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.

Eval frameworkGolden setcurated tasksRunner + scorerexecute + evaluateDashboardtrack over timeCombine offline benchmark + online metrics from production for full picture
Eval framework.
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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.