Assess whether the board has been accurately briefed (eadd47)

SITUATION Incomplete model inventory versus actual deployments arrived with an internal audit finding that human review logs are empty for exam-readiness coordinator. That is a AI Governance Vendors and Agentic Systems decision on the board has been in a university licensing an AI proctoring vendor.

DECISION Exam-readiness coordinator in a university licensing an AI proctoring vendor must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using incomplete model inventory versus actual deployments after an internal audit finding that human review logs are empty.

HYPOTHESES TO TEST 1. Incomplete model inventory versus actual deployments reads as Policy or governance breach once an internal audit finding that human review logs are empty is lined up to the same AI Governance population. 2. Incomplete model inventory versus actual deployments is closer to Model defect after an internal audit finding that human review logs are empty; Policy or governance breach would over-claim this Vendors and Agentic Systems extract. 3. Dual failure is still live in incomplete model inventory versus actual deployments for exam-readiness coordinator in a university licensing an AI proctoring vendor. 4. Incomplete model inventory versus actual deployments is missing the fact exam-readiness coordinator needs after an internal audit finding that human review logs are empty; stop this AI Governance close.

ANALYSIS REQUIRED 1. Reproduce the incident row in incomplete model inventory versus actual deployments and say whether it ever touched production data. 2. Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in incomplete model inventory versus actual deployments. 3. Reproduce the incident row in incomplete model inventory versus actual deployments and say whether it ever touched production data. 4. For this AI Governance Vendors and Agentic Systems file, read incomplete model inventory versus actual deployments against an internal audit finding that human review logs are empty and write the one fact that would move the board has been for exam-readiness coordinator.

RECOMMENDATION Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance / Vendors and Agentic Systems packet (incomplete model inventory versus actual deployments after an internal audit finding that human review logs are empty). If incomplete model inventory versus actual deployments cannot force a AI Governance label under Vendors and Agentic Systems, stop. If incomplete model inventory versus actual deployments after an internal audit finding that human review logs are empty cannot support Policy or governance breach versus Model defect on this AI Governance Vendors and Agentic Systems close, exam-readiness coordinator must leave the classification unresolved and name the missing control or provenance fact.