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 mistakes. This incremental update simplifies the debugging loop. Practitioners can now pinpoint failure points faster without manually reviewing every trace in LangChain workflows.