EvoScientist：自演进多智能体端到端科学发现框架AI横扫顶会

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EvoScientist 能自我演化的多智能体全流程 AI 科学家框架。该系统通过研究员智能体生成构思、工程师智能体执行实验，以及演化管理智能体提炼经验，克服了传统 AI 系统策略固化的局限。其核心创新在于建立了构思存储与实验存储双模块，能够从往期的成功和失败中持续学习。实验证明，该框架在科研想法的新颖性、可行性及代码执行成功率上均显著优于现有的开源和商业基准线。最终，由该系统自主生成的六篇论文全部被 ICAIS 2025 接收，展示了其在端到端科学发现中的卓越潜力。

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EvoScientist：自演进多智能体端到端科学发现框架AI横扫顶会

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