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A GxP-purpose-built LLM evaluation framework: anytime-valid validation, judge qualification, ALCOA+ audit, human plus AI workflow validation, drift monitoring, listener hooks, and a high-level facade on Inspect AI. Enables responsible AI use under risk-based assurance.