Assess whether agents must have a human gate for external actions (b65b47)

Situation

Agents must have a human gate sits with AI committee secretariat because a human reviewer who clicked approve in under two seconds hit a publisher needing provenance on generated copy. Evidence is multi-model disagreement log on production cases; write the AI Governance Layer Lifecycle and Accountability option that extract can carry.

Decision

AI committee secretariat in a publisher needing provenance on generated copy 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

• The population in multi-model disagreement log on production cases is the one a human reviewer who clicked approve in under two seconds 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 human reviewer who clicked approve in under two seconds; Model defect is the honest AI Governance Layer call.
• A publisher needing provenance on generated copy already contained a human reviewer who clicked approve in under two seconds 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 human reviewer who clicked approve in under two seconds is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• Confirm the inventory line still matches the running configuration in a publisher needing provenance on generated copy.
• Map the control-plane score in multi-model disagreement log on production cases to the policy gate AI committee secretariat can enforce.
• Name the override that would let agents must have a human gate proceed without a silent bypass.
• For this AI Governance Layer Lifecycle and Accountability 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 agents must have a human gate for AI committee secretariat.

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 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 AI committee secretariat in a publisher needing provenance on generated copy.