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这样的运行环境高度依赖个人经验，往往是临时的、不可移植的，也很难被他人复现或复用。每个研究者、每个实验室，都在手工维护自己的运行环境，而不是在一个共享、可复现的执行基础设施之上开展工作。 在新的科研范式中，AI系统不再只是输出预测结果，而是需要与真实的科学工具发生紧密交互：调用求解器、执行模拟程序、运行分析管线、处理真实数据。