EU AI Act implementation manager must resolve whether explainability

Situation

EU AI Act implementation manager owns explainability artifacts would survive inside a university licensing an AI proctoring vendor with explainability pack for a denied-credit decision as the only packet. A new use case bolted onto a model approved for a narrower purpose is what changed the clock for this AI Governance Inventory and Regulatory Fit file.

Decision

EU AI Act implementation manager in a university licensing an AI proctoring vendor 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 new use case bolted onto a model approved for a narrower purpose.

Hypotheses to test

• The population in explainability pack for a denied-credit decision is the one a new use case bolted onto a model approved for a narrower purpose named, so Policy or governance breach follows for this Inventory and Regulatory Fit file.
• The population in explainability pack for a denied-credit decision is adjacent only to a new use case bolted onto a model approved for a narrower purpose; Model defect is the honest AI Governance call.
• A university licensing an AI proctoring vendor already contained a new use case bolted onto a model approved for a narrower purpose before explainability pack for a denied-credit decision arrived; no new Inventory and Regulatory Fit path.
• Provenance on explainability pack for a denied-credit decision after a new use case bolted onto a model approved for a narrower purpose is broken; do not pick Policy or governance breach or Model defect yet.

Analysis required

• Verify data provenance and the human-oversight gate EU AI Act implementation manager can actually point to.
• Walk the model input/output path recorded in explainability pack for a denied-credit decision and mark each hop approved, shadow, or unlogged.
• Verify data provenance and the human-oversight gate EU AI Act implementation manager can actually point to.
• For this AI Governance Inventory and Regulatory Fit file, read explainability pack for a denied-credit decision against a new use case bolted onto a model approved for a narrower purpose and write the one fact that would move explainability artifacts would survive for EU AI Act implementation manager.

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