agents
1 articles
What Is Your Agent Actually Doing in Production? Traces Are Where the Improvement Loop Begins
LangChain's conceptual guide breaks down agent improvement into a trace-centric loop: collect traces, enrich them with evals and human annotations, diagnose failure patterns, fix based on observed behavior, validate with offline eval, then deploy — each cycle starting from higher ground.