Assess whether agents must have a human gate for external actions (11dbc2)

Situation

Agents must have a human gate sits with enterprise AI control-plane owner because two production models recommending opposite actions on the same file hit a hospital committee that never records dissent. Evidence is content-attribution tags missing on customer-facing copy; write the AI Governance Layer Lifecycle and Accountability option that extract can carry.

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 two production models recommending opposite actions on the same file.

Hypotheses to test

• The population in content-attribution tags missing on customer-facing copy is the one two production models recommending opposite actions on the same file named, so Policy or governance breach follows for this Lifecycle and Accountability file.
• The population in content-attribution tags missing on customer-facing copy is adjacent only to two production models recommending opposite actions on the same file; Model defect is the honest AI Governance Layer call.
• A hospital committee that never records dissent already contained two production models recommending opposite actions on the same file before content-attribution tags missing on customer-facing copy arrived; no new Lifecycle and Accountability path.
• Provenance on content-attribution tags missing on customer-facing copy after two production models recommending opposite actions on the same file is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• 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.
• Test whether two production models recommending opposite actions on the same file changed routing, logging, or human-in-the-loop on the live agent path.
• For this AI Governance Layer Lifecycle and Accountability file, read content-attribution tags missing on customer-facing copy against two production models recommending opposite actions on the same file and write the one fact that would move agents must have a human gate for enterprise AI control-plane owner.