dailyai.report

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