Introducing LangSmith Engine v2: Detect and ship fixes to agents faster
Sep 24, 2026LangChain
Summary
Engine v2 introduces Red Teaming for proactive issue detection by generating and testing hypotheses about potential problems using production traces and repository context. It expands issue detection to include performance trends (error rate, latency, cost) and inefficient agent work (repetitive tool calls, long trajectories). For LangSmith Deployments, it automates the validation of proposed fixes by testing them against offending inputs and a broader eval set before presenting them for human review and one-click PR deployment.
More from the Agent Memory Management trail
- How to go from your agent's traces to a fine-tuned model in one workflow
- Introducing LangSmith Trajectories: A readable view of every agent session
- Introducing LangSmith Custom Apps: Build custom interfaces around your agent data
- Schedules for Managed Deep Agents: Cron jobs, prompts, and Slack delivery
- What Is LangChain, Actually?