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Evaluation & Observability Stack

End-to-end evals, tracing, metrics, feedback loops, and model monitoring.

TracesEvalsFeedback

Data Flow

1 Stage tracing 2 Version attributes 3 Sampled judging 4 Human feedback 5 Dashboards + alerts

Implementation Notes

Alert on trends against rolling baselines. Wire user feedback to full traces so failures are reproducible.