Assess whether audits can reconstruct who authorized what (19bf35)

Situation

The desk packet is multi-model disagreement log on production cases after a committee that has not met since the last incident. Post-deployment monitoring owner in an enterprise that just bought an AI 'control plane' vendor has to name Policy or governance breach or Model defect for this AI Governance Layer Lifecycle and Accountability file.

Decision

Post-deployment monitoring owner in an enterprise that just bought an AI 'control plane' vendor must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using multi-model disagreement log on production cases after a committee that has not met since the last incident.

Hypotheses to test

• The population in multi-model disagreement log on production cases is the one a committee that has not met since the last incident named, so Policy or governance breach follows for this Lifecycle and Accountability file.
• The population in multi-model disagreement log on production cases is adjacent only to a committee that has not met since the last incident; Model defect is the honest AI Governance Layer call.
• An enterprise that just bought an AI 'control plane' vendor already contained a committee that has not met since the last incident before multi-model disagreement log on production cases arrived; no new Lifecycle and Accountability path.
• Provenance on multi-model disagreement log on production cases after a committee that has not met since the last incident is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• Name the override that would let audits can reconstruct who proceed without a silent bypass.
• Test whether a committee that has not met since the last incident changed routing, logging, or human-in-the-loop on the live agent path.
• Score whether the agent action in multi-model disagreement log on production cases was in-policy, out-of-policy, or unlogged.
• For this AI Governance Layer Lifecycle and Accountability file, read multi-model disagreement log on production cases against a committee that has not met since the last incident and write the one fact that would move audits can reconstruct who 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 / Lifecycle and Accountability packet (multi-model disagreement log on production cases after a committee that has not met since the last incident). The follow-on Lifecycle and Accountability action is what post-deployment monitoring owner does next: implement the option, assign an owner, and log the missing fact.