dailyai.report

The new Perceived Error metric allows developers to attach quality feedback directly to production traces. LangSmith uses this data to help teams isolate and fix specific agent mistakes. This incremental update simplifies the debugging loop. Practitioners can now quantify failure rates without manually reviewing every single trace in their LangChain workflows.