Beyond Flat Logs: Observing Multi-Agent System Execution

As multi-agent systems grow more complex, flat logs fail to reveal critical interactions between parallel agents and conflicting decisions. This article demonstrates how execution trees transform debugging by exposing the decision paths, tool calls, and coordination failures that simple timestamps cannot capture. For developers building production AI systems, moving from event logs to hierarchical execution traces is essential for diagnosing why—not just what—went wrong.