LangChain Urges Targeted Evals Over Volume To Improve Agent Behavior

Evals shape agent behavior. Every eval is a vector that shifts the behavior of your agentic system. More evals ≠ better agents. Instead, build targeted evals that reflect desired behaviors in production. Tools like LangSmith Engine help you targetedly create evals from your tracing data to build better agents.