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Accelerate agent improvement with LangSmith Engine

LangChain · Aug 26, 2026 · Product Launches

LangSmith Engine auto-monitors production agent traces and generates ready-to-merge code fixes

“Engine does have the time.”

LangChain launched LangSmith Engine, a product that autonomously scans production agent traces, clusters recurring failures, diagnoses root causes, and drafts both tool-level and system prompt fixes — surfacing a real bug where a GTM agent emailed disqualified prospects due to an overly aggressive instruction. The fix can be merged directly from LangSmith or pulled into a coding agent via CLI. This matters because it operationalizes the 'agent evals' problem at scale, reducing the human bottleneck in production agent improvement loops.

observability agent-debugging LangChain LangSmith production-agents agentic-ops

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