Whether agents must have a human gate for external actions from multi-model

Situation

Multi-model disagreement log on production cases arrived with an examiner asking who authorized last Tuesday's model output for vendor-contract AI counsel's operations partner. That is a AI Governance Layer Control Plane and Scoring decision on agents must have a human gate in an enterprise that just bought an AI 'control plane' vendor.

Decision

Vendor-contract AI counsel's operations partner 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 an examiner asking who authorized last Tuesday's model output.

Hypotheses to test

• Multi-model disagreement log on production cases reads as Policy or governance breach once an examiner asking who authorized last Tuesday's model output is lined up to the same AI Governance Layer population.
• Multi-model disagreement log on production cases is closer to Model defect after an examiner asking who authorized last Tuesday's model output; Policy or governance breach would over-claim this Control Plane and Scoring extract.
• Dual failure is still live in multi-model disagreement log on production cases for vendor-contract AI counsel's operations partner in an enterprise that just bought an AI 'control plane' vendor.
• Multi-model disagreement log on production cases is missing the fact vendor-contract AI counsel's operations partner needs after an examiner asking who authorized last Tuesday's model output; stop this AI Governance Layer close.

Analysis required

• Map the control-plane score in multi-model disagreement log on production cases to the policy gate vendor-contract AI counsel's operations partner can enforce.
• Name the override that would let agents must have a human gate proceed without a silent bypass.
• 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.
• For this AI Governance Layer Control Plane and Scoring file, read multi-model disagreement log on production cases 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 vendor-contract AI counsel's operations partner.

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