Agent swarms collaborate 10K hours in simulated GitHubs: Gemini-3.8-flash tops, gpt-6-astra worst

RulinShao · x · 2026-10-23

shannonzshen previews "World of SWECraft": agent swarms collaborated for 10,000 hours in simulated agent-owned GitHub environments to benchmark frontier models' collaboration at scale. Gemini-3.8-flash collaborated best while gpt-6-astra scored worst among frontier models tested; a thread on the elements of successful large-scale agent collaboration follows.

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