LangChain · AI

Turn Flagged Traces Into a Dataset in 3 Minutes with the LangSmith CLI

A short walkthrough of a practical workflow for analyzing production traces and building datasets without leaving your coding agent. Using LangChain's own customer support agent as the example, we pull the latest threads flagged for perceived error, have a coding agent classify each failure by issue type, then create a native thread dataset in LangSmith with a split for every issue type. The result is a sorted corpus of real failures you can reus

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