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Store eval executions with target metadata, expose aggregated scorecard and recent run history endpoints, and return dashboard-ready eval data including target options and API key metadata. Also require management auth for eval read endpoints and preserve per-case latency, errors, and output snippets so historical results are more reliable and easier to inspect.