Assess whether audits can reconstruct who authorized what from agent

SITUATION In an enterprise that just bought an AI 'control plane' vendor, agent permissioning that allows external side effects is the evidence after drift in a protected class the dashboard does not show. Vendor-contract AI counsel's operations partner has to pick Policy or governance breach or Model defect for this AI Governance Layer Control Plane and Scoring close using agent permissioning that allows external side effects.

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 agent permissioning that allows external side effects after drift in a protected class the dashboard does not show.

HYPOTHESES TO TEST 1. The population in agent permissioning that allows external side effects is the one drift in a protected class the dashboard does not show named, so Policy or governance breach follows for this Control Plane and Scoring file. 2. The population in agent permissioning that allows external side effects is adjacent only to drift in a protected class the dashboard does not show; Model defect is the honest AI Governance Layer call. 3. An enterprise that just bought an AI 'control plane' vendor already contained drift in a protected class the dashboard does not show before agent permissioning that allows external side effects arrived; no new Control Plane and Scoring path. 4. Provenance on agent permissioning that allows external side effects after drift in a protected class the dashboard does not show is broken; do not pick Policy or governance breach or Model defect yet.

ANALYSIS REQUIRED 1. Test whether drift in a protected class the dashboard does not show changed routing, logging, or human-in-the-loop on the live agent path. 2. Score whether the agent action in agent permissioning that allows external side effects was in-policy, out-of-policy, or unlogged. 3. Confirm the inventory line still matches the running configuration in an enterprise that just bought an AI 'control plane' vendor. 4. For this AI Governance Layer Control Plane and Scoring file, read agent permissioning that allows external side effects against drift in a protected class the dashboard does not show and write the one fact that would move audits can reconstruct who for vendor-contract AI counsel's operations partner.

RECOMMENDATION Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance Layer / Control Plane and Scoring packet (agent permissioning that allows external side effects after drift in a protected class the dashboard does not show). If agent permissioning that allows external side effects cannot force a AI Governance Layer label under Control Plane and Scoring, stop. Do not invent missing evidence an enterprise that just bought an AI 'control plane' vendor does not have.