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要理解这项研究的价值，得先聊聊背景。近年来，有一类AI工具越来越火，它们不只是回答问题，而是能像真人程序员一样，自主地打开文件、修改代码、运行测试、反复调试，直到把一个真实的软件问题解决掉。这类工具有个专业叫法——"代码智能体"（coding agent），OpenClaw就是其中的典型代表。