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That means: Full lifecycle validation, not ad-hoc testing Data lineage, prompt governance, and explainability for every AI-assisted decision Outputs that meet ALCOA+ and audit-trail expectations Continuous monitoring for bias and model drift AI without QMS alignment is no different from any other unvalidated digital system and it will land companies in the next round of 483s

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