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\u4e16\u754c\u6a21\u578b\u7684\u672c\u8d28\u4e0d\u662f\u751f\u6210\u66f4\u903c\u771f\u7684\u753b\u9762\uff0c\u800c\u662f\u5efa\u7acb\u5bf9\u7269\u7406\u56e0\u679c\u7684\u4fe1\u5ff5\u3002\u65e0\u8bba\u662f\u5de5\u4e1a\u4eff\u771f\u3001\u5177\u8eab\u667a\u80fd\u8fd8\u662f\u4e25\u8083\u573a\u666f\u3001\u79d1\u5b66\u8ba1\u7b97\uff0c\u5e95\u5c42\u9700\u6c42\u90fd\u662f\u540c\u4e00\u4e2a\uff1a\u8ba9AI\u7406\u89e3"\u6211\u505a\u4e86\u4ec0\u4e48\uff0c\u4e16\u754c\u600e\u4e48\u53d8"\u3002\u8fd9\u662f\u57fa\u7840\u8bbe\u65bd\u3002\u6ca1\u6709\u4e16\u754c\u6a21\u578b\uff0cAI\u5c31\u8d70\u4e0d\u51fa\u6570\u5b57\u4e16\u754c\uff0c\u771f\u6b63\u6765\u5230\u7269\u7406\u4e16\u754c\u3002<\/p>\n

\u6211\u4eec\u9009\u62e9\u5f3a\u5316\u5b66\u4e60\u8def\u7ebf\uff0c\u662f\u56e0\u4e3a\u4eba\u7c7b\u7406\u89e3\u4e16\u754c\u4e0d\u662f\u9760\u65c1\u89c2\uff0c\u800c\u662f\u9760\u5e72\u9884\u3002\u4f60\u63a8\u4e00\u4e0b\u7403\uff0c\u7403\u6eda\u4e86\uff0c\u649e\u4e0a\u79ef\u6728\uff0c\u5012\u4e86\u2014\u2014\u8fd9\u4e2astate-action-next state(\u5f53\u524d\u52a8\u4f5c-\u52a8\u4f5c-\u4e0b\u4e00\u72b6\u6001)\u7684\u8f6c\u79fb\uff0c\u624d\u662f\u7269\u7406\u89c4\u5f8b\u7684\u672c\u8d28\u3002\u8fd9\u6761\u8def\u8fd8\u6ca1\u6709\u6807\u51c6\u7b54\u6848\uff0c\u67b6\u6784\u3001\u6570\u636e\u3001\u8bc4\u4f30\u4f53\u7cfb\u90fd\u662fundefined(\u672a\u5b9a\u4e49\u7684)\uff0c\u6211\u4eec\u5728\u505a\u4e00\u4e2a\u4ece0-1\u7684\u4e8b\u60c5\uff0c\u4f46\u6b63\u662f\u8fd9\u79cd\u65e0\u4eba\u533a\u7684\u72b6\u6001\uff0c\u8ba9\u6211\u89c9\u5f97\u503c\u5f97\u6295\u5165\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f60\u4eec\u505a\u4e16\u754c\u6a21\u578b\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u4eec\u516c\u53f8\u575a\u4fe1\u7b2c\u4e00\u6027\u539f\u7406\u2014\u2014\u7b80\u5355\uff0c\u4f46\u80fdscale up(\u89c4\u6a21\u6269\u5c55)\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u60f3\u8981\u505a\u901a\u7528\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\u2014\u2014\u4e00\u4e2a\u771f\u6b63\u61c2\u7269\u7406\u89c4\u5f8b\u3001\u7269\u7406\u6b63\u786e\u7684\u901a\u7528\u4e16\u754c\u57fa\u7840\u6a21\u578b\uff0c\u800c\u4e0d\u6025\u7740\u53bb\u505a\u4e16\u754c\u6a21\u578bfor \u5177\u8eab\u667a\u80fd\u3001for\u5de5\u4e1a\u573a\u666f\u3001for \u6e38\u620f\uff0c\u56e0\u4e3a\u771f\u5b9e\u7269\u7406\u4e16\u754c\u91cc\u7684\u89c4\u5f8b\u662f\u5171\u901a\u7684\uff0c\u53ef\u4ee5\u4e92\u76f8\u5b66\u4e60\u548c\u6cdb\u5316\u3002\u505a\u57fa\u5ea7\u6a21\u578b\u672c\u8eab\u4f1a\u7ed9\u6211\u4eec\u5e26\u6765\u66f4\u591a\u6d1e\u5bdf\uff0c\u5230\u8fbe\u66f4\u8fdc\u7684\u8fdc\u65b9\u3002\u5b83\u53ef\u80fd\u4e00\u5f00\u59cb\u6709\u6ce2\u6298\u548c\u63a2\u7d22\uff0c\u4f46\u4e00\u5b9a\u4f1a\u8fce\u6765\u4e00\u4e2a\u6280\u672f\u5947\u70b9\uff0c\u4e4b\u540e\u6a21\u578b\u80fd\u529b\u548c\u6280\u672f\u53d1\u5c55\u4f1a\u4e95\u55b7\u5f0f\u7206\u53d1\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4ec0\u4e48\u53eb\u505a\u901a\u7528\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u901a\u7528\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\uff0c\u5c31\u662f\u7269\u7406\u4e16\u754c\u7684\u64cd\u4f5c\u7cfb\u7edf\u3002\u5c31\u50cf\u5927\u8bed\u8a00\u6a21\u578b\u5148\u5b66\u4f1a\u8bed\u8a00\u89c4\u5f8b\uff0c\u518d\u53bb\u89e3\u51b3\u6cd5\u5f8b\u3001\u7f16\u7a0b\u8fd9\u4e9b\u5177\u4f53\u95ee\u9898\u4e00\u6837\uff0c\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\u8981\u5148\u7406\u89e3\u91cd\u529b\u3001\u78b0\u649e\u3001\u56e0\u679c\u8fd9\u4e9b\u5e95\u5c42\u7269\u7406\u89c4\u5f8b\uff0c\u518d\u81ea\u7136\u5730\u8fc1\u79fb\u5230\u5177\u8eab\u667a\u80fd\u3001\u4e25\u8083\u5de5\u4e1a\u4eff\u771f\u3001\u79d1\u5b66\u8ba1\u7b97\u3001\u6e38\u620f\u7269\u7406\u5f15\u64ce\u7b49\u4e0d\u540c\u573a\u666f\u3002<\/p>\n

\u73b0\u5728\u884c\u4e1a\u91cc\u5f88\u591a\u6a21\u578b\u662f\u4e3a\u5355\u4e00\u573a\u666f\u8bad\u7ec3\u7684\uff0c\u89c1\u8fc7\u6c7d\u8f66<\/a>\u4f46\u662f\u5374\u4e0d\u61c2\u673a\u68b0\u81c2\u3002\u4f46\u6211\u4eec\u76f8\u4fe1\u771f\u5b9e\u4e16\u754c\u7684\u89c4\u5f8b\u662f\u5171\u901a\u7684\uff0c\u63a8\u4e00\u4e2a\u7403\u548c\u5f00\u4e00\u8f86\u8f66\uff0c\u5e95\u5c42\u90fd\u662f\u529b\u4e0e\u8fd0\u52a8\u7684\u5173\u7cfb\u3002\u901a\u7528\u57fa\u5ea7\u6a21\u578b\u8981\u5148\u628a\u8fd9\u4e9b\u672c\u8d28\u89c4\u5f8b\u5b66\u900f\uff0c\u800c\u4e0d\u662f\u5728\u50cf\u7d20\u5c42\u9762\u62df\u5408\u7279\u5b9a\u573a\u666f\u3002<\/p>\n

\u8fd9\u4e2a\u5e95\u5ea7\u672c\u8eab\u8db3\u591f\u7b80\u5355\uff0c\u4f46\u80fdscale up\uff08\u89c4\u6a21\u6269\u5c55\uff09\u3002\u4e00\u65e6\u5e95\u5c42\u89c4\u5f8b\u5f00\u59cb\u6d8c\u73b0\uff0c\u5b83\u5c31\u80fd\u96f6\u6837\u672c\u6cdb\u5316\u5230\u6ca1\u89c1\u8fc7\u7684\u7269\u7406\u73af\u5883\uff0c\u4e0d\u9700\u8981\u4e3a\u6bcf\u4e2a\u65b0\u573a\u666f\u91cd\u65b0\u8bad\u7ec3\u3002\u5148\u505a\u900f\u5e95\u5ea7\uff0c\u4e0a\u9762\u7684\u5e94\u7528\u751f\u6001\u81ea\u7136\u4f1a\u5f00\u82b1\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f46\u5927\u8bed\u8a00\u6a21\u578b\u7684\u67b6\u6784\u79ef\u6dc0\u5f88\u957f\uff0c\u4e16\u754c\u6a21\u578b\u8fd8\u662f\u5f88\u7a7a\u767d\u7684\u3002<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u8fd9\u6b63\u662f\u6211\u4eec\u5728\u63a2\u7d22\u7684\u3002<\/p>\n

\u5927\u8bed\u8a00\u6a21\u578b\u51fa\u6765\u4e4b\u524d\u6709BERT\u3001T5\u548c\u5404\u79cd\u8bbe\u8ba1\uff0c\u5982\u4f55\u9009\u5bf9\u67b6\u6784\u5e76\u80fdscale up(\u89c4\u6a21\u6269\u5c55)\u662f\u5173\u952e\u3002\u4e16\u754c\u6a21\u578b\u73b0\u5728\u6709\u5404\u79cd\u6280\u672f\u8def\u7ebf\u2014\u2014\u674e\u98de\u98de\u76843D\u5efa\u6a21\u3001LeCun\u5728\u9690\u7a7a\u95f4\u8868\u5f81\u91cc\u7684\u63a2\u7d22\u3001\u8fd8\u6709\u57fa\u4e8e\u89c6\u9891\u751f\u6210\u6a21\u578b\u7b49\u3002\u4f46\u6211\u4eec\u8ba4\u4e3a\uff0c\u4e16\u754c\u6a21\u578b\u672a\u6765\u4e00\u5b9a\u9700\u8981\u67b6\u6784\u7684\u53d8\u8fc1\u3002\u5bf9\u65f6\u5e8f\u7684\u5efa\u6a21\u3001\u8bb0\u5fc6\u673a\u5236\u3001\u5bf9\u4e16\u754c\u7684\u5efa\u6784\u548c\u7406\u89e3\u3001\u5bf9\u72b6\u6001\u8f6c\u79fb\u7684\u6620\u5c04\uff0c\u662f\u73b0\u6709\u67b6\u6784\u5f88\u96be\u89e3\u51b3\u7684\u3002\u65e0\u8bba\u6269\u6563\u6a21\u578b\u67b6\u6784\u8fd8\u662f\u5176\u4ed6\u65b9\u5f0f\uff0c\u80af\u5b9a\u9700\u8981\u5e95\u5c42\u7684\u9769\u65b0\u548c\u521b\u65b0\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u6210\u7acb\u9006\u77e9\u9635\u4e4b\u524d\uff0c\u4f60\u4e3b\u8981\u5728\u505a\u4ec0\u4e48\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u662f\u9ad8\u8003\u5230\u5143\u57f9\uff0c\u5927\u4e00\u5230\u5927\u56db\u4e3b\u7ebf\u4e00\u76f4\u56f4\u7ed5\u7740\u79d1\u7814\u5c55\u5f00\u3002\u6211\u5728\u5927\u4e00\u5b66\u4e86\u5f88\u591a\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u4e1c\u897f\uff0c\u7136\u540e\u63a5\u89e6\u5230\u5f3a\u5316\u5b66\u4e60\u8fd9\u4e2a\u65b9\u5411\u3002\u6211\u4e00\u76f4\u6709\u4e2a\u76ee\u6807\uff0c\u60f3\u5b9e\u73b0\u771f\u6b63\u8d85\u8fc7\u4eba\u7c7b\u667a\u529b\u6c34\u5e73\u7684AGI\uff0c\u5e76\u4e14\u8981\u80fd\u591f\u5b9e\u9645\u843d\u5730\u5230\u6280\u672f\u4ea7\u4e1a\u53d8\u9769\u91cc\u9762\u3002\u6240\u4ee5\u6211\u9009\u62e9\u4e86\u5f3a\u5316\u5b66\u4e60\u65b9\u5411\uff0c\u56e0\u4e3a\u5b83\u66f4\u8d34\u8fd1\u4eba\u7c7b\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u66f4\u80fd\u591f\u7406\u89e3\u4e16\u754c\u3002<\/p>\n

\u5927\u4e00\u6211\u5c31\u8fdb\u7ec4\u4e86\uff0c\u5f53\u65f6\u5468\u56f4\u5927\u90e8\u5206\u540c\u5b66\u90fd\u5728\u5377\u7ee9\u70b9\uff0c\u4f46\u6211\u8fd8\u662f\u60f3\u5728\u5143\u57f9\u5b66\u9662\u81ea\u7531\u63a2\u7d22\u7684\u6c1b\u56f4\u4e0b\u81ea\u5df1\u60f3\u505a\u7684\u4e8b\u60c5\u3002\u5f53\u65f6\u8ba4\u8bc6\u4e86\u672c\u79d1\u5bfc\u5e08\u6768\u8000\u4e1c\u8001\u5e08\uff0c\u8fdb\u5165\u4e86\u8bfe\u9898\u7ec4\uff0c\u9047\u5230\u4e86\u73b0\u5728\u9006\u77e9\u9635\u7684\u8054\u521b\uff0c\u5f53\u65f6\u662f\u6211\u7684\u5e08\u5144\u3002\u6bd4\u8f83\u5e78\u8fd0\uff0c\u5927\u4e00\u5c31\u53d1\u4e86\u81ea\u5df1\u7684\u7b2c\u4e00\u7bc7\u6587\u7ae0\uff0c\u4e2d\u4e86NeurIPS 2023\u3002<\/p>\n

\u6211\u5728\u5927\u4e8c\u3001\u5927\u4e09\u3001\u5927\u56db\u7684\u7814\u7a76\u90fd\u56f4\u7ed5\u7740\u5f3a\u5316\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u5728\u5927\u6a21\u578b\u4e0a\u7684\u5e94\u7528\u5c55\u5f00\uff0c\u5305\u62ec\u9884\u8bad\u7ec3\u53ca\u540e\u8bad\u7ec3\u3001RLVR\u7b49\u65b9\u5411\u3002\u671f\u95f4\u62ff\u5230\u4e86NeurIPS\u7684oral\uff08\u53e3\u5934\u62a5\u544a\uff09\uff0c\u6709\u4e00\u7bc7\u81ea\u5df1\u7684\u4eae\u70b9\u8bba\u6587\uff0c\u8fd8\u6709ACL2025\u7684\u6700\u4f73\u8bba\u6587\u3002\u90a3\u5c4aACL\u5168\u7403\u5c31\u56db\u7bc7\u6700\u4f73\u8bba\u6587\uff0c\u6211\u4eec\u662f\u552f\u4e8c\u7684\u4e2d\u56fd\u56e2\u961f\uff0c\u53e6\u4e00\u7bc7\u662fDeepSeek\u6881\u6587\u950b\u7684\u3002\u6211\u6574\u4e2a\u672c\u79d1\u79d1\u7814\u5386\u7a0b\u8d70\u5f97\u8fd8\u86ee\u5168\u7684\uff0c\u6709\u70b9\u50cf\u8bfb\u4e86\u4e00\u4e2a\u535a\u58eb\u3002<\/p>\n

\uff08\u6ce8\uff1aNeurIPS\u662f\u5168\u7403\u673a\u5668\u5b66\u4e60<\/a>\u9886\u57df\u6700\u9876\u5c16\u7684\u56fd\u9645\u4f1a\u8bae\u4e4b\u4e00\uff0c\u4e0eICML\u3001ICLR\u5e76\u79f0\u4e3aAI\u4e09\u5927\u9876\u4f1a\uff0c\u6295\u7a3f\u5f55\u7528\u7387\u5e38\u5e74\u4f4e\u4e8e25%\uff0c\u80fd\u4e2d\u7a3f\u4ee3\u8868\u7814\u7a76\u8fbe\u5230\u4e86\u56fd\u9645\u524d\u6cbf\u6c34\u5e73\u3002\u9648\u535a\u8fdc\u5728\u5927\u4e00\u5c31\u4e2d\u7a3fNeurIPS 2023\uff0c\u8fd9\u5728\u672c\u79d1\u751f\u4e2d\u6781\u4e3a\u7f55\u89c1\u3002\u800cNeurIPS\u7684oral\u53e3\u5934\u62a5\u544a\u662f\u4ece\u6570\u4e07\u7bc7\u6295\u7a3f\u4e2d\u9074\u9009\u51fa\u4e0d\u8db30.5%\u7684\u9876\u5c16\u8bba\u6587\uff0c\u9700\u8981\u5728\u4e3b\u4f1a\u573a\u5411\u5168\u4f53\u53c2\u4f1a\u8005\u505a\u6b63\u5f0f\u62a5\u544a\uff0c\u4ee3\u8868\u8be5\u7814\u7a76\u88ab\u56fd\u9645AI\u793e\u533a\u8ba4\u5b9a\u4e3a\u5177\u6709\u7a81\u7834\u6027\u6216\u91cd\u5927\u5f71\u54cd\u529b\u3002\uff09<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u505a\u8fd9\u4e48\u591a\u4e8b\u60c5\u4f1a\u4e0d\u4f1a\u5f88\u5fd9\uff0c\u600e\u4e48\u5206\u914d\u65f6\u95f4\uff1f\u79d1\u7814\u548c\u5b66\u4e1a\u600e\u4e48\u5e73\u8861\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u4f1a\u66f4\u770b\u91cd\u7528\u79d1\u7814\u6765\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002\u6211\u9009\u62e9\u5317\u5927\u3001\u9009\u62e9\u5143\u57f9\uff0c\u662f\u66f4\u52a0\u5fc3\u4eea\u8fd9\u91cc\u81ea\u7531\u63a2\u7d22\u7684\u6c1b\u56f4\u3002\u4ece\u5927\u4e00\u5f00\u59cb\u6211\u5c31\u7ed9\u81ea\u5df1\u7acb\u4e86\u4e2a\u76ee\u6807\uff0c\u8981\u53bb\u5bfb\u627e\u66f4\u591a\u7684\u53ef\u80fd\u6027\u3002\u4eba\u5de5\u667a\u80fd\u662f\u6211\u9ad8\u4e8c\u5c31\u4e86\u89e3\u7684\u65b9\u5411\uff0c\u57282021\u5e74\u5317\u5927\u7ebf\u4e0a\u8bb2\u5ea7\u4e0a\u6211\u840c\u751f\u4e86\u5bf9AGI\u7684\u68a6\u60f3\u3002\u6211\u89c9\u5f97\u771f\u6b63\u60f3\u505a\u4eba\u5de5\u667a\u80fd\u7684\u540c\u5b66\uff0c\u5927\u5bb6\u4f1a\u81ea\u5df1\u53bb\u8bbe\u8ba1\u8bfe\u8868\uff0c\u4e3b\u52a8\u70b9\u81ea\u5df1\u7684\u6280\u80fd\u6811\uff0c\u8fd9\u5c31\u662fpassion-motivated\uff08\u70ed\u7231\u9a71\u52a8\uff09\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u5f3a\u5316\u5b66\u4e60\u8ddf\u4f60\u73b0\u5728\u505a\u7684\u4e8b\u6709\u4ec0\u4e48\u5173\u7cfb\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>2023\u5e74\u5927\u6a21\u578b\u521a\u5174\u8d77\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u5927\u6a21\u578b\u867d\u7136\u80fd\u50cf\u4eba\u4e00\u6837\u8bf4\u8bdd\uff0c\u4f46\u89e3\u51b3\u4e0d\u4e861+1=2\u8fd9\u79cd\u7b80\u5355\u95ee\u9898\u3002\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u4e16\u754c\u7684\u89c4\u5f8b\u662f\u5206\u5c42\u6b21\u7684\u3002\u5b66\u8bf4\u8bdd\u5bb9\u6613\uff0c\u4f46\u4e0d\u662f\u6240\u6709\u4eba\u90fd\u80fd\u50cf\u725b\u987f\u90a3\u6837\u603b\u7ed3\u51fa\u91cd\u529b\u5b9a\u5f8b\u3002\u5b66\u4e60\u66f4\u6df1\u5c42\u7684\u89c4\u5f8b\uff0c\u9700\u8981\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

\u901a\u8fc7\u660e\u786e\u7684\u5956\u52b1\u4fe1\u53f7\uff0c\u8ba9\u5b83\u4e0d\u65ad\u81ea\u6211\u535a\u5f08\uff0c\u6d8c\u73b0\u51fa\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u77e5\u8bc6\u3002<\/p>\n

\u5f88\u591a\u4eba\u8ba4\u8bc6\u6211\u662f\u56e0\u4e3a AI alignment \u76f8\u5173\u7684\u7814\u7a76\u2014\u2014\u4f46\u6211\u505a\u7684\u4e0d\u662f\u5927\u5bb6\u7b2c\u4e00\u53cd\u5e94\u7684"\u4ef7\u503c\u5bf9\u9f50"\u3002\u5176\u5b9ealignment(\u5bf9\u9f50)\u5206\u4e24\u90e8\u5206\uff1a\u4e00\u662foversight(\u76d1\u7ba1)\uff0c\u7ed9\u8d5b\u8f66\u88c5\u5239\u8f66\uff1b\u7b2c\u4e8c\u70b9\u4e5f\u662f\u66f4\u5173\u952e\u7684\u662fsupervision(\u76d1\u7763)\uff0c\u63d0\u4f9b\u5956\u52b1\u4fe1\u53f7\u3001\u8bbe\u8ba1\u7b97\u6cd5\u4e0e\u67b6\u6784\uff0c\u8ba9\u4eba\u5de5\u667a\u80fd\u5b8c\u6210\u6211\u4eec\u81ea\u5df1\u5b8c\u6210\u4e0d\u4e86\u7684\u4efb\u52a1\uff0c\u751a\u81f3\u8d85\u8d8a\u6211\u4eec\uff0c\u5373\u53ef\u6269\u5c55\u76d1\u7763\u3002\u8fd9\u5176\u5b9e\u5c31\u662f\u6211\u6574\u4e2a\u672c\u79d1\u7814\u7a76\u7684\u8109\u7edc\u3002<\/p>\n

2023\u5e74\u5e74\u521d\u6211\u4eec\u505a\u5f3a\u5316\u5b66\u4e60for\u5927\u6a21\u578b\uff0c\u5b8c\u5168\u662f\u4ece0\u52301\u7684\u65e0\u4eba\u533a\u63a2\u7d22\u3002\u90a3\u65f6\u5019\u5927\u5bb6\u90fd\u5b8c\u5168\u6ca1\u529e\u6cd5\u60f3\u8c61\u4e00\u4e2a\u7eaf\u5b66\u6821\u7684\u56e2\u961f\uff0c\u80fd\u62ff\u5230\u9876\u4f1a\u7684\u6700\u4f73\u8bba\u6587\u3002\u539f\u6765\u8ba4\u77e5\u91cc\u8fd9\u79cd\u6700\u9ad8\u738b\u51a0\u4e0a\u7684\u660e\u73e0\u5e94\u8be5\u662f\u4e1a\u5185\u5de8\u5934\u62ff\u7684\uff0c\u9700\u8981\u5f88\u5f3a\u7684\u8d44\u6e90<\/a>\u652f\u6301\u3002\u4f46\u6211\u4eec\u4ece\u5c71\u5e95\u8d70\u5230\u4e86\u5c71\u9876\uff0c\u6ca1\u6709\u6807\u51c6\u7b54\u6848\uff0c\u5168\u90fd\u662f\u672a\u88ab\u9650\u5b9a\u7684\u4e1c\u897f\uff0c\u600e\u4e48\u5728\u8fd9\u4e2a\u9886\u57df\u505a\u51fa\u771f\u6b63\u7a81\u7834\uff1f\u8fd9\u975e\u5e38\u8003\u9a8c\u6280\u672f\u76f4\u89c9\u3001\u56e2\u961f\u914d\u5408\u548c\u521b\u65b0\u80fd\u529b\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u575a\u5b9a\u9009\u62e9\u51fa\u6765\u521b\u4e1a\u3002\u65e0\u8bba\u79d1\u7814\u8fd8\u662f\u521b\u4e1a\uff0c\u5bf9\u6211\u6765\u8bf4\u6709\u4e24\u4e2a\u6838\u5fc3\u5173\u952e\u70b9\uff1a\u7b2c\u4e00\u662f\u4f7f\u547d\uff0c\u6211\u4eec\u505a\u4ec0\u4e48\uff1b\u7b2c\u4e8c\u662f\u56e2\u961f\u3002\u4ece\u4f7f\u547d\u4e0a\u8bf4\uff0c\u6211\u4eec\u5e0c\u671b\u8ba9\u901a\u7528\u57fa\u5ea7\u6a21\u578b\u53bb\u5b66\u4e60\u4e16\u754c\u7684\u89c4\u5f8b\u3001\u8ba9\u5e95\u5c42\u89c4\u5f8b\u6d8c\u73b0\u3002\u4ece\u56e2\u961f\u6765\u8bf4\uff0c\u6211\u4eec\u4e5f\u7ecf\u5386\u8fc7\u4ece0\u52301\u63a2\u7d22\u79d1\u7814\u65e0\u4eba\u533a\u7684\u8fc7\u7a0b\uff0c\u4e8c\u8005\u662f\u5171\u901a\u7684\uff0c\u73b0\u5728\u4e16\u754c\u6a21\u578b\u7684\u8def\u5f84\u4e5f\u6ca1\u6709\u6536\u655b\uff0c\u9700\u8981\u63a2\u7d22\u548c\u786e\u5b9a\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u76ee\u524d\u9006\u77e9\u9635\u7684\u56e2\u961f\u6784\u6210\u662f\u4ec0\u4e48\u6837\u7684\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u51e0\u4f4d\u8054\u521b\uff0c\u90fd\u662f\u4e4b\u524d\u5f7c\u6b64\u975e\u5e38\u4fe1\u4efb\u7684\u4f19\u4f34\u3002\u56e2\u961f\u73b0\u572820\u523030\u4eba\uff0c\u4e00\u534a\u662f\u5965\u8d5b\u91d1\u724c\u3001\u7701\u5e02\u72b6\u5143\uff0c\u6709\u4e30\u5bcc\u7684\u5b66\u672f\u548c\u79d1\u7814\u7ecf\u5386\u3002AI\u8fd9\u6ce2\u6d6a\u6f6e\u8d8a\u5e74\u8f7b\u3001\u8d8a\u806a\u660e\u7684\u4eba\uff0c\u8d8a\u80fd\u6d8c\u73b0\u51fa\u8ba9\u4eba\u60ca\u53f9\u7684\u60f3\u6cd5\u3002\u8fd8\u6709\u4e00\u534a\u662f\u6765\u81ea\u5927\u5382\u7684\u5de5\u7a0b\u4eba\u624d\uff0c\u8d1f\u8d23\u628a\u5de5\u7a0b\u505a\u624e\u5b9e\u3002Infra(\u57fa\u7840\u8bbe\u65bd)\u8d8a\u6765\u8d8a\u91cd\u8981\uff0c\u5728\u6784\u5efa\u57fa\u6a21\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5de5\u7a0b\u4e0a\u53ef\u5b9e\u73b0\u3001\u9ad8\u4f18\u5316\u3001\u786c\u4ef6\u4eb2\u548c\u662f\u66f4\u52a0\u91cd\u8981\u7684\u3002\u50cfClaude Code \u610f\u5916\u201c\u5f00\u6e90\u201d\u540e\uff0c\u5927\u5bb6\u53d1\u73b0\u91cc\u9762\u7684Infra(\u57fa\u7840\u8bbe\u65bd)\u548cHarness Engineering(\u8bad\u7ec3\u67b6\u6784\u5de5\u7a0b)\u6709\u5f88\u591a\u8bbe\u8ba1\u3002<\/p>\n

\u6211\u4eec\u5185\u90e8\u65e2\u6709\u4ef0\u671b\u661f\u7a7a\u505a\u63a2\u7d22\u7684\u4eba\uff0c\u4e5f\u6709\u811a\u8e0f\u5b9e\u5730\u505a\u5de5\u7a0b\u843d\u5730\u7684\u4eba\u3002\u5916\u754c\u8bc4\u4ef7\u6211\u4eec\u662f\u201c\u4e2d\u56fd\u7684Neo Labs\u201d\u2014\u2014\u4e00\u5e2e\u6700\u5e74\u8f7b\u3001\u6700\u6709\u70ed\u60c5\u3001\u6700\u6709\u95ef\u52b2\u7684\u4eba\uff0c\u505a\u51fa\u7a81\u7834\u6027\u6210\u679c\u3002<\/p>\n

\u6211\u5e38\u628a\u6211\u4eec\u6bd4\u4f5c\u4e00\u8258\u5feb\u8247\uff0c\u867d\u7136\u5c0f\uff0c\u4e0d\u50cf\u8fdc\u6d0b\u8d27\u8f6e\u4f53\u91cf\u5927\uff0c\u4f46\u8239\u4e0a\u6bcf\u4e2a\u4eba\u90fd\u662f\u8235\u624b\uff0c\u6bcf\u4e2a\u4eba\u90fd\u80fd\u51b3\u5b9a\u524d\u884c\u65b9\u5411\uff0c\u8fdb\u6b65\u975e\u5e38\u5feb\u3002\u6211\u4eec\u5185\u90e8\u7684\u7ec4\u7ec7\u5f62\u5f0f\u53eb\u201cno walls\u201d(\u6253\u7834\u90e8\u95e8\u5899)\u2014\u2014\u6ca1\u6709KPI\uff0c\u6ca1\u6709\u90e8\u95e8\u5212\u5206\uff0c\u751a\u81f3\u6ca1\u6709\u660e\u786e\u5206\u5de5\uff0c\u53ea\u6709\u5206\u5de5\u504f\u597d\u3002\u771f\u6b63\u6709\u6280\u672f\u54c1\u4f4d\u7684\u5929\u624d\u548c\u5de5\u7a0b\u5e08\u805a\u5728\u4e00\u8d77\uff0c\u90e8\u95e8\u548cKPI\u53cd\u800c\u4f1a\u65bd\u52a0\u8fc7\u591a\u8d1f\u62c5\u3002\u5f88\u591a\u521b\u65b0\u5c31\u662f\u4e24\u4e09\u4e2a\u4eba\u505a\u51fa\u6765\u7684\u6838\u5fc3\u7a81\u7834\uff0c\u7136\u540e\u5927\u89c4\u6a21scale up(\u89c4\u6a21\u6269\u5c55)\u3002<\/p>\n

OpenAI<\/a>\u521a\u5f00\u59cb\u4e5f\u53ea\u662f\u4e00\u4e2a\u5c0f\u5b9e\u9a8c\u5ba4\uff0c2021\u5e74\u7684\u65f6\u5019\u5728Stanford(\u65af\u5766\u798f\u5927\u5b66)\u3001Berkeley(\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821)\u8bb2scaling law(\u89c4\u6a21\u5b9a\u5f8b)\u7684\u6545\u4e8b\uff0c\u4f462022\u5e74\u4e4b\u524d\u6ca1\u4eba\u76f8\u4fe1\u3002\u5c31\u662f\u6709\u8fd9\u4e48\u4e00\u6279\u575a\u6301\u7684\u4eba\u505a\u51fa\u6765\u4e86GPT\u7cfb\u5217\u3001ChatGPT<\/a>\u3002\u4e16\u754c\u6a21\u578b\u4e5f\u5728\u7b49\u5f85\u81ea\u5df1\u7684\u201cGPT\u65f6\u523b\u201d\uff0c\u9700\u8981\u4e00\u6279\u5fd7\u540c\u9053\u5408\u3001\u70ed\u60c5\u9a71\u52a8\u7684\u4eba\u53bb\u505a\u7a81\u7834\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f60\u89c9\u5f97\u4f60\u4eec\u80fd\u6210\u4e3a\u201c\u5317\u5927\u4e4b\u5149\u201d\u5417\uff1f\u8fd9\u8f6e\u5927\u6a21\u578b\u8dd1\u51fa\u6765\u7684Kimi\u3001\u667a\u8c31\u90fd\u662f\u6e05\u534e\u7cfb\u7684\uff0c\u4f60\u4f5c\u4e3a\u5317\u5927\u4eba\u600e\u4e48\u770b\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u4eec\u5f53\u7136\u5e0c\u671b\u80fd\u6210\u4e3a\u5317\u5927\u4e4b\u5149\uff0c\u4e3a\u5317\u5927\u5728AI\u65f6\u4ee3\u7684\u7a81\u7834\u548c\u521b\u65b0\u6dfb\u7816\u52a0\u74e6\uff0c\u4f46\u8fd9\u4e2a\u6807\u699c\u592a\u5927\u4e86\u3002\u6211\u4eec\u66f4\u591a\u662f\u5e0c\u671b\u5728\u8fd9\u4e2a\u65f6\u4ee3\u53d1\u51fa\u5317\u5927\u9752\u5e74\u548c\u5317\u5927AI\u521b\u4e1a\u8005\u7684\u58f0\u97f3\u3002\u4e16\u754c\u6a21\u578b\u662f\u5168\u7403\u7ade\u4e89\u7684\u5173\u952e\u9635\u5730\uff0c\u7f8e\u56fd<\/a>\u6709\u674e\u98de\u98de\uff0c\u6b27\u6d32<\/a>\u6709LeCun\uff0c\u6211\u4eec\u5e0c\u671b\u4f5c\u4e3a\u5317\u5927\u6821\u53cb\u4f01\u4e1a\uff0c\u80fd\u5728\u4e16\u754c\u6a21\u578b\u8fd9\u4e2a\u524d\u6cbf\u65b9\u5411\u4e0a\u505a\u51fa\u4e2d\u56fd\u81ea\u5df1\u7684\u539f\u59cb\u521b\u65b0\u3002<\/p>\n

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\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u4eec\u56e2\u961f\u548c\u667a\u6e90\u7814\u7a76\u9662\u9887\u6709\u7f18\u5206\uff0c\u5728\u6280\u672f\u8def\u7ebf\u4e0a\u4e5f\u9ad8\u5ea6\u540c\u9891\u3002<\/p>\n

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LeCun(\u6768\u7acb\u6606)\u4e3b\u5f20\u5728\u9690\u7a7a\u95f4\u901a\u8fc7\u81ea\u76d1\u7763\u5b66\u4e60\uff0c\u81ea\u7136\u6d8c\u73b0\u5bf9\u4e16\u754c\u7684\u8868\u5f81\u548c\u7269\u7406\u89c4\u5f8b\u7684\u7406\u89e3\u3002\u8fd8\u6709\u5176\u4ed6\u505a\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u6280\u672f\u8def\u7ebf\u3002<\/p>\n

\u6211\u81ea\u5df1\u662f\u5f3a\u5316\u5b66\u4e60\u80cc\u666f\u51fa\u8eab\u3002\u4e16\u754c\u6a21\u578b\u6700\u65e9\u53ef\u8ffd\u6eaf\u52301943\u5e74\u8ba4\u77e5\u79d1\u5b66\uff0c\u5728AI\u7684\u53d1\u5c55\u957f\u6cb3\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236\u30012024\u5e74\u5ea6\u56fe\u7075\u5956\u5f97\u4e3bRich Sutton \u9996\u5148\u57281991\u5e74\u63d0\u51faDyna\u67b6\u6784\uff0c\u5c06\u5f3a\u5316\u5b66\u4e60\u4e0e\u89c4\u5212\u578b\u4e16\u754c\u6a21\u578b\u7ed3\u5408\uff0c\u8ba9\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u73af\u5883\u5b66\u4e60\u7684\u540c\u65f6\uff0c\u5229\u7528\u6a21\u578b\u751f\u6210\u201c\u60f3\u8c61\u7ecf\u9a8c\u201d\u63d0\u5347\u6548\u7387\uff0c\u786e\u7acb\u4e86Action\u4f5c\u4e3a\u4e16\u754c\u6a21\u578b\u5fc5\u9700\u8f93\u5165\u7684\u6838\u5fc3\u8303\u5f0f\uff0c\u652f\u6301\u4f9d\u6258\u884c\u52a8\u63a8\u6f14\u73af\u5883\u72b6\u6001\u3001\u5b9e\u73b0\u53cd\u4e8b\u5b9e\u63a8\u7406\u3002<\/p>\n

2018\u5e74David Ha\u548cSchmidhuber \u8fdb\u4e00\u6b65\u89c4\u8303\u4e16\u754c\u6a21\u578b\u67b6\u6784\uff0c\u540e\u7eed\u56fe\u7075\u5956\u5f97\u4e3bLeCun\u6768\u7acb\u6606\u8fdb\u4e00\u6b65\u53d1\u5c55\u4e16\u754c\u6a21\u578b\u7684\u67b6\u6784\uff0c\u90fd\u4e0e\u4ee5Action\u4e3a\u6838\u5fc3\u7684\u5f3a\u5316\u5b66\u4e60\u5bc6\u4e0d\u53ef\u5206\u3002\u56de\u5230\u7b2c\u4e00\u6027\u539f\u7406\uff1a\u7269\u7406AI\u9700\u8981\u7684\u4e16\u754c\u6a21\u578b\uff0c\u662f\u4e00\u4e2a\u5b66\u4f1a\u201c\u4e16\u754c\u600e\u4e48\u52a8\u201d\u7684\u6a21\u578b\u3002\u4eba\u7c7b\u548c\u4e16\u754c\u4ea4\u4e92\u5206\u4e09\u6b65\uff1a\u7406\u89e3\u4e16\u754c\uff08\u8fd9\u662f\u6c34\u3001\u8fd9\u662f\u5496\u5561\uff09\uff0c\u5efa\u6a21\u5230\u8111\u5b50\u91cc\uff08\u9690\u7a7a\u95f4\u7684\u4fe1\u5ff5\uff09\uff0c\u6839\u636e\u4fe1\u5ff5\u505a\u51b3\u7b56\uff08\u62ff\u8d77\u5496\u5561\uff09\uff0c\u5e76\u5728\u51b3\u7b56\u4e2d\u66f4\u65b0\u7406\u89e3\u3002\u4eba\u7c7b\u4e00\u76f4\u5728\u5b66\u4e60\u7684\uff0c\u662f\u57fa\u4e8e\u5f53\u524d\u72b6\u6001\u91c7\u53d6\u4ec0\u4e48\u52a8\u4f5c\u3001\u5bfc\u81f4\u4ec0\u4e48\u4e0b\u4e00\u4e2a\u72b6\u6001\u2014\u2014\u8fd9\u5176\u5b9e\u662f\u5f3a\u5316\u5b66\u4e60\u91cc\u7684transition model(\u72b6\u6001\u8f6c\u79fb\u6a21\u578b)\u3002<\/p>\n

\u4ece\u5b8f\u89c2\u6280\u672f\u6982\u5ff5\u6765\u8bf4\uff0c\u667a\u80fd\u7684\u53d1\u5c55\u662f\u5728\u5c3d\u91cf\u6700\u5c0f\u5316\u5bf9\u4e8e\u4e16\u754c\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u6700\u5c0f\u5316\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a\u4e00\u662f\u88ab\u52a8\u89c2\u5bdf\uff0c\u5c31\u662fdata scaling(\u6570\u636e\u89c4\u6a21\u5316)\uff1b\u4e8c\u662f\u4e3b\u52a8\u5e72\u9884\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff1a\u6211\u770b\u4e86\u5f88\u591a\u5496\u5561\u676f\u843d\u5728\u684c\u4e0a\u7684\u89c6\u9891\uff0c\u53ef\u80fd\u5b66\u5230\u684c\u5b50\u6709\u201c\u5438\u529b\u201d\u3002\u4f46\u7269\u7406\u4e16\u754c\u7684\u56e0\u679c\u6027\u53ea\u6709\u4e00\u79cd\u3002\u4ec0\u4e48\u8ba9\u6211\u4ece\u76f8\u5173\u6027\u53d8\u5230\u56e0\u679c\u6027\uff1f\u662f\u6211\u4e3b\u52a8\u65bd\u52a0\u5e72\u9884\u2014\u2014\u628a\u5496\u5561\u676f\u63a8\u5230\u684c\u5b50\u8fb9\u7f18\uff0c\u53d1\u73b0\u5b83\u5f80\u4e0b\u6389\u3002\u8fd9\u6837\u5728\u6211\u7684\u5047\u8bbe\u7a7a\u95f4\u91cc\uff0c\u5c31\u80fd\u6392\u9664\u201c\u684c\u5b50\u6709\u5438\u529b\u201d\u7684\u5047\u8bbe\uff0c\u5b66\u5230\u771f\u6b63\u7684\u56e0\u679c\u3002<\/p>\n

\u8fd9\u5728\u4e16\u754c\u6a21\u578b\u9884\u8bad\u7ec3\u4e0a\u5c24\u4e3a\u91cd\u8981\u3002\u771f\u5b9e\u89c6\u9891\u662f\u4f4e\u538b\u7f29\u3001\u9ad8\u5e26\u5bbd\u7684\u3002\u7269\u7406\u89c4\u5f8b\u53d1\u751f\u5728\u7269\u4f53\u4e4b\u95f4\uff0c\u4e0d\u662f\u50cf\u7d20\u4e4b\u95f4\u3002\u4f46\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6211\u4eec\u7528\u4e86\u5927\u91cf\u5e26\u5bbd\u7406\u89e3\u89c6\u9891\u52a8\u6001\u548c\u50cf\u7d20\uff0c\u8fd9\u662f\u6d88\u8017\u8d44\u6e90\u4e14\u6b20\u4f18\u7684\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u80fd\u4e0d\u80fd\u518d\u8bf4\u7684\u66f4\u5177\u4f53\u70b9\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u91cc\uff0c\u8bed\u8a00\u4e3a\u4ec0\u4e48\u80fd\u6cdb\u5316\uff1fnext token prediction(\u4e0b\u4e00\u4e2a\u8bcd\u5143\u9884\u6d4b)\u8fd9\u4e2a\u8303\u5f0f\u975e\u5e38\u53cd\u76f4\u89c9\uff0c\u4f46\u7b26\u5408\u7b2c\u4e00\u6027\u539f\u7406\u2014\u2014\u7b80\u5355\u3002\u4fe1\u606f\u8bba\u4e0a\uff0cone token predictor(\u5355\u4e2a\u8bcd\u5143\u9884\u6d4b)\u7b49\u4e8ecompressor(\u538b\u7f29\u5668)\u3002\u8bed\u8a00\u662f\u9ad8\u538b\u7f29\u7684\uff0c\u5305\u542b\u4e86\u4eba\u7c7b\u957f\u4e45\u8fdb\u5316\u4e2d\u7684\u667a\u6167\u3002<\/p>\n

\u4f46\u89c6\u9891\u4e0d\u540c\u3002\u9996\u5148\u7528\u4e86\u5927\u91cf\u50cf\u7d20\u5360\u636e\u753b\u9762\uff1b\u5176\u6b21\u5f88\u591a\u4fe1\u606f\u4e0d\u5728\u91cc\u9762\u2014\u2014\u5496\u5561\u676f\u91cc\u53ef\u80fd\u6709\u5496\u5561\uff0c\u4f46\u5982\u679c\u676f\u5b50\u4e0d\u900f\u660e\u5c31\u770b\u4e0d\u5230\uff1b\u91cd\u529b\u52a0\u901f\u5ea6\u3001\u98ce\u529b\u5f71\u54cd\uff0c\u89c6\u9891\u6a21\u6001\u91cc\u5f88\u96be\u5305\u542b\u3002\u89c6\u9891\u8fd8\u662f2D\u7684\uff0c\u600e\u4e48\u6269\u5c55\u52303D\u7a7a\u95f4\uff1f\u8fd9\u4e9b\u90fd\u9700\u8981\u7a81\u7834\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f60\u4eec\u7b97\u8fc7\u8d26\u5417\uff1f\u8981\u505a\u8fd9\u4e2a\u4e8b\u8981\u82b1\u591a\u5c11\u94b1\u3001\u5438\u7eb3\u4ec0\u4e48\u6837\u7684\u4eba\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u9762\u8bd5\u65f6\u4e0d\u592a\u804a\u5177\u4f53\u6280\u672f\u7ec6\u8282\u3002\u6bcf\u4e2a\u4eba\u90fd\u6709\u81ea\u5df1\u7684\u6280\u672f\u79ef\u6dc0\u548c\u6280\u672f\u76f4\u89c9\u3002\u66f4\u591a\u662f\u5bf9\u9f50\u9876\u5c42\u613f\u666f\u2014\u2014\u62db\u7684\u662f\u5fd7\u540c\u9053\u5408\u3001\u6709\u6280\u672f\u8ffd\u6c42\u7684\u4eba\u3002<\/p>\n

\u81f3\u4e8e\u82b1\u591a\u5c11\u94b1\uff0c\u7b97\u529b\u80af\u5b9a\u662f\u5173\u952e\u3002\u76ee\u524d\u8d44\u91d1\u4e3b\u8981\u7528\u5728\u7b97\u529b\u548c\u62db\u4eba\u4e0a\u3002\u4f46\u6211\u4eec\u4e0d\u662f\u90a3\u79cd\u4e3a\u4e86\u878d\u94b1\u800c\u878d\u94b1\u7684\u516c\u53f8\u3002\u6211\u4eec\u878d\u8d44\u8282\u594f\u662f\u56f4\u7ed5\u6280\u672f\u6765\u7684\u2014\u2014\u6211\u4eec\u5185\u90e8\u770b\u5230\u7684\u662f\u6784\u5efa\u57fa\u5ea7\u6a21\u578b\u6240\u9700\u8981\u7684\u66f4\u5927\u89c4\u6a21\u7b97\u529b\u3001\u66f4\u591a\u6570\u636e\u3001\u66f4\u5927\u5c3a\u5bf8\u6a21\u578b\u7684\u9700\u6c42\u3002\u6280\u672f\u662f\u7b2c\u4e00\u9a71\u52a8\u529b\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u76ee\u524d\u56e2\u961f\u4eba\u5458\u5360\u6bd4\u6700\u591a\u7684\u662f\u4ec0\u4e48\u6837\u7684\u4eba\u624d\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u4e94\u4e94\u5f00\u3002\u4e00\u534a\u662f\u5e74\u8f7b\u7684\u79d1\u7814\u9752\u5e74\uff0c\u4e00\u534a\u662f\u5927\u5382\u5de5\u7a0b\u4eba\u624d\u3002\u6211\u4eec\u975e\u5e38\u91cd\u89c6\u524d\u6cbf\u6280\u672f\u7814\u53d1\uff0c\u8fd9\u4e00\u5b9a\u662f\u6478\u9ad8\u3001\u662f\u672a\u6765\u3002\u540c\u65f6\u975e\u5e38\u91cd\u89c6Infra(\u57fa\u7840\u8bbe\u65bd)\u3002<\/p>\n

\u76ee\u524d\u5728\u6211\u4eec\u770b\u6765\uff0c\u6bcf\u4e00\u9879\u4efb\u52a1\u90fd\u91cd\u8981\u3002\u7b97\u6cd5\u5efa\u7acb\u5728\u597d\u7684\u57fa\u5efa<\/a>\u548c\u6570\u636e\u4e0a\u3002Infra\u7684\u67b6\u6784\u8bbe\u8ba1\u3001\u8bad\u7ec3\u7ec4\u7ec7\u3001\u5e95\u5c42\u521b\u65b0\uff0c\u5728AI\u65f6\u4ee3\u8d8a\u6765\u8d8a\u91cd\u8981\u3002OpenAI\u6700\u8fd1\u4e5f\u5728\u8bf4Harness Engineering\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u770b\u8d77\u6765\u4f60\u4eec\u7684\u5165\u573a\u65f6\u95f4\u4f1a\u6709\u70b9\u665a\uff1f\u5e02\u573a\u80fd\u7ed9\u4f60\u4eec\u591a\u5c11\u65f6\u95f4\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>OpenAI\u4e00\u5f00\u59cb\u4e5f\u4e0d\u662fTransformer\u7684\u53d1\u660e\u8005\uff0c\u4f46\u786e\u662f\u628a\u8fd9\u4e2a\u67b6\u6784\u53d1\u626c\u5149\u5927\u7684\u673a\u6784\u3002\u6211\u4eec\u4e0d\u4f1a\u6162\u3002<\/p>\n

\u5927\u5bb6\u73b0\u5728\u90fd\u8bf4\u81ea\u5df1\u8fbe\u5230\u201cGPT-3\u65f6\u523b\u201d\uff0c\u6211\u89c9\u5f97\u6240\u8c13\u201cGPT-3\u65f6\u523b\u201d\u4e0d\u662f\u5728\u699c\u5355\u4e0a\u5237\u9ad8\u5206\uff0c\u800c\u662f\u4f60\u771f\u6b63\u53d1\u73b0\u901a\u8fc7\u6269\u5927\u7b97\u529b\u3001\u6570\u636e\u3001\u89c4\u6a21\uff0c\u80fd\u83b7\u5f97\u660e\u786e\u7684\u8868\u73b0\u63d0\u5347\u2014\u2014\u6211\u4eec\u5185\u90e8\u662f\u80fd\u89c2\u5bdf\u5230\u8fd9\u79cd\u8ff9\u8c61\u7684\u3002<\/p>\n

\u6211\u4eec\u662f\u4e00\u5bb6AI native(\u4eba\u5de5\u667a\u80fd\u539f\u751f)\u7684\u516c\u53f8\uff0c\u6ca1\u6709\u8def\u5f84\u4f9d\u8d56\u3002\u6211\u59cb\u7ec8\u8ba4\u4e3a,\u5728\u73b0\u5728\u7684\u65f6\u4ee3\u80cc\u666f\u4e0b,\u53ea\u8981\u5b9e\u73b0\u771f\u6b63\u7684\u6280\u672f\u7a81\u7834\uff0c\u5546\u4e1a\u5316\u53ea\u662f\u8fc7\u7a0b\u4e2d\u201c\u4f4e\u5782\u7684\u679c\u5b9e\u201d\uff0c\u53ef\u4ee5\u5728\u8fed\u4ee3\u4e2d\u201c\u6cbf\u9014\u4e0b\u86cb\u201d\u3002\u6211\u4eec\u73b0\u5728\u8fd8\u662f\u60f3\u6838\u5fc3\u505a\u597d\u901a\u7528\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\u8fd9\u4e00\u4ef6\u4e8b\u3002<\/p>\n

\u5c31\u50cf\u6211\u4eec\u7684\u4e2d\u6587\u540d\u9006\u77e9\u9635\uff0c\u82f1\u6587\u540dPhysis\uff0cphysis\u662fphysics\u7684\u5e0c\u814a\u8bcd\u6839\uff0c\u5176\u9996\u5b57\u6bcd\u03c6\u4ee3\u8868\u9ec4\u91d1<\/a>\u6bd4\u4f8b\u3002\u6211\u4eec\u8ba4\u4e3a\u4e16\u754c\u5b58\u5728\u4e00\u4e2a\u201c\u9006\u77e9\u9635\u201d\u7684\u9ec4\u91d1\u5206\u5272\u3002\u6211\u4eec\u8ba1\u5212\u4eca\u5e74\u5e74\u5e95\u53d1\u5e03\u4e00\u4e2a\u65d7\u8230\u6a21\u578b\uff0c\u4e2d\u9014\u4f1a\u6709\u4e00\u4e9b\u5f00\u6e90\u5207\u7247\uff0c\u7ed9\u793e\u533a\u5e26\u6765\u4e0d\u4e00\u6837\u7684\u89c6\u89d2\u3002<\/p>\n

\"\u5bf9\u8bdd\u9006\u77e9\u9635\u9648\u535a\u8fdc\uff1a22\u5c81\u5317\u5927\u9752\u5e74\u5b66\u8005\uff0c\u52c7\u95ef\u4e16\u754c\u6a21\u578b\u539f\u59cb\u521b\u65b0\uff5c\u6d6a\u6f6e\u5bf9\u8bdd\"<\/p>\n

\u201c\u6761\u6761\u5927\u8def\u901a\u7f57\u9a6c\uff0c\u4f46\u6709\u4e9b\u8def\u6709\u5929\u82b1\u677f\u201d<\/strong><\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u73b0\u9636\u6bb5\u6709\u54ea\u4e9b\u53ef\u4ee5\u5206\u4eab\u7684\u6210\u679c\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u4eec\u662f\u5e0c\u671b\u56de\u5f52\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u901a\u8fc7\u4e00\u4e2a\u901a\u7528\u7684\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\uff0cOne for All \u89e3\u51b3\u4e0d\u540c\u7684\u4e0b\u6e38\u771f\u5b9e\u7269\u7406\u573a\u666f\u9700\u6c42\uff0c\u8fd9\u9700\u8981\u67b6\u6784\u3001\u6570\u636e\u3001\u7b97\u6cd5\u7684\u591a\u91cd\u521b\u65b0\u3002\u67b6\u6784\u4e0a\uff0c\u538b\u7f29\u8fc7\u7a0b\u9700\u8981\u8f6c\u53d8\u3002\u7845\u8c37\u5e94\u7528DINO\u67b6\u6784\u6bd4\u8f83\u591a\u3002\u6211\u4eec\u5728\u63a2\u7d22\u5982\u4f55\u538b\u7f29\u6570\u636e\u2014\u2014\u6570\u636e\u5efa\u6a21\u8fc7\u7a0b\u4e2d\uff0c\u8981\u5148\u5d4c\u5165\u5230\u4e00\u4e2a\u5411\u91cf\u7a7a\u95f4\u3002\u4e0d\u540c\u7f16\u7801\u65b9\u5f0f\u4f1a\u635f\u5931\u4e0d\u540c\u4fe1\u606f\uff0c\u6bd4\u5982\u4f20\u7edfVAE\u662f\u4ece\u91cd\u5efa\u7684\u89d2\u5ea6\u6765\u538b\u7f29\uff0c\u4f1a\u4e22\u5931\u5f88\u591a\u4fe1\u606f\uff0c\u5176\u5b9e\u662f\u4e0d\u592a\u7b26\u5408\u4fe1\u606f\u8bba\u4e0a\u6700\u4f18\u7f16\u7801\u7684\u539f\u7406\u7684\u3002<\/p>\n

\u6570\u636e\u4e5f\u662f\u5173\u952e\u3002\u6bcf\u5bb6\u516c\u53f8\u90fd\u8bf4\u81ea\u5df1\u7684\u6570\u636e\u91d1\u5b57\u5854\uff0c\u5173\u952e\u662f\u6709\u6ca1\u6709\u7cfb\u7edf\u53ef\u6269\u5c55\u7684\u6570\u636epipeline\uff08\u6d41\u6c34\u7ebf\uff09\uff0c\u4ee5\u53ca\u72ec\u7279\u7684\u7ecf\u9a8c\u548c\u6d1e\u5bdf\u3002<\/p>\n

\u6211\u4eec\u5185\u90e8\u53d1\u73b0\uff0c\u5177\u8eab\u667a\u80fd\u73b0\u5728\u5f00\u59cb\u505aego-centric(\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2\u6570\u636e)\u3002\u4ee5\u524d\u5927\u5bb6\u5173\u6ce8\u7b2c\u4e09\u4eba\u79f0\u5168\u666f\u5efa\u6a21\uff0c\u4f46\u5bf9\u4e16\u754c\u6a21\u578b\u6765\u8bf4\uff0c\u7b2c\u4e00\u4eba\u79f0\u66f4\u91cd\u8981\u2014\u2014\u5b83\u5929\u7136\u4ee3\u8868\u4e86\u4e3b\u4f53\u548c\u4e16\u754c\u5982\u4f55\u4ea4\u4e92\u3001\u4ea7\u751f\u4ec0\u4e48\u540e\u679c\uff0c\u5e26\u7740state\uff08\u72b6\u6001\uff09\u3001action\uff08\u52a8\u4f5c\uff09\u548cnext state\uff08\u4e0b\u4e00\u72b6\u6001\uff09\u7684\u8f6c\u79fb\u3002<\/p>\n

\u6e38\u620f\u5f15\u64ce\u3001\u865a\u5e7b\u5f15\u64ce\u91cc\u7684\u6570\u636e\u4e5f\u975e\u5e38\u91cd\u8981\u3002\u4eba\u7c7b\u5b66\u7269\u7406\u4e5f\u4e0d\u662f\u76f4\u63a5\u5b66\u5fae\u79ef\u5206\uff0c\u662f\u4ece1+1=2\u5f00\u59cb\uff0c\u5230\u5e73\u9762\u76f4\u89d2\u5750\u6807\u7cfb\uff0c\u518d\u5230\u5fae\u79ef\u5206\u3002\u6211\u4eec\u53d1\u73b0\u5b66\u7269\u7406\u4e5f\u6709\u201c\u8bfe\u7a0b\u5b66\u4e60\u201d\u7684\u6982\u5ff5\u2014\u2014\u6b63\u786e\u7387\u57280.3\u52300.8\u533a\u95f4\u7684\u9898\u76ee\uff0c\u4ece\u6613\u5230\u96be\uff0c\u6548\u679c\u6700\u597d\u3002\u7269\u7406\u5f15\u64ce\u4ee3\u8868\u4eba\u7c7b\u719f\u6089\u7684\u7b80\u5355\u89c4\u5219\uff0c\u662f\u5b66\u4e60\u66f4\u590d\u6742\u771f\u5b9e\u7269\u7406\u4e16\u754c\u7684\u57fa\u77f3\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f60\u4eec\u662f\u5171\u521b\u6c1b\u56f4\uff0c\u8fd8\u662f\u6709\u6838\u5fc3\u4f5c\u8005\u628a\u63e1\u6574\u4f53\u65b9\u5411\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u66f4\u504f\u5411\u5171\u521b\u3002\u6211\u4eec\u5185\u90e8\u6ca1\u6709\u90e8\u95e8\u5899\uff0c\u4e5f\u6ca1\u6709KPI\uff0c\u751a\u81f3\u6ca1\u6709\u5206\u5de5\u3002\u4f46\u4e0d\u662f\u8bf4\u5927\u5bb6\u5e72\u4e00\u6837\u7684\u4e8b\uff0c\u800c\u662f\u4e3b\u89c2\u4e0a\u6bcf\u4e2a\u4eba\u90fd\u6709\u4e3b\u4eba\u516c\u610f\u8bc6\uff0c\u4ece\u201c\u5b8c\u6210\u4e00\u4ef6\u4e8b\u201d\u5230\u201c\u505a\u597d\u8fd9\u4ef6\u4e8b\u201d\uff0c\u800c\u4e14\u7ad9\u5728\u4e0a\u4e00\u5c42\u601d\u8003\u3002<\/p>\n

\u6bd4\u5982\u6570\u636e\u56e2\u961f\u7684\u4eba\u4f1a\u60f3\uff1a\u5982\u679c\u6211\u8981\u505a\u6700\u597d\u7684\u4e16\u754c\u6a21\u578b\uff0c\u8be5\u600e\u4e48\u534f\u8c03\u6570\u636e\u3001\u8bc4\u4f30\u3001\u7b97\u6cd5\uff1f\u7136\u540e\u518d\u601d\u8003\u81ea\u5df1\u8fd9\u90e8\u5206\u600e\u4e48\u63a2\u7d22\u3002<\/p>\n

\u6211\u4eec\u8fd9\u91cc\u4e0d\u8bba\u8d44\u6392\u8f88\u3002\u771f\u6b63\u6709\u6280\u672f\u521b\u65b0\u7684\u662f\u4e24\u4e09\u4e2a\u4eba\u505a\u51fa\u6838\u5fc3\u7a81\u7834\uff0c\u7136\u540e\u503e\u6ce8\u8d44\u6e90scale up(\u89c4\u6a21\u6269\u5c55)\u3002\u8fc7\u5f80\u5f88\u591a\u63a2\u7d22\u5c31\u662f\u4e24\u4e09\u4e2a\u4eba\u2014\u2014\u53ef\u80fd\u4e00\u4e2a\u72b6\u5143\u52a0\u4e00\u4e2a\u91d1\u724c\u2014\u2014\u505a\u51fa\u6765\u7684\u3002\u8fd9\u6709\u70b9\u50cfDeepMind\u7684\u521b\u59cb\u4ebaDemis Hassabis\u66fe\u7ecf\u8bf4\u8981\u505a\u8bfa\u8d1d\u5c14\u5956\u6700\u591a\u7684\u516c\u53f8\uff0c\u5185\u90e8\u5c31\u662f\u4e24\u4e09\u4e2a\u4eba\u4e00\u4e2a\u65b9\u5411\uff0c\u8c01\u505a\u51fa\u6765\u5c31\u503e\u6ce8\u8d44\u6e90\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f60\u4eec\u8fd9\u4e2a\u98ce\u683c\u662f\u884c\u4e1a\u666e\u904d\u5171\u8bc6\u5417\uff1fDeepSeek\u4e5f\u662f\u8fd9\u4e2a\u8def\u7ebf\uff0cKimi\u4e5f\u5728\u5f80\u8fd9\u4e2a\u65b9\u5411\u8d70\u3002<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u6211\u4eec\u8ddfDeepSeek\u3001Kimi\u7684\u540c\u4e8b\u90fd\u804a\u8fc7\u3002\u6211\u4e2a\u4eba\u6b23\u8d4f\u8fd9\u79cd\u7eaf\u5b9e\u9a8c\u5ba4\u7684\u5f62\u5f0f\uff0c\u56e0\u4e3a\u8fd9\u79cd\u7814\u7a76\u5f62\u5f0f\u6700\u5bb9\u6613\u505a\u51fa\u521b\u65b0\u3002\u6211\u4eec\u7784\u51c6\u957f\u671f\u4e3b\u4e49\uff0c\u7ec4\u7ec7\u5f62\u5f0f\u662f\u4e3a\u521b\u65b0\u800c\u751f\u7684\uff0c\u4e0d\u662f\u4e3a\u9ad8\u6548\u7ba1\u7406\u3002\u7f57\u9a6c\u519b\u961f\u7684\u7ec4\u7ec7\u67b6\u6784\u601d\u7ef4\u80fd\u9ad8\u6548\u7ba1\u7406\uff0c\u4f46\u672a\u5fc5\u80fd\u6fc0\u53d1\u521b\u65b0\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u521b\u4e1a\u4ee5\u6765\uff0c\u6700\u5927\u7684\u56f0\u96be\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u5728\u7814\u53d1\u65b9\u9762\uff0c\u6280\u672f\u7684\u78b0\u58c1\u5bf9\u6211\u4eec\u6765\u8bf4\u5f88\u6b63\u5e38\uff0c\u4eca\u5929\u6709\u6311\u6218\uff0c\u660e\u5929\u53ef\u80fd\u5c31\u89e3\u51b3\u4e86\u3002\u78b0\u58c1\u548c\u521b\u65b0\u5728\u65e0\u4eba\u533a\u63a2\u7d22\u91cc\u662f\u5fc5\u7136\u7684\u3002<\/p>\n

\u6253\u4e2a\u6bd4\u55bb\uff0c\u6211\u81ea\u5df1\u5f88\u559c\u6b22\u9a91\u8f66\uff0c\u6211\u4eec\u5927\u5bb6\u4f1a\u4e00\u8d77\u9a91\u9999\u5c71\u3001\u897f\u5c71\u3002\u6280\u672f\u6500\u767b\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u91cc\u6709\u4eba\u51fa\u6765\u201c\u7834\u98ce\u201d\u2014\u2014\u9a91\u884c\u961f\u4f0d\u91cc\u7834\u98ce\u8005\u7ed9\u540e\u9762\u7684\u4eba\u5f15\u5bfc\u3002\u6bcf\u4e2a\u65f6\u671f\u6709\u4e0d\u540c\u7684\u7834\u98ce\u8005\uff0c\u8fd9\u6837\u6574\u4e2a\u8f66\u961f\u624d\u80fd\u66f4\u5feb\u5230\u8fbe\u5c71\u9876\u3002<\/p>\n

\u5bf9\u6211\u6765\u8bf4\uff0c\u66f4\u5927\u7684\u6311\u6218\u662f\u7ec4\u7ec7\u5f62\u5f0f\u3002\u6211\u4eec\u51dd\u805a\u4e86\u4e00\u5e2e\u6700\u806a\u660e\u7684\u5927\u8111\uff0c\u6bcf\u4e2a\u4eba\u6709\u81ea\u5df1\u7684\u6280\u672f\u504f\u597d\u548c\u76f4\u89c9\uff0c\u600e\u4e48\u628a\u5927\u5bb6\u7ec4\u7ec7\u8d77\u6765\u3001\u8ba9\u521b\u65b0\u6c1b\u56f4\u51dd\u805a\uff1f\u968f\u7740\u56e2\u961f\u89c4\u6a21\u6269\u5927\uff0c\u8fd9\u9700\u8981\u601d\u8003\u3002<\/p>\n

\u6211\u4eec\u7ed9\u6bcf\u4e2a\u4eba\u914d\u4e86Coding Agent\uff08\u4ee3\u7801\u667a\u80fd\u4f53\uff09\uff0c\u6bcf\u4e2a\u65b0\u4eba\u5165\u804c\u7b2c\u4e00\u4ef6\u4e8b\u60c5\u662f\u6211\u4eec\u624b\u628a\u624b\u5730\u6559\u4f1a\u4ed6\u6211\u4eec\u7528\u6765\u63d0\u6548\u7684AI\u5de5\u5177\uff0c\u6838\u5fc3\u6d1e\u5bdf\u548c\u521b\u65b0\u9700\u8981\u4eba\u60f3\uff0c\u4f46\u57fa\u7840\u5de5\u7a0b\u5b9e\u73b0\uff0cAI \u667a\u80fd\u4f53\u80fd\u5e2e\u5927\u5fd9\u3002\u73b0\u5728\u6bcf\u4e2a\u5b9e\u4e60\u751f\u6bcf\u6708\u67092000\u7f8e\u5143\u7684Coding\u989d\u5ea6\uff0c\u6b63\u5f0f\u5458\u5de5\u66f4\u81ea\u7531\u3002\u6211\u4eec\u8861\u91cf\u8fc7\uff0c\u4e00\u4e2a\u4eba\u64cd\u7eb54\u4e2aagent\uff0c\u80fd\u9876\u539f\u676510\u4e2a\u5de5\u7a0b\u5e08\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n

\u867d\u7136AI\u80fd\u5e2e\u52a9\u5b8c\u621080%\u7684\u5de5\u4f5c\uff0c\u4f46\u5269\u4e0b20%\u7684\u4eba\u529b\u975e\u5e38\u5173\u952e\u2014\u2014\u5bf9\u4ee3\u7801\u98ce\u683c\u3001\u5de5\u7a0b\u7ec4\u7ec7\u3001Infra(\u57fa\u7840\u8bbe\u65bd)\u8bbe\u8ba1\u3001Harness \u7b49(\u8bad\u7ec3\u67b6\u6784\u5de5\u7a0b)\uff0c\u9700\u8981\u4eba\u7c7b\u4ecb\u5165\u8fdb\u884c\u8bc4\u5224\u548c\u628a\u5173\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u5927\u5382\u4e5f\u5728\u5f80\u8fd9\u4e2a\u65b9\u5411\u8d70\uff0c\u6bd4\u5982\u817e\u8baf\u4e5f\u60f3\u6253\u7834\u90e8\u95e8\u5899\u6765\u6d8c\u73b0\u521b\u65b0\u3002<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u8fdc\u6d0b\u8d27\u8f6e\u4f53\u91cf\u5927\uff0c\u5f88\u96be\u8f7b\u6613\u8f6c\u5411\u3002\u521d\u521b\u516c\u53f8\u50cf\u5feb\u8247\uff0c\u6bcf\u4e2a\u4eba\u90fd\u662f\u638c\u8235\u4eba\uff0c\u80fd\u66f4\u5feb\u8dd1\u51fa\u6765\u3002\u6280\u672f\u8def\u7ebf\u4e0d\u53ef\u80fd\u4e00\u6761\u8def\u8d70\u5230\u9ed1\uff0c\u9700\u8981\u5728\u8ff7\u96fe\u4e2d\u524d\u884c\uff0c\u6709\u66f2\u6298\u3001\u6709\u6298\u8fd4\u3002\u5927\u5382\u64c5\u957f\u628a\u521b\u65b0\u4ece1\u505a\u523010\u3001\u4ece10\u505a\u5230100\uff0c\u4f46\u4ece0\u52301\u7684\u63a2\u7d22\uff0c\u53ef\u80fd\u66f4\u9700\u8981\u521d\u521b\u5f62\u5f0f\u548c\u81ea\u7531\u6c1b\u56f4\u3002<\/p>\n

\u51e4\u51f0\u7f51\u79d1\u6280\uff1a\u4f60\u89c9\u5f97\u674e\u98de\u98de\u3001LeCun\u8ddf\u4f60\u4eec\u662f\u8def\u7ebf\u5206\u6b67\u8fd8\u662f\u6b63\u786e\u6027\u5206\u6b67\uff1f<\/strong><\/p>\n

\u9648\u535a\u8fdc\uff1a<\/strong>\u5927\u5bb6\u5bf9\u6700\u7ec8\u76ee\u6807\u7684\u7406\u89e3\u4e5f\u4e0d\u540c\u3002\u674e\u98de\u98de\u4ece\u8ba1\u7b97\u673a\u89c6\u89c9\u89d2\u5ea6\u601d\u8003\u4e16\u754c\u6a21\u578b\uff0c\u4ece0\u5efa\u6784\u4e00\u4e2a\u903c\u771f\u4e16\u754c\u3002LeCun\u60f3\u5728\u9690\u7a7a\u95f4\u5c42\u9762\u505a\u5230\u6700\u597d\u3002<\/p>\n

\u4f46JEPA\u7cfb\u5217\u4e00\u76f4\u9047\u5230\u8868\u5f81\u574d\u7f29\u2014\u2014loss\uff08\u635f\u5931\u503c\uff09\u964d\u5230\u6700\u4f4e\u4e0d\u4ee3\u8868\u5b66\u5230\u6700\u597d\u3002\u6bd4\u5982\u6240\u6709\u7269\u4f53\u90fd\u53ef\u4ee5\u7528\u201c\u684c\u5b50\u6709\u5438\u529b\u201d\u89e3\u91ca\uff0closs\u80fd\u964d\u5230\u6700\u4f4e\uff0c\u4f46\u6362\u4e2a\u60c5\u51b5\u5c31\u4e0d\u6210\u7acb\u4e86\u3002<\/p>\n

\u5f3a\u5316\u5b66\u4e60\u91cc\u6709\u4e2a\u7ecf\u5178\u6848\u4f8b\uff1a\u673a\u68b0\u624b\u62ff\u6c34\u676f\uff0c\u7528RGB\u76f8\u673a\u89c2\u5bdf\u3002\u8bad\u7ec3\u7ed3\u679closs\u5f88\u4f4e\u3001\u5956\u52b1\u5f88\u9ad8\uff0c\u4f46\u7b56\u7565<\/a>\u662f\u4ec0\u4e48\uff1f\u673a\u68b0\u624b\u4e0d\u65ad\u5728\u76f8\u673a\u524d\u79fb\u52a8\uff0c\u628a\u76f8\u673a\u906e\u6321\u4f4f\u2014\u2014\u7b26\u5408\u5956\u52b1\u4fe1\u53f7\uff0c\u4f46\u6ca1\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

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\u9648\u535a\u8fdc\uff1a<\/strong>\u4e0d\u662f\u8bf4\u670d\uff0c\u5e94\u8be5\u662f\u4e92\u76f8\u5438\u5f15\u3002\u6211\u4e0d\u4f1a\u8bf4\u201c\u62c9\u4f60\u8fdb\u516c\u53f8\u201d\uff0c\u800c\u662f\u50cf\u670b\u53cb\u4e00\u6837\u804a\u9876\u5c42\u613f\u666f\u2014\u2014\u4f60\u60f3\u5728\u4ec0\u4e48\u6837\u7684\u6c1b\u56f4\u91cc\u505a\u6210\u4ec0\u4e48\u6837\u7684\u4e8b\uff1f<\/p>\n

\u8d8a\u6765\u8d8a\u591a\u4eba\u8ddf\u6211\u8bf4\u4e0d\u592a\u60f3\u53bb\u5927\u5382\u4e86\u3002\u53bb\u5927\u5382\u662f\u786e\u5b9a\u6027\u8f93\u5165\u8f93\u51fa\uff0c\u670d\u52a1\u4e8e\u4ea7\u54c1\u7ebf\u4e5f\u8bb8\u5f88\u597d\uff0c\u4f46\u4ed6\u4eec\u50cf\u9ed1\u9a6c\uff0c\u4e0d\u60f3\u88ab\u9650\u5236\u5728\u56fa\u5b9a\u8d5b\u9053\u548c\u56f4\u680f\u91cc\u3002\u6211\u4eec\u5185\u90e8\u5d07\u5c1a\u81ea\u7531\u521b\u65b0\u63a2\u7d22\u7684\u6c1b\u56f4\u3002\u4e00\u5e2e\u6700\u5d07\u5c1a\u81ea\u7531\u7684\u4eba\u805a\u5728\u4e00\u8d77\uff0c\u624d\u80fd\u505a\u51fa\u66f4\u597d\u7684\u4e8b\u3002<\/p>\n

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\u9648\u535a\u8fdc\uff1a<\/strong>\u94b1\u662f\u4e00\u65b9\u9762\u3002\u6211\u4eec\u4f5c\u4e3a\u521d\u521b\u516c\u53f8\u4e5f\u63d0\u4f9b\u5f88\u597d\u7684\u85aa\u916c\u5f85\u9047\uff0c\u53ef\u80fd\u6ca1\u5927\u5382\u591a\u3002\u4f46\u771f\u6b63\u52a0\u5165\u6211\u4eec\u7684\u4eba\uff0c\u90fd\u4e0d\u592a\u5728\u610f\u8fd9\u4e2a\u3002\u6838\u5fc3\u9a71\u52a8\u529b\u662f\u6280\u672f\u8ffd\u6c42\uff0c\u66f4\u7eaf\u7cb9\u3002<\/p>\n<\/p>\n

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