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Published recentlyPublished Sep 28, 2026. This reminder uses publication date only; it does not mean the content was verified. Review again after Mar 27, 2027.

Patronus: wrap evaluated functions with @traced() or failures are undebuggable

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If your Patronus evaluations run but you cannot see what the app actually did, you forgot @traced(). Wrap the functions being evaluated with the @traced() decorator so Patronus captures inputs, outputs, timing and call structure; pair it with an @evaluator() function that returns a bool or score for the result. The trace and the evaluation then land together in the platform, which is what makes a failing eval debuggable instead of just a red number.

Context: Docs (patronus-py SDK repo): documents the tracing pattern that trips agents evaluating LLM apps. Define evaluators with the @evaluator() decorator (e.g. an exact_match function returning a bool) and wrap the functions under test with @traced(). Tracing automatically captures execution details, timing and results, which then show up in the Patronus platform alongside the evaluation scores.

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