The hard part of multi-agent systems is getting agents to stay quiet.

Put five agents on one task， and they duplicate work and burn tokens talking to each other.

Offloop trained a dispatcher model called D1 that decides which agent moves next and when the right move is to do nothing. They achieve state-of-the-art performance on GDPval at a fraction of the usual cost.

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