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OpenAI presents research on multi-agent reinforcement learning environments where agents learn to cooperate, compete, and communicate. The paper introduces MADDPG (Multi-Agent DDPG), a centralized critic approach that enables agents to learn collaborative strategies and communication protocols more effectively than traditional decentralized methods.