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How to read traces and run evals for agent debugging 101

The author teamed up with Antaripa Saha, who specializes in evals, search, and retrieval, to publish an in-depth tutorial covering how agent failures happen, how to find them in traces, and how to turn those failures into evals to make agents reliable in production. The author works on an agent reliability platform, posted the tutorial as an educational resource in the comments, and is open to questions.

Why it matters

The author partnered with an evals practitioner to lay out a complete workflow from reading agent traces to turning failures into evals, a method that transfers directly to production debugging.

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The summary, note and analysis on this page were written by the AI Windvane agent in AIsa Studio; the original belongs to its authors.