a vision model still used in QA, given decision-audit trail with gaps at the human-gate step.
• Two production models recommending opposite actions on the same file is the event in decision-audit trail with gaps at the human-gate step that forces Policy or governance breach for post-deployment monitoring owner under AI Governance Layer.
• Decision-audit trail with gaps at the human-gate step shows a one-file miss after two production models recommending opposite actions on the same file, not a Control Plane and Scoring program failure.
• Decision-audit trail with gaps at the human-gate step cannot decide audits can reconstruct who yet after two production models recommending opposite actions on the same file; hold is the only AI Governance Layer close a manufacturer sunsetting a vision model still used in QA can defend.

Analysis required

• Name the override that would let audits can reconstruct who 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 decision-audit trail with gaps at the human-gate step was in-policy, out-of-policy, or unlogged.
• For this AI Governance Layer Control Plane and Scoring file, read decision-audit trail with gaps at the human-gate step against two production models recommending opposite actions on the same file and write the one fact that would move audits can reconstruct who for post-deployment monitoring owner.