Why Agent Debugging Demands More Than Infrastructure Monitoring

Traditional distributed tracing tools are fundamentally inadequate for debugging modern multi-agent LLM systems, where execution paths are dynamic and non-deterministic. The critical failure point lies at the message and reasoning level between agents—not in infrastructure itself—meaning systems can appear fully healthy while agents make incorrect decisions. Teams implementing message-level tracing debug in minutes; those relying solely on infrastructure monitoring face days of investigation.