The LangSmith Tuned Evaluators tool now attaches quality feedback directly to production traces. It starts with a Perceived Error metric to pinpoint specific agent failures. This update helps developers isolate bugs in complex workflows. Practitioners can now iterate on prompt engineering using concrete error data instead of anecdotal user reports.