Agent orgs finish 4x faster than token-matched single agents, new results show

rosstaylor90 · x · 2026-10-23

Ross Taylor's team shared follow-up results on multi-agent organizations: budget-forcing a single agent to match an 8-agent org's token count closes about 3/5 of the performance gap but is far slower — organizations finish 4x faster on some held-out evals. The team stresses this is ongoing work with caveats and more ablations to come.

Related event: Avalon Shows Agent Organizations Complete Tasks 4x Faster at Same Token Budget(3 posts)→

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