The LangSmith Tuned Evaluators tool now attaches quality feedback directly to production traces. It debuts with a Perceived Error metric to help developers isolate specific agent failures. This incremental update streamlines the debugging loop for LangChain users. Practitioners can now identify and fix logic errors without manually reviewing every trace.