Assess whether a shadow system must be decommissioned this quarter (2abe09)

Situation

Hiring-tool adverse-impact tables arrived with an internal audit finding that human review logs are empty for HR analytics governance lead. That is a AI Governance Vendors and Agentic Systems decision on a shadow system must in a manufacturer piloting shop-floor copilot tools.

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 hiring-tool adverse-impact tables after an internal audit finding that human review logs are empty.

Hypotheses to test

• HR analytics governance lead can defend Policy or governance breach from hiring-tool adverse-impact tables after an internal audit finding that human review logs are empty in a AI Governance challenge.
• HR analytics governance lead cannot defend Policy or governance breach from hiring-tool adverse-impact tables; Model defect is what the extract actually supports after an internal audit finding that human review logs are empty.
• An internal audit finding that human review logs are empty never reached the population in hiring-tool adverse-impact tables — reopen intake, do not close a shadow system must.
• Two facts in hiring-tool adverse-impact tables after an internal audit finding that human review logs are empty conflict for HR analytics governance lead; hold this Vendors and Agentic Systems file.

Analysis required

• Reproduce the incident row in hiring-tool adverse-impact tables and say whether it ever touched production data.
• Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in hiring-tool adverse-impact tables.
• Reproduce the incident row in hiring-tool adverse-impact tables and say whether it ever touched production data.
• For this AI Governance Vendors and Agentic Systems file, read hiring-tool adverse-impact tables 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 (hiring-tool adverse-impact tables after an internal audit finding that human review logs are empty). Lead with the AI Governance option hiring-tool adverse-impact tables can support after an internal audit finding that human review logs are empty, then the two facts that force it, then the Monday action for HR analytics governance lead in a manufacturer piloting shop-floor copilot tools.