Debugging & Tracing

AI agents execute complex workflows that can be difficult to debug. These guides help you implement comprehensive tracing and debugging capabilities for agent systems.

In This Section

Agent Traces Implement end-to-end tracing for agent execution.

LLM Logging Capture and analyze LLM inputs and outputs.

Tool Traces Track tool calls and their impact on agent behavior.

State Tracking Monitor agent state transitions and memory.

Loop Detection Identify and prevent infinite loops in agent execution.

Multi-Agent Debugging Debug complex multi-agent orchestration scenarios.