Assess whether agents must have a human gate for external actions (aa4a12)

Situation

In a hospital committee that never records dissent, content-attribution tags missing on customer-facing copy is the evidence after an agent that refunded customers above its limit. Enterprise AI control-plane owner has to pick Policy or governance breach or Model defect for this AI Governance Layer Lifecycle and Accountability close using content-attribution tags missing on customer-facing copy.

Decision

Enterprise AI control-plane owner in a hospital committee that never records dissent must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using content-attribution tags missing on customer-facing copy after an agent that refunded customers above its limit.

Hypotheses to test

• Content-attribution tags missing on customer-facing copy reads as Policy or governance breach once an agent that refunded customers above its limit is lined up to the same AI Governance Layer population.
• Content-attribution tags missing on customer-facing copy is closer to Model defect after an agent that refunded customers above its limit; Policy or governance breach would over-claim this Lifecycle and Accountability extract.
• Dual failure is still live in content-attribution tags missing on customer-facing copy for enterprise AI control-plane owner in a hospital committee that never records dissent.
• Content-attribution tags missing on customer-facing copy is missing the fact enterprise AI control-plane owner needs after an agent that refunded customers above its limit; stop this AI Governance Layer close.

Analysis required

• Confirm the inventory line still matches the running configuration in a hospital committee that never records dissent.
• Map the control-plane score in content-attribution tags missing on customer-facing copy to the policy gate enterprise AI control-plane owner 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 content-attribution tags missing on customer-facing copy against an agent that refunded customers above its limit and write the one fact that would move agents must have a human gate for enterprise AI control-plane owner.

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