DSPy Debugging & Observability

Goal

Debug, trace, and monitor DSPy programs using built-in inspection, MLflow tracing, and custom callbacks for production observability.

When to Use

• Debugging unexpected outputs
• Understanding multi-step program flow
• Production monitoring (cost, latency, errors)
• Analyzing optimizer behavior
• Tracking LLM API usage

Related Skills

• Optimize programs: dspy-miprov2-optimizer
• Evaluate quality: dspy-evaluation-suite
• Build agents: dspy-react-agent-builder