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\"\u771f\u00b7\u5f00\u5916\u6302\uff01MIT\u65b0\u7814\u7a76\uff1a\u67b6\u67840\u6539\u52a8\uff0c\u8ba9\u5927\u6a21\u578b\u89e3\u9501\u5343\u4e07\u7ea7\u4e0a\u4e0b\u6587\"\/<\/div><\/figure>\n
\"\u771f\u00b7\u5f00\u5916\u6302\uff01MIT\u65b0\u7814\u7a76\uff1a\u67b6\u67840\u6539\u52a8\uff0c\u8ba9\u5927\u6a21\u578b\u89e3\u9501\u5343\u4e07\u7ea7\u4e0a\u4e0b\u6587\"\/<\/div><\/figure>\n
\"\u771f\u00b7\u5f00\u5916\u6302\uff01MIT\u65b0\u7814\u7a76\uff1a\u67b6\u67840\u6539\u52a8\uff0c\u8ba9\u5927\u6a21\u578b\u89e3\u9501\u5343\u4e07\u7ea7\u4e0a\u4e0b\u6587\"\/<\/div><\/figure>\n
\"\u771f\u00b7\u5f00\u5916\u6302\uff01MIT\u65b0\u7814\u7a76\uff1a\u67b6\u67840\u6539\u52a8\uff0c\u8ba9\u5927\u6a21\u578b\u89e3\u9501\u5343\u4e07\u7ea7\u4e0a\u4e0b\u6587\"\/<\/div><\/figure>\n

\u95fb\u4e50 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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MIT CSAIL\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u53eb\u505a\u9012\u5f52\u8bed\u8a00\u6a21\u578bRLM\u7684\u957f\u6587\u672c\u5904\u7406\u65b0\u65b9\u6cd5\uff0c\u6765\u89e3\u51b3\u4e0a\u4e0b\u6587\u8150\u70c2\u95ee\u9898\u3002<\/p>\n

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\u73b0\u5728\u7684RLM\u548c\u8fd9\u4e9b\u76f4\u63a5\u5728\u6a21\u578b\u4e0a\u201c\u786c\u78d5\u201d\u7684\u65b9\u6cd5\u4e0d\u540c\uff0c\u5b83\u628a\u4e0a\u4e0b\u6587\u5904\u7406\u7ed9\u201c\u5916\u5305\u201d\u4e86\u3002<\/p>\n

RLM\u7ed9\u6a21\u578b\u642d\u4e86\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684Python\u7f16\u7a0b\u73af\u5883REPL\u3002<\/p>\n

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\u5373\u4fbf\u5728\u8981\u6c42\u7ebf\u6027\u626b\u63cf\u5e76\u5904\u7406\u51e0\u4e4e\u6240\u6709\u4fe1\u606f\u7684OOLONG\u4efb\u52a1\u4e2d\uff0cRLM\u4e5f\u5b9e\u73b0\u4e86\u53cc\u4f4d\u6570\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

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\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2512.24601\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/x.com\/MatthewBerman\/status\/2012701592756383893<\/p>\n

\u2014 \u5b8c \u2014<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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\u95fb\u4e50 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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