AgentWorld Paper: Only 12% Success on Coordination Tasks for Multi-Agent Teams

omarsar0 · x · 2026-10-02

Elvis Saravia highlights the AgentWorld paper, which runs 3-20 role-diverse LLM agents in a game sandbox over 50+ round tasks. Fewer than a third of a multi-agent team's actions actually help finish the task — coordination is a bottleneck. Gemini 3 Flash leads at 52.0% success; coordination tasks hit only 12%, with common failures including communication breakdowns, role confusion, and lost shared plans.

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