Autonomous Agent Improvement with LangSmith Engine
Source
LangChain
Author
LangChain
Date
Terms in this piece · Glossary
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
Why it matters
If you run agents in production and your improvement loop is ad-hoc, this lays out a repeatable lifecycle — flag failures in real traces, generate and test candidate fixes as experiments, then watch for regressions after deploy — with a runnable recruiting-AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → example rather than abstract advice.
