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Introduce built-in eval system for testing LLM response quality against golden sets. Includes eval runner with 4 match strategies (exact, contains, regex, custom), a pre-loaded 10-case golden set, REST API endpoints for managing and running suites, and a dashboard UI under Analytics → Evals with real-time progress tracking and pass rate summaries. Also adds OpenAPI tags for Audio, Moderations, and Rerank.