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  # MetaAgent-X: Breaking the Ceiling of Automatic Multi-Agent Systems via End-to-End Reinforcement Learning
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- [Paper: Coming Soon]()
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  [Codebase 🚗](https://github.com/pettingllms-ai/PettingLLMs)
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  # MetaAgent-X: Breaking the Ceiling of Automatic Multi-Agent Systems via End-to-End Reinforcement Learning
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+ [Paper 📑](https://arxiv.org/abs/2605.14212)
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  [Codebase 🚗](https://github.com/pettingllms-ai/PettingLLMs)
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