Why AI Agent Observability Needs Conversation IDs, Not Just LLM Traces

AI agent failures often occur outside the LLM call, in downstream services, queues, and databases. Honeycomb's Agent Timeline guide argues that conversation IDs, not just trace IDs, are needed to follow the full execution path. Without them, teams get clean model traces but miss the real cause of incidents.