Assess whether explainability artifacts would survive an exam (abd8c8)

Situation

Privacy counsel supporting AI inventory owns explainability artifacts would survive inside a pharma company using LLMs on trial documents with explainability pack for a denied-credit decision as the only packet. A drift alert the product owner dismissed as seasonal is what changed the clock for this AI Governance Policy and Oversight file.

Decision

Privacy counsel supporting AI inventory 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 explainability pack for a denied-credit decision after a drift alert the product owner dismissed as seasonal.

Hypotheses to test

• The population in explainability pack for a denied-credit decision is the one a drift alert the product owner dismissed as seasonal named, so Policy or governance breach follows for this Policy and Oversight file.
• The population in explainability pack for a denied-credit decision is adjacent only to a drift alert the product owner dismissed as seasonal; Model defect is the honest AI Governance call.
• A pharma company using LLMs on trial documents already contained a drift alert the product owner dismissed as seasonal before explainability pack for a denied-credit decision arrived; no new Policy and Oversight path.
• Provenance on explainability pack for a denied-credit decision after a drift alert the product owner dismissed as seasonal is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• Reproduce the incident row in explainability pack for a denied-credit decision and say whether it ever touched production data.
• Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in explainability pack for a denied-credit decision.
• Reproduce the incident row in explainability pack for a denied-credit decision and say whether it ever touched production data.
• For this AI Governance Policy and Oversight file, read explainability pack for a denied-credit decision against a drift alert the product owner dismissed as seasonal and write the one fact that would move explainability artifacts would survive for privacy counsel supporting AI inventory.

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