RAG

LangSmith: Seeing What Your LLM Application Did

An LLM application fails in ways logs do not capture: the right tool called with the wrong argument, a retrieval that returned nothing useful, a prompt change that quietly broke two other cases. Tracing shows what happened; evaluation tells you whether a change helped.

Rajiv Kumar·Aug 26, 2026·10 min read