The new Perceived Error metric attaches quality feedback directly to production traces. LangSmith uses this data to help developers isolate and fix specific agent mistakes. It streamlines the debugging loop for complex workflows. Practitioners can now quantify failure rates without manual review of every single trace in their LangChain deployment.