Assess whether the hiring tool should be paused pending audit (5d4fd1)

SITUATION In a university licensing an AI proctoring vendor, agentic-workflow permission matrix is the only Vendors and Agentic Systems extract after a customer complaint that a chatbot invented a refund policy that exam-readiness coordinator can use for the hiring tool should. Exam-readiness coordinator has to pick Policy or governance breach or Model defect for this AI Governance Vendors and Agentic Systems close using agentic-workflow permission matrix.

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 agentic-workflow permission matrix after a customer complaint that a chatbot invented a refund policy.

HYPOTHESES TO TEST 1. The population in agentic-workflow permission matrix is the one a customer complaint that a chatbot invented a refund policy named, so Policy or governance breach follows for this Vendors and Agentic Systems file. 2. The population in agentic-workflow permission matrix is adjacent only to a customer complaint that a chatbot invented a refund policy; Model defect is the honest AI Governance call. 3. A university licensing an AI proctoring vendor already contained a customer complaint that a chatbot invented a refund policy before agentic-workflow permission matrix arrived; no new Vendors and Agentic Systems path. 4. Provenance on agentic-workflow permission matrix after a customer complaint that a chatbot invented a refund policy is broken; do not pick Policy or governance breach or Model defect yet.

ANALYSIS REQUIRED 1. Reproduce the incident row in agentic-workflow permission matrix 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 agentic-workflow permission matrix. 3. Reproduce the incident row in agentic-workflow permission matrix and say whether it ever touched production data. 4. For this AI Governance Vendors and Agentic Systems file, read agentic-workflow permission matrix against a customer complaint that a chatbot invented a refund policy and write the one fact that would move the hiring tool should 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 (agentic-workflow permission matrix after a customer complaint that a chatbot invented a refund policy). If agentic-workflow permission matrix cannot force a AI Governance label under Vendors and Agentic Systems, stop. If agentic-workflow permission matrix after a customer complaint that a chatbot invented a refund policy 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.