Why it matters
Untested agents can't improve. Eval framework is foundation.
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The architecture
Golden set: (task, expected).
Runner: execute agents.
Scorer: compare outputs.
Dashboard: track over time.
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How it works end to end
Offline: on curated set.
Online: production metrics.
Scoring: exact, semantic, LLM-judge, human.
Regression detection.