The new Perceived Error metric attaches quality feedback directly to production traces. LangChain built this tool to help developers pinpoint and resolve specific agent mistakes faster. It streamlines the debugging loop for complex workflows. Practitioners can now quantify failures without manual review of every single trace in LangSmith.