Assess whether explainability artifacts would survive an exam (989abf)

Situation

Inventory and Regulatory Fit work in a pharma company using LLMs on trial documents now turns on explainability artifacts would survive because a journalist asking if the hiring tool is biased put vendor model card with missing evaluation slices in play. Exam-readiness coordinator should say what vendor model card with missing evaluation slices proves.

Decision

Exam-readiness coordinator in a pharma company using LLMs on trial documents must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using vendor model card with missing evaluation slices after a journalist asking if the hiring tool is biased.

Hypotheses to test

• A journalist asking if the hiring tool is biased is noise around an already-controlled Inventory and Regulatory Fit process in a pharma company using LLMs on trial documents, given vendor model card with missing evaluation slices.
• A journalist asking if the hiring tool is biased is the event in vendor model card with missing evaluation slices that forces Policy or governance breach for exam-readiness coordinator under AI Governance.
• Vendor model card with missing evaluation slices shows a one-file miss after a journalist asking if the hiring tool is biased, not a Inventory and Regulatory Fit program failure.
• Vendor model card with missing evaluation slices cannot decide explainability artifacts would survive yet after a journalist asking if the hiring tool is biased; hold is the only AI Governance close a pharma company using LLMs on trial documents can defend.

Analysis required

• Walk the model input/output path recorded in vendor model card with missing evaluation slices and mark each hop approved, shadow, or unlogged.
• Verify data provenance and the human-oversight gate exam-readiness coordinator can actually point to.
• Walk the model input/output path recorded in vendor model card with missing evaluation slices and mark each hop approved, shadow, or unlogged.
• For this AI Governance Inventory and Regulatory Fit file, read vendor model card with missing evaluation slices against a journalist asking if the hiring tool is biased and write the one fact that would move explainability artifacts would survive for exam-readiness coordinator.

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