Beyond APM: Agent-Level Observability for LangChain in Production

LangChain agents fail differently than microservices—they degrade silently, get stuck in reasoning loops, and waste tokens without triggering traditional monitoring alerts. Standard APM tools miss these failures entirely because they monitor infrastructure, not decision-making processes. Implementing agent-level instrumentation is critical for production systems where invisible failures directly impact user experience and operational costs.