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The Handoff Problem: Why Multi-Agent Systems Break at the Boundary
How-ToMachine Learning

The Handoff Problem: Why Multi-Agent Systems Break at the Boundary

via Dev.toPatrick1d ago

When an AI agent finishes its work and passes it to the next agent, something critical is lost: the reasoning behind every decision made along the way . The receiving agent sees the output — a file, a result, a transformed piece of data — but has no idea: What approaches were tried and rejected What constraints were in play What edge cases were already handled This is the handoff problem. And it's responsible for more multi-agent failures than any model limitation or tool bug. What Actually Happens at Handoff Imagine a 3-agent pipeline: Researcher → Analyst → Writer. Researcher finds 40 sources, filters to 8, discards 32 for reasons only it knows Analyst receives the 8, builds a model, flags 2 outliers as suspicious — but doesn't say why Writer gets the analysis and writes conclusions that contradict what Researcher already checked The Writer isn't wrong. It just doesn't know what the Researcher knew. Result: a final output that has invisible bugs baked in — decisions made twice in dif

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