Report
AI agent teams face communication breakdowns in AgentWorld benchmark
AgentWorld's researchers say the agents coordinate through messages and shared plans without access to one another's internal states.
TLDR
AgentWorld's researchers tested teams of 3 to 20 AI agents on game-sandbox tasks spanning 50-plus interaction rounds. They report that Gemini 3 Flash had the highest task success at 52%, while communication breakdowns, role confusion and lost shared plans were recurring failures. A DAIR.AI summary says the best score for the share of actions that contributed to an outcome was 0.320, fewer than a third.
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