The LangSmith Tuned Evaluators feature now attaches quality feedback directly to production traces. It debuts with a Perceived Error metric to isolate agent mistakes. Developers can now pinpoint specific failures without manual review. This incremental update streamlines the debugging loop for teams deploying LangChain agents in live environments.