Q&A: Debugging, Observability & Agent Tracing — Seeing Inside the Agent

[AGI-Corporation]

Debugging, Observability & Agent Tracing Deep-Dive Q&A

This thread covers how to see what CactusRalph-Coder is doing, debug unexpected behavior, trace agent decisions, integrate with observability platforms, and build confidence that your agents are running correctly in production.

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Common Questions

Logging & log levels

• How do I enable verbose/debug logging for the agent?
• Where are agent logs written — stdout, file, or a logging service?
• How do I filter logs to show only a specific agent's activity?
• Can I set different log levels per agent in a multi-agent setup?

Tracing agent reasoning

• How do I see the agent's chain-of-thought or internal reasoning steps?
• Is there a way to inspect every prompt sent to the LLM backend?
• Can I see the token counts per LLM call?
• How do I trace which tool was called, with what inputs, and what it returned?

Step-through debugging

• Is there a pause/inspect mode where I can review each step before it executes?
• Can I replay a previous agent run with the same inputs to reproduce a bug?
• How do I set a breakpoint inside a tool call or agent decision?
• Is there a session replay feature that shows every action the agent took?

Distributed tracing & APM integration

• Does CactusRalph-Coder emit OpenTelemetry (OTEL) spans?
• How do I connect agent traces to Datadog, Jaeger, Honeycomb, or Grafana Tempo?
• Can I trace a user request through the full stack — API → agent → LLM → tool → response?
• What trace IDs are available to correlate logs and spans?

Error diagnosis

• The agent got stuck in a loop — how do I identify and break it?
• An agent silently returned a wrong answer — how do I find where it went wrong?
• How do I see why the Planner marked a task as blocked?
• Is there a structured error report I can file when something goes wrong?

Metrics & alerting

• What metrics does CactusRalph-Coder expose out of the box (latency, token usage, error rate)?
• How do I set up an alert when an agent task exceeds a time or cost threshold?
• Is there a Prometheus endpoint or StatsD integration?
• Can I track per-task success/failure rates over time?

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Post your debugging and observability questions below. Include your setup, what you observed, and what you expected to happen.