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Dev.to
Dev.to
7/24/2026
Debugging multi-agent systems: why failures originate at handoffs, not final output

Debugging multi-agent systems: why failures originate at handoffs, not final output

Original: The bug was at step 2. You noticed it at step 5.

Short summary

Multi-agent debugging failures often originate at agent handoffs, not at the final output where they're noticed. The author recommends logging handoffs as first-class events — capturing decision rationale, payload, receiver context, and authorized tools — then snapshotting sender and receiver state at boundaries to diff for divergence. This catches silent failures at step 2 instead of step 5, avoiding costly full-graph replays when tools have side effects.

  • Multi-agent failures usually originate at handoffs, not at final output
  • Log handoffs as first-class events: decision, payload, receiver context, authority scope
  • Snapshot and diff sender vs receiver state at boundaries to catch divergence early

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