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Coordination among AI agents can be optimized by leveraging shared files, reducing communication overhead by 42% in message-heavy tasks, but simply adding a coordinator offers no advantage. WHY_IT MATTERS: These insights could transform how we design multi-agent systems, emphasizing the importance of task structure and communication strategies in enhancing collaborative efficiency.