Assess whether a shadow system must be decommissioned this quarter (f07a78)

Situation

The desk packet is generative-AI acceptable-use policy draft after an internal audit finding that human review logs are empty. HR analytics governance lead in a manufacturer piloting shop-floor copilot tools has to name Policy or governance breach or Model defect for this AI Governance Vendors and Agentic Systems file.

Decision

HR analytics governance lead in a manufacturer piloting shop-floor copilot tools must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using generative-AI acceptable-use policy draft after an internal audit finding that human review logs are empty.

Hypotheses to test

• The population in generative-AI acceptable-use policy draft is the one an internal audit finding that human review logs are empty named, so Policy or governance breach follows for this Vendors and Agentic Systems file.
• The population in generative-AI acceptable-use policy draft is adjacent only to an internal audit finding that human review logs are empty; Model defect is the honest AI Governance call.
• A manufacturer piloting shop-floor copilot tools already contained an internal audit finding that human review logs are empty before generative-AI acceptable-use policy draft arrived; no new Vendors and Agentic Systems path.
• Provenance on generative-AI acceptable-use policy draft after an internal audit finding that human review logs are empty is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• Reproduce the incident row in generative-AI acceptable-use policy draft and say whether it ever touched production data.
• Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in generative-AI acceptable-use policy draft.
• Reproduce the incident row in generative-AI acceptable-use policy draft and say whether it ever touched production data.
• For this AI Governance Vendors and Agentic Systems file, read generative-AI acceptable-use policy draft against an internal audit finding that human review logs are empty and write the one fact that would move a shadow system must for HR analytics governance lead.

Recommendation

Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance / Vendors and Agentic Systems packet (generative-AI acceptable-use policy draft after an internal audit finding that human review logs are empty). The follow-on Vendors and Agentic Systems action is what HR analytics governance lead does next: implement the option, assign an owner, and log the missing fact.

Command returns

• Bottom-line AI Governance option on a shadow system must, then the evidence in generative-AI acceptable-use policy draft, then the action for HR analytics governance lead
• Hypothesis scorecard against generative-AI acceptable-use policy draft: supported / rejected / untestable
• Vendors and Agentic Systems finding in generative-AI acceptable-use policy draft that a second reviewer can re-perform
• Missing page in generative-AI acceptable-use policy draft after an internal audit finding that human review logs are empty, if any