Assess whether human review is real or a rubber stamp (adda4a)

Situation

An examiner request for the current model inventory put training-data provenance questionnaire in front of HR analytics governance lead in a manufacturer piloting shop-floor copilot tools. This AI Governance / Vendors and Agentic Systems close is human review is real from training-data provenance questionnaire, and the live options are Human review is real, A rubber stamp.

Decision

HR analytics governance lead in a manufacturer piloting shop-floor copilot tools must choose Human review is real / A rubber stamp using training-data provenance questionnaire after an examiner request for the current model inventory.

Hypotheses to test

• Authorize Human review is real now; training-data provenance questionnaire already has the discriminator after an examiner request for the current model inventory.
• Keep A rubber stamp in force until training-data provenance questionnaire is completed after an examiner request for the current model inventory for HR analytics governance lead.
• Treat training-data provenance questionnaire as Human review is real because both readings appear after an examiner request for the current model inventory.
• Refuse a AI Governance close: HR analytics governance lead does not have the page human review is real turns on in training-data provenance questionnaire.

Analysis required

• Reproduce the incident row in training-data provenance questionnaire and say whether it ever touched production data.
• Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in training-data provenance questionnaire.
• Reproduce the incident row in training-data provenance questionnaire and say whether it ever touched production data.
• For this AI Governance Vendors and Agentic Systems file, read training-data provenance questionnaire against an examiner request for the current model inventory and write the one fact that would move human review is real for HR analytics governance lead.

Recommendation

Choose Human review is real / A rubber stamp on this AI Governance / Vendors and Agentic Systems packet (training-data provenance questionnaire after an examiner request for the current model inventory). 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.