The new Perceived Error metric allows developers to attach quality feedback directly to production traces. LangSmith uses these tuned evaluators to isolate specific agent failures. This update streamlines the debugging loop for LangChain users. Practitioners can now identify systemic mistakes faster without manually reviewing every single trace in their logs.