Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.33048.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

AutoSwarm is a multi-agent framework that forms collaborations by assigning responsibility boundaries and acceptance conditions, then coordinates execution through shared state, dependencies, supervision, handoffs, and review feedback. It reports gains over single-agent and other multi-agent baselines on programming, planning, and financial-analysis tasks, with code released.

The paper specifies coordination mechanics and supplies code, giving practitioners a concrete basis for testing whether agent specialization improves task outcomes.

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