Assess whether audits can reconstruct who authorized what (07ca64)

Situation

A human reviewer who clicked approve in under two seconds put multi-model disagreement log on production cases in front of model-deprecation manager in a company whose agents can send email without a gate. This AI Governance Layer / Audit and Vendor Terms close is audits can reconstruct who from multi-model disagreement log on production cases, and the live options are Policy or governance breach, Model defect, Dual failure.

Decision

Model-deprecation manager in a company whose agents can send email without a gate 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 human reviewer who clicked approve in under two seconds.

Hypotheses to test

• Authorize Policy or governance breach now; multi-model disagreement log on production cases already has the discriminator after a human reviewer who clicked approve in under two seconds.
• Keep Model defect in force until multi-model disagreement log on production cases is completed after a human reviewer who clicked approve in under two seconds for model-deprecation manager.
• Treat multi-model disagreement log on production cases as Dual failure because both readings appear after a human reviewer who clicked approve in under two seconds.
• Refuse a AI Governance Layer close: model-deprecation manager does not have the page audits can reconstruct who turns on in multi-model disagreement log on production cases.

Analysis required

• Map the control-plane score in multi-model disagreement log on production cases to the policy gate model-deprecation manager can enforce.
• Name the override that would let audits can reconstruct who proceed without a silent bypass.
• Test whether a human reviewer who clicked approve in under two seconds changed routing, logging, or human-in-the-loop on the live agent path.
• For this AI Governance Layer Audit and Vendor Terms file, read multi-model disagreement log on production cases against a human reviewer who clicked approve in under two seconds and write the one fact that would move audits can reconstruct who for model-deprecation manager.

Recommendation

Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance Layer / Audit and Vendor Terms packet (multi-model disagreement log on production cases after a human reviewer who clicked approve in under two seconds). Lead with the AI Governance Layer option multi-model disagreement log on production cases can support after a human reviewer who clicked approve in under two seconds, then the two facts that force it, then the Monday action for model-deprecation manager in a company whose agents can send email without a gate.