![](\"https:\/\/image.woshipm.com\/2024\/09\/09\/de170e32-6e47-11ef-ab80-00163e142b65.png\")
<\/p>\n<\/p>\n
\u8fd9\u662f\u524d\u7279\u65af\u62c9 AI \u603b\u76d1& OpenAI \u521b\u59cb\u6210\u5458 Andrej Karpathy \u8fd1\u65e5\u4e0e\u7845\u8c37\u77e5\u540d\u6295\u8d44\u4eba Sara Guo \u548c Elad Gil \u7684\u6700\u65b0\u5bf9\u8bdd\u3002<\/p>\n
Karpathy \u5f3a\u8c03\uff0cTransformer \u4e0d\u4ec5\u662f\u53e6\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u662f\u4e00\u4e2a\u6781\u5177\u901a\u7528\u6027\u7684\u201c\u5dee\u5206\u8ba1\u7b97\u673a\u201d\u3002\u5b83\u901a\u8fc7\u524d\u5411\u548c\u540e\u5411\u4f20\u64ad\u8fdb\u884c\u81ea\u6211\u8c03\u6574\uff0c\u80fd\u591f\u9ad8\u6548\u5904\u7406\u590d\u6742\u4efb\u52a1\u3002Transformer \u7684\u6269\u5c55\u6027\u662f AI \u9886\u57df\u7684\u91cd\u5927\u7a81\u7834\uff0c\u4f7f\u5f97\u5927\u89c4\u6a21\u6a21\u578b\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n
\u867d\u7136\u5f53\u524d\u7684\u5927\u6a21\u578b\u975e\u5e38\u5f3a\u5927\uff0c\u4f46 Karpathy \u8ba4\u4e3a\u672a\u6765\u7684\u5c0f\u6a21\u578b\u4e5f\u4f1a\u6709\u5de8\u5927\u7684\u6f5c\u529b\u3002\u901a\u8fc7\u84b8\u998f\u6280\u672f\uff0c\u80fd\u591f\u5c06\u5927\u6a21\u578b\u7684\u80fd\u529b\u538b\u7f29\u5230\u66f4\u5c0f\u7684\u6a21\u578b\u4e2d\uff0c\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u8ba4\u77e5\u5904\u7406\uff0c\u751a\u81f3 1\uff5e10 \u4ebf\u53c2\u6570\u7684\u5c0f\u6a21\u578b\u5c31\u80fd\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n
\u968f\u7740\u4e92\u8054\u7f51\u6570\u636e\u63a5\u8fd1\u67af\u7aed\uff0c\u672a\u6765 AI \u53d1\u5c55\u5c06\u4f9d\u8d56\u4e8e\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u3002Karpathy \u63d0\u5230\uff0c\u5728\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\uff0c\u4fdd\u6301\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u548c\u4e30\u5bcc\u6027\u81f3\u5173\u91cd\u8981\uff0c\u5408\u6210\u6570\u636e\u5728\u751f\u6210\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\u65f6\u5c06\u626e\u6f14\u5173\u952e\u89d2\u8272\u3002<\/p>\n
\u6b64\u5916\uff0c\u4ed6\u8ba4\u4e3a\u5927\u6a21\u578b\u4e0d\u4ec5\u9002\u7528\u4e8e\u5355\u4e00\u4efb\u52a1\uff0c\u800c\u662f\u80fd\u591f\u5e76\u884c\u5904\u7406\u591a\u4e2a\u4efb\u52a1\u3002\u8fd9\u79cd\u201c\u96c6\u7fa4\u5316\u201d\u6216\u201c\u5206\u5c42\u5316\u201d\u6a21\u578b\u7ed3\u6784\u7c7b\u4f3c\u4e8e\u4e00\u4e2a\u751f\u6001\u7cfb\u7edf\u6216\u516c\u53f8\uff0c\u4e0d\u540c\u7684\u6a21\u578b\u8d1f\u8d23\u4e0d\u540c\u7684\u9886\u57df\uff0c\u76f8\u4e92\u534f\u4f5c\u4ee5\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n
\u6a21\u578b\u672a\u6765\u5c06\u805a\u7126\u4e8e\u201c\u8ba4\u77e5\u6838\u5fc3\u201d\uff0c\u5373\u5904\u7406\u91cd\u8981\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u800c\u975e\u8bb0\u5fc6\u6d77\u91cf\u4e0d\u76f8\u5173\u7684\u6570\u636e\u3002\u901a\u8fc7\u4e13\u6ce8\u4e8e\u89e3\u51b3\u95ee\u9898\u548c\u51b3\u7b56\u7684\u6838\u5fc3\u90e8\u5206\uff0c\u672a\u6765\u7684AI\u6a21\u578b\u4f1a\u66f4\u52a0\u9ad8\u6548\u548c\u4e13\u6ce8\u3002<\/p>\n
\u4ee5\u4e0b\u4e3a\u8fd9\u6b21\u5bf9\u8bdd\u7684\u5168\u90e8\u5185\u5bb9\uff0cenjoy\uff5e<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u66fe\u8d1f\u8d23 Tesla \u7684\u81ea\u52a8\u9a7e\u9a76\uff0c\u73b0\u5728\u6211\u4eec\u5b9e\u9645\u4e0a\u5df2\u7ecf\u6709\u4e86\u5b8c\u5168\u81ea\u52a8\u9a7e\u9a76\u7684\u4e58\u7528\u8f66\u5728\u8def\u4e0a\u884c\u9a76\u3002\u4f60\u5982\u4f55\u89e3\u8bfb\u6211\u4eec\u5728\u80fd\u529b\u53d1\u5c55\u4e0a\u7684\u73b0\u72b6\uff1f\u6211\u4eec\u591a\u5feb\u80fd\u770b\u5230\u80fd\u529b\u7684\u63d0\u5347\u6216\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u7684\u666e\u53ca\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u6211\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5927\u6982\u5de5\u4f5c\u4e86\u4e94\u5e74\u3002\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u9886\u57df\u3002\u73b0\u5728\u8fd9\u4e2a\u9886\u57df\u7684\u53d1\u5c55\u60c5\u51b5\u662f\uff0c\u6211\u5e38\u5e38\u4f1a\u628a\u81ea\u52a8\u9a7e\u9a76\u548c\u5176\u4ed6\u9886\u57df\u8fdb\u884c\u7c7b\u6bd4\uff0c\u4e5f\u8bb8\u662f\u56e0\u4e3a\u6211\u6bd4\u8f83\u719f\u6089\u5b83\u3002<\/p>\n
\u4f46\u6211\u89c9\u5f97\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\uff0c\u6211\u4eec\u5df2\u7ecf\u8fbe\u5230\u4e86\u4e00\u5b9a\u7684\u74f6\u9888\u3002\u73b0\u5728\u6709\u4e00\u4e9b\u7cfb\u7edf\uff0c\u4f60\u4f5c\u4e3a\u4ed8\u8d39\u5ba2\u6237\u53ef\u4ee5\u5728\u67d0\u4e9b\u5730\u65b9\u4f7f\u7528\uff0c\u6bd4\u5982\u5728\u65e7\u91d1\u5c71 Waymo \u975e\u5e38\u5e38\u89c1\u3002\u4f60\u53ef\u80fd\u5df2\u7ecf\u4e58\u5750\u8fc7 Waymo \u4e86\u3002<\/p>\n
\u6211\u4e58\u5750\u4e86\u5f88\u591a\u6b21\uff0c\u5b83\u771f\u7684\u5f88\u68d2\u3002\u6211\u53ef\u4ee5\u5f00\u5230\u5f88\u591a\u5730\u65b9\uff0c\u800c\u4e14\u4f60\u4e3a\u5b83\u4ed8\u8d39\uff0c\u5b83\u662f\u4e00\u4e2a\u5546\u54c1\u3002\u8ba9\u6211\u89c9\u5f97\u6709\u8da3\u7684\u662f\uff0c\u6211\u7b2c\u4e00\u6b21\u4f53\u9a8c Waymo \u662f\u5728\u5927\u7ea6\u5341\u5e74\u524d\uff0c\u4e5f\u5c31\u662f 2014\u5e74\u3002<\/p>\n
\u5f53\u65f6\u6211\u7684\u4e00\u4e2a\u670b\u53cb\u5728\u90a3\u5de5\u4f5c\uff0c\u4ed6\u5e26\u6211\u4f53\u9a8c\u4e86\u4e00\u4e0b\u3002\u5f53\u65f6\u8f66\u5e26\u6211\u7ed5\u7740\u8857\u533a\u884c\u9a76\uff0c\u8868\u73b0\u5f97\u975e\u5e38\u5b8c\u7f8e\u3002\u4f46\u4ece\u90a3\u6b21\u6f14\u793a\u5230\u5982\u4eca\u80fd\u4ed8\u8d39\u4f7f\u7528\u7684\u4ea7\u54c1\uff0c\u82b1\u4e86\u6574\u6574\u5341\u5e74\u65f6\u95f4\uff0c\u624d\u8fbe\u5230\u5982\u4eca\u7684\u57ce\u5e02\u89c4\u6a21\uff0c\u5e76\u4e14\u8fd8\u5728\u6269\u5c55\u4e2d\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u8ba4\u4e3a\u8fd9\u5341\u5e74\u4e2d\u7684\u8fdb\u5c55\u4e3b\u8981\u662f\u7531\u6280\u672f\u63a8\u52a8\u7684\u5417\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6280\u672f\u5e76\u4e0d\u662f\u5728\u4e00\u6b21 30 \u5206\u949f\u7684\u6f14\u793a\u4e2d\u5c31\u80fd\u5c55\u73b0\u51fa\u6765\u7684\u3002\u4f60\u6ca1\u6709\u9047\u5230\u4ed6\u4eec\u5728\u8fc7\u53bb\u5341\u5e74\u4e2d\u9700\u8981\u5904\u7406\u7684\u6240\u6709\u95ee\u9898\u3002\u6240\u4ee5\u6f14\u793a\u548c\u4ea7\u54c1\u4e4b\u95f4\u6709\u5f88\u5927\u7684\u5dee\u8ddd\u3002\u5176\u4e2d\u5f88\u591a\u662f\u7531\u4e8e\u76d1\u7ba1\u7b49\u56e0\u7d20\u3002\u4e0d\u8fc7\u6211\u786e\u5b9e\u89c9\u5f97\u6211\u4eec\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5df2\u7ecf\u8fbe\u5230\u4e86\u4e00\u4e2a\u74f6\u9888\uff0c\u81f3\u5c11\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u3002\u800c\u771f\u6b63\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u4e00\u6280\u672f\u8fd8\u6ca1\u6709\u5168\u7403\u5316\u3002<\/p>\n
\u4f60\u53ef\u4ee5\u8fdb\u884c\u4e00\u6b21\u6f14\u793a\uff0c\u4f46\u4e16\u754c\u8fd8\u6ca1\u6709\u771f\u6b63\u53d1\u751f\u6539\u53d8\uff0c\u8fd9\u5c06\u9700\u8981\u5f88\u957f\u65f6\u95f4\u3002\u4ece\u4e00\u6b21\u6f14\u793a\u5230\u5168\u7403\u5316\u4e4b\u95f4\u6709\u5f88\u5927\u7684\u9e3f\u6c9f\u3002<\/p>\n
\u8fd9\u4e0e AGI \u4e5f\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u6700\u7ec8\u6211\u4eec\u4e5f\u4f1a\u770b\u5230\u7c7b\u4f3c\u7684\u53d1\u5c55\u8f68\u8ff9\u3002\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\uff0c\u6709\u4e9b\u4eba\u8ba4\u4e3a Waymo \u9886\u5148\u4e8e Tesla \uff0c\u4f46\u6211\u4e2a\u4eba\u8ba4\u4e3a Tesla \u66f4\u5177\u4f18\u52bf\uff0c\u5c3d\u7ba1\u4ece\u8868\u9762\u4e0a\u770b\u5e76\u4e0d\u50cf\u8fd9\u6837\u3002<\/p>\n
\u6211\u5bf9 Tesla \u7684\u81ea\u52a8\u9a7e\u9a76\u9879\u76ee\u4ecd\u7136\u5145\u6ee1\u4fe1\u5fc3\u3002Tesla \u9762\u4e34\u7684\u662f\u8f6f\u4ef6\u95ee\u9898\uff0c\u800c Waymo \u9762\u4e34\u7684\u662f\u786c\u4ef6\u95ee\u9898\u3002\u6211\u89c9\u5f97\u8f6f\u4ef6\u95ee\u9898\u76f8\u5bf9\u66f4\u5bb9\u6613\u89e3\u51b3\u3002<\/p>\n
Tesla \u62e5\u6709\u5927\u91cf\u5df2\u90e8\u7f72\u5728\u5168\u7403\u7684\u6c7d\u8f66\uff0c\u5f53\u5b83\u4eec\u80fd\u591f\u771f\u6b63\u90e8\u7f72\u5e76\u6709\u6548\u5de5\u4f5c\u65f6\uff0c\u90a3\u5c06\u662f\u975e\u5e38\u4e86\u4e0d\u8d77\u7684\u3002\u6211\u6628\u5929\u521a\u521a\u6d4b\u8bd5\u4e86\u6700\u65b0\u7684\u7248\u672c\uff0c\u786e\u5b9e\u6709\u4e86\u5f88\u5927\u7684\u6539\u8fdb\u3002\u6700\u8fd1\u6211\u4e00\u76f4\u5728\u4f7f\u7528\u5b83\uff0c\u6548\u679c\u771f\u7684\u4e0d\u9519\u3002<\/p>\n
\u6628\u5929\u5b83\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\uff0c\u6240\u4ee5\u6211\u5bf9\u56e2\u961f\u7684\u5de5\u4f5c\u5370\u8c61\u6df1\u523b\u3002\u6211\u4ecd\u7136\u8ba4\u4e3a Tesla \u4e3b\u8981\u9762\u4e34\u8f6f\u4ef6\u95ee\u9898\uff0c\u800c Waymo \u4e3b\u8981\u9762\u4e34\u786c\u4ef6\u95ee\u9898\u3002<\/p>\n
\u867d\u7136\u770b\u8d77\u6765 Waymo \u73b0\u5728\u4f3c\u4e4e\u9886\u5148\uff0c\u4f46\u6211\u76f8\u4fe1\u5728\u5341\u5e74\u540e\uff0c\u5f53\u6211\u4eec\u770b\u5b9e\u9645\u89c4\u6a21\u5316\u90e8\u7f72\u548c\u6536\u5165\u6765\u6e90\u65f6\uff0c Tesla \u4f1a\u66f4\u5177\u4f18\u52bf\u3002<\/p>\n
Elad Gil:<\/p>\n
\u4f60\u8ba4\u4e3a\u6211\u4eec\u79bb\u89e3\u51b3\u8f6f\u4ef6\u95ee\u9898\u8fd8\u6709\u591a\u8fdc\uff0c\u80fd\u8fbe\u5230\u4e0e\u4f60\u63d0\u5230\u7684\u7b49\u6548\u6c34\u5e73\uff1f\u663e\u7136\uff0c Waymo \u7684\u8f66\u88c5\u6709\u8bb8\u591a\u6602\u8d35\u7684\u6fc0\u5149\u96f7\u8fbe\u548c\u5176\u4ed6\u4f20\u611f\u5668\uff0c\u8fd9\u4e9b\u4f20\u611f\u5668\u5e2e\u52a9\u5176\u8f6f\u4ef6\u7cfb\u7edf\u8fd0\u4f5c\u3002<\/p>\n
\u800c Tesla \u7684\u505a\u6cd5\u662f\u53ea\u4f7f\u7528\u6444\u50cf\u5934\uff0c\u4ece\u800c\u6446\u8131\u4e86\u5927\u91cf\u7684\u6210\u672c\u548c\u590d\u6742\u6027\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u66f4\u591a\u79cd\u7c7b\u7684\u6c7d\u8f66\u3002\u4f60\u8ba4\u4e3a\u8fd9\u79cd\u8f6c\u53d8\u4f1a\u5728\u4ec0\u4e48\u65f6\u5019\u53d1\u751f\uff1f\u53ef\u80fd\u662f\u5728\u672a\u6765\u51e0\u5e74\u5185\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u5e0c\u671b\u4f1a\u662f\u8fd9\u6837\u7684\u3002\u4f46\u5b9e\u9645\u4e0a\u6709\u8da3\u7684\u662f\uff0c\u6211\u4e0d\u786e\u5b9a\u5927\u5bb6\u662f\u5426\u610f\u8bc6\u5230\uff0c Tesla \u5b9e\u9645\u4e0a\u4e5f\u4f7f\u7528\u4e86\u5f88\u591a\u6602\u8d35\u7684\u4f20\u611f\u5668\uff0c\u53ea\u4e0d\u8fc7\u662f\u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u3002<\/p>\n
\u8bb8\u591a\u8f66\u4f7f\u7528\u6fc0\u5149\u96f7\u8fbe\u7b49\u4f20\u611f\u5668\u6765\u8fdb\u884c\u4e0d\u5177\u6709\u89c4\u6a21\u5316\u7684\u64cd\u4f5c\uff0c\u5b83\u4eec\u6709\u989d\u5916\u7684\u4f20\u611f\u5668\u5e76\u8fdb\u884c\u5730\u56fe\u6784\u5efa\u7b49\u5de5\u4f5c\u3002<\/p>\n
\u4f46\u8fd9\u4e9b\u4f20\u611f\u5668\u7684\u4f5c\u7528\u4e3b\u8981\u662f\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u7136\u540e\u5c06\u5176\u7cbe\u7b80\u4e3a\u6d4b\u8bd5\u9636\u6bb5\u7684\u5305\uff0c\u5728\u8f66\u4e0a\u53ea\u9700\u4f9d\u9760\u89c6\u89c9\u3002\u8fd9\u662f\u4e00\u79cd\u5bf9\u6602\u8d35\u4f20\u611f\u5668\u7684\u201c\u5957\u5229\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u975e\u5e38\u806a\u660e\u7684\u7b56\u7565\uff0c\u53ef\u80fd\u8fd8\u6ca1\u6709\u88ab\u5145\u5206\u8ba4\u53ef\u3002<\/p>\n
\u8fd9\u4e2a\u7b56\u7565\u4f1a\u594f\u6548\uff0c\u56e0\u4e3a\u50cf\u7d20\u4e2d\u5305\u542b\u4e86\u5fc5\u8981\u7684\u4fe1\u606f\uff0c\u800c\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u5904\u7406\u8fd9\u4e9b\u4fe1\u606f\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u4f20\u611f\u5668\u7684\u786e\u975e\u5e38\u6709\u7528\uff0c\u4f46\u5728\u6d4b\u8bd5\u9636\u6bb5\u5c31\u6ca1\u6709\u90a3\u4e48\u5fc5\u8981\u4e86\u3002<\/p>\n
Elad Gil:<\/p>\n
\u770b\u6765\u6211\u4eec\u5df2\u7ecf\u4ece\u5f88\u591a\u8fb9\u754c\u60c5\u51b5\u7684\u8bbe\u8ba1\u8f6c\u5411\u4e86\u7aef\u5230\u7aef\u7684\u6df1\u5ea6\u5b66\u4e60\u3002\u8fd9\u4e5f\u662f\u6700\u8fd1\u53d1\u751f\u7684\u4e00\u4e2a\u8f6c\u53d8\u3002\u4f60\u613f\u610f\u591a\u8c08\u8c08\u8fd9\u4e2a\u53d8\u5316\u5417\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u60f3\u8bf4\uff0c Tesla \u7684\u60c5\u51b5\u662f\uff0c\u795e\u7ecf\u7f51\u7edc\u6b63\u5728\u9010\u6e10\u53d6\u4ee3\u6574\u4e2a\u7cfb\u7edf\u5806\u6808\u3002\u5f53\u6211\u52a0\u5165\u65f6\uff0c\u7cfb\u7edf\u4e2d\u6709\u5927\u91cf\u7684 C++ \u4ee3\u7801\uff0c\u4f46\u73b0\u5728\u5728\u8f66\u4e0a\u8fd0\u884c\u7684\u6d4b\u8bd5\u5305\u4e2d C++ \u4ee3\u7801\u5c11\u5f97\u591a\u4e86\u3002<\/p>\n
\u5c3d\u7ba1\u5728\u540e\u7aef\u4ecd\u7136\u6709\u5f88\u591a\u5185\u5bb9\uff0c\u4f46\u795e\u7ecf\u7f51\u7edc\u57fa\u672c\u4e0a\u5728\u201c\u5403\u6389\u201d\u6574\u4e2a\u7cfb\u7edf\u3002\u6700\u521d\u5b83\u53ea\u662f\u5728\u56fe\u50cf\u5c42\u9762\u8fdb\u884c\u68c0\u6d4b\uff0c\u7136\u540e\u662f\u591a\u4e2a\u56fe\u50cf\uff0c\u7ed9\u4e88\u9884\u6d4b\uff0c\u63a5\u7740\u662f\u591a\u5f20\u56fe\u50cf\u968f\u65f6\u95f4\u79ef\u7d2f\u7684\u9884\u6d4b\uff0cC++ \u4ee3\u7801\u9010\u6e10\u51cf\u5c11\uff0c\u6700\u7ec8\u53ea\u8f93\u51fa\u8f6c\u5411\u547d\u4ee4\u3002<\/p>\n
\u6240\u4ee5 Tesla \u6b63\u5728\u4e00\u6b65\u6b65\u66ff\u4ee3\u6574\u4e2a\u5806\u6808\u3002\u6211\u7684\u7406\u89e3\u662f\uff0c\u5f53\u524d Waymo \u5e76\u6ca1\u6709\u91c7\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u5c1d\u8bd5\u4e86\uff0c\u4f46\u5e76\u672a\u575a\u6301\u4e0b\u53bb\u3002<\/p>\n
\u8fd9\u662f\u6211\u73b0\u5728\u7684\u7406\u89e3\uff0c\u4f46\u6211\u4e0d\u786e\u5b9a\uff0c\u56e0\u4e3a\u4ed6\u4eec\u5e76\u4e0d\u516c\u5f00\u8ba8\u8bba\u3002\u4f46\u6211\u575a\u4fe1\u8fd9\u79cd\u65b9\u6cd5\u662f\u53ef\u884c\u7684\u3002<\/p>\n
\u5982\u679c\u8981\u4ece\u5934\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\uff0c\u6700\u7ec8 10 \u5e74\u540e\u7684 Tesla \u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u53ef\u80fd\u5c31\u662f\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff1a\u89c6\u9891\u6d41\u8f93\u5165\u795e\u7ecf\u7f51\u7edc\uff0c\u8f93\u51fa\u9a7e\u9a76\u6307\u4ee4\u3002\u8fd9\u9700\u8981\u9010\u6b65\u6784\u5efa\uff0c\u5206\u9636\u6bb5\u5b9e\u73b0\uff0c\u5305\u62ec\u6240\u6709\u4e2d\u95f4\u7684\u9884\u6d4b\u548c\u6211\u4eec\u5df2\u7ecf\u505a\u7684\u5176\u4ed6\u4e8b\u60c5\u3002<\/p>\n
\u6211\u5e76\u4e0d\u8ba4\u4e3a\u4e2d\u95f4\u7684\u8fd9\u4e9b\u9884\u6d4b\u8bef\u5bfc\u4e86\u5f00\u53d1\u8fdb\u7a0b\uff0c\u76f8\u53cd\uff0c\u5b83\u4eec\u662f\u6709\u5f88\u591a\u5b9e\u9645\u610f\u4e49\u7684\u3002\u56e0\u4e3a\u7eaf\u7cb9\u7684\u7aef\u5230\u7aef\u9a7e\u9a76\u7cfb\u7edf\uff08\u6a21\u4eff\u4eba\u7c7b\uff09\u63d0\u4f9b\u7684\u76d1\u7763\u4fe1\u53f7\u975e\u5e38\u6709\u9650\uff0c\u800c\u8bad\u7ec3\u4e00\u4e2a\u5e9e\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u9700\u8981\u5927\u91cf\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n
\u56e0\u6b64\uff0c\u8fd9\u4e9b\u4e2d\u95f4\u7684\u8868\u793a\u5e2e\u52a9\u5f00\u53d1\u5404\u79cd\u7279\u5f81\u548c\u68c0\u6d4b\u5668\uff0c\u4f7f\u5f97\u6700\u7ec8\u5b9e\u73b0\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u6211\u6000\u7591\uff0c\u5373\u4f7f\u6211\u4e0d\u518d\u662f\u56e2\u961f\u4e2d\u7684\u4e00\u5458\uff0c\u4f46\u6709\u5927\u91cf\u7684\u9884\u8bad\u7ec3\u5728\u8fdb\u884c\uff0c\u4ee5\u4fbf\u4e4b\u540e\u53ef\u4ee5\u5bf9\u7aef\u5230\u7aef\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n
\u56e0\u6b64\uff0c\u9010\u6b65\u5b9e\u73b0\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u5fc5\u8981\u7684\uff0c\u800c\u8fd9\u4e5f\u662f Tesla \u6240\u91c7\u7528\u7684\u6b63\u786e\u65b9\u6cd5\u3002\u770b\u8d77\u6765\u5b83\u786e\u5b9e\u6b63\u5728\u8d77\u4f5c\u7528\uff0c\u6211\u5bf9\u672a\u6765\u975e\u5e38\u671f\u5f85\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5982\u679c\u4f60\u4e00\u5f00\u59cb\u5c31\u6ca1\u6709\u6570\u636e\uff0c\u90a3\u8fd9\u79cd\u65b9\u6cd5\u786e\u5b9e\u5f88\u6709\u610f\u4e49\u3002\u4f60\u79bb\u5f00 Tesla \u4e4b\u524d\u8fd8\u53c2\u4e0e\u4e86 Tesla \u7684\u4eba\u5f62\u673a\u5668\u4eba\u9879\u76ee\uff0c\u6211\u6709\u5f88\u591a\u95ee\u9898\u60f3\u95ee\u4f60\uff0c\u9996\u5148\u662f\uff0c\u54ea\u4e9b\u6280\u672f\u53ef\u4ee5\u5728\u8fd9\u91cc\u8f6c\u79fb\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u57fa\u672c\u4e0a\u6240\u6709\u7684\u6280\u672f\u90fd\u53ef\u4ee5\u8f6c\u79fb\uff0c\u6211\u89c9\u5f97\u4eba\u4eec\u6ca1\u6709\u610f\u8bc6\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n
Sara Guo:<\/p>\n
\u8fd9\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u65ad\u8a00\uff0c\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u7279\u6b8a\u7684\u95ee\u9898\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u5f53\u4f60\u5b9e\u9645\u67e5\u770b\u8fd9\u4e9b\u6280\u672f\u65f6\uff0c\u4f60\u4f1a\u53d1\u73b0\u5b83\u4eec\u7684\u786e\u80fd\u591f\u8f6c\u79fb\u3002\u5176\u5b9e\uff0c Tesla \u5e76\u4e0d\u662f\u4e00\u5bb6\u6c7d\u8f66\u516c\u53f8\uff0c\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u79cd\u8bef\u5bfc\u3002\u5b83\u5b9e\u9645\u4e0a\u662f\u4e00\u5bb6\u89c4\u6a21\u5316\u7684\u673a\u5668\u4eba\u516c\u53f8\u3002<\/p>\n
\u6211\u4f1a\u8bf4\u89c4\u6a21\u672c\u8eab\u4e5f\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u53d8\u91cf\u3002\u4ed6\u4eec\u5e76\u4e0d\u4ec5\u4ec5\u662f\u5728\u5236\u9020\u5355\u4e2a\u4ea7\u54c1\uff0c\u4ed6\u4eec\u662f\u5728\u5236\u9020\u5236\u9020\u4ea7\u54c1\u7684\u673a\u5668\uff0c\u8fd9\u662f\u4e00\u4ef6\u5b8c\u5168\u4e0d\u540c\u7684\u4e8b\u60c5\u3002<\/p>\n
Tesla \u662f\u4e00\u5bb6\u89c4\u6a21\u5316\u7684\u673a\u5668\u4eba\u516c\u53f8\uff0c\u800c\u4ece\u6c7d\u8f66\u5230\u4eba\u5f62\u673a\u5668\u4eba\u4e4b\u95f4\u7684\u6280\u672f\u8f6c\u79fb\u5e76\u6ca1\u6709\u90a3\u4e48\u591a\u5de5\u4f5c\u91cf\u3002<\/p>\n
\u5b9e\u9645\u4e0a\uff0cOptimus \u7684\u65e9\u671f\u7248\u672c\u51e0\u4e4e\u4ee5\u4e3a\u81ea\u5df1\u662f\u4e00\u8f86\u8f66\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f7f\u7528\u7684\u662f\u5b8c\u5168\u76f8\u540c\u7684\u8ba1\u7b97\u673a\u548c\u6444\u50cf\u5934\u3002\u5f53\u65f6\u6211\u4eec\u8fd8\u5728\u673a\u5668\u4eba\u4e0a\u8fd0\u884c\u6c7d\u8f66\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u4f46\u673a\u5668\u4eba\u5728\u529e\u516c\u5ba4\u91cc\u8d70\u6765\u8d70\u53bb\uff0c\u8bd5\u56fe\u8bc6\u522b\u53ef\u884c\u9a76\u7684\u7a7a\u95f4\u3002<\/p>\n
\u4e0d\u8fc7\u73b0\u5728\u8fd9\u4e9b\u7a7a\u95f4\u53d8\u6210\u4e86\u53ef\u4ee5\u884c\u8d70\u7684\u7a7a\u95f4\uff0c\u5b83\u5b9e\u9645\u4e0a\u6709\u4e00\u4e9b\u5e7f\u6cdb\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5f53\u7136\u9700\u8981\u4e00\u4e9b\u5fae\u8c03\uff0c\u4f46\u5b83\u7684\u786e\u5728\u201c\u9a7e\u9a76\u201d\uff0c\u53ea\u4e0d\u8fc7\u5b9e\u9645\u4e0a\u662f\u5728\u79fb\u52a8\u73af\u5883\u4e2d\u884c\u8d70\u3002<\/p>\n
Sara Guo:<\/p>\n
\u628a\u5b83\u7406\u89e3\u4e3a\u4e00\u4e2a\u673a\u5668\u4eba\uff0c\u5b83\u80fd\u591f\u8fdb\u884c\u5f88\u591a\u6280\u672f\u8f6c\u79fb\uff0c\u4f46\u4f60\u9700\u8981\u989d\u5916\u89e3\u51b3\u7684\u95ee\u9898\u662f\u9a71\u52a8\u548c\u52a8\u4f5c\u63a7\u5236\uff0c\u8fd9\u6837\u7406\u89e3\u5408\u7406\u5417\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\u3002\u8fd8\u6709\u4e00\u4e2a\u90e8\u5206\u662f\uff0c\u5f88\u591a\u4e1c\u897f\u90fd\u662f\u53ef\u4ee5\u8f6c\u79fb\u7684\uff0c\u6bd4\u5982 Optimus \u7684\u542f\u52a8\u901f\u5ea6\u8ba9\u6211\u5370\u8c61\u6df1\u523b\u3002Elon \u4e00\u5ba3\u5e03\u6211\u4eec\u8981\u505a\u8fd9\u4e2a\uff0c\u76f8\u5173\u7684\u4eba\u5458\u548c\u5de5\u5177\u5f88\u5feb\u5c31\u5230\u4f4d\u4e86\uff0cCAD \u6a21\u578b\u3001\u4f9b\u5e94\u94fe\u7b49\u6240\u6709\u4e1c\u897f\u8fc5\u901f\u5448\u73b0\u3002<\/p>\n
\u6211\u89c9\u5f97\uff0c Tesla \u5185\u90e8\u5728\u673a\u5668\u4eba\u5236\u9020\u65b9\u9762\u6709\u975e\u5e38\u5f3a\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002\u6240\u6709\u7684\u5de5\u5177\u5176\u5b9e\u662f\u4e00\u6837\u7684\uff0c\u53ea\u4e0d\u8fc7\u4ece\u6c7d\u8f66\u7684\u914d\u7f6e\u91cd\u65b0\u8c03\u6574\u4e86\u4e00\u4e0b\uff0c\u5c31\u50cf\u300a\u53d8\u5f62\u91d1\u521a\u300b\u7535\u5f71\u4e2d\u7684\u60c5\u8282\u3002<\/p>\n
\u6240\u6709\u7ec4\u4ef6\u57fa\u672c\u76f8\u540c\uff0c\u4e0d\u7ba1\u662f\u786c\u4ef6\u5c42\u9762\u7684\u89c4\u6a21\u95ee\u9898\uff0c\u8fd8\u662f\u8f6f\u4ef6\u548c\u63a7\u5236\u7cfb\u7edf\u5c42\u9762\u7684\u201c\u5927\u8111\u201d\uff0c\u90fd\u9700\u8981\u8003\u8651\u76f8\u540c\u7684\u4e8b\u60c5\u3002\u795e\u7ecf\u7f51\u7edc\u548c\u6807\u7b7e\u56e2\u961f\u7684\u534f\u8c03\u65b9\u5f0f\u3001\u91c7\u53d6\u7684\u6280\u672f\u624b\u6bb5\u7b49\u4e5f\u6709\u5f88\u591a\u76f8\u540c\u4e4b\u5904\u3002<\/p>\n
\u6709\u5927\u91cf\u7684\u6280\u672f\u53ef\u4ee5\u8f6c\u79fb\u3002\u90a3\u4e48\u4f60\u8ba4\u4e3a\u4eba\u5f62\u673a\u5668\u4eba\u6216\u7c7b\u4f3c\u7684\u673a\u5668\u4eba\u6700\u65e9\u4f1a\u5728\u54ea\u4e9b\u9886\u57df\u5e94\u7528\uff1f\u5f88\u591a\u4eba\u4f1a\u8bbe\u60f3\u5b83\u4eec\u5728\u5bb6\u91cc\u4e3a\u4f60\u505a\u5bb6\u52a1\uff0c\u4f46\u90a3\u4f1a\u662f\u6bd4\u8f83\u665a\u671f\u7684\u5e94\u7528\u3002<\/p>\n
B2C \u7684\u8d77\u70b9\u5e76\u4e0d\u9002\u5408\uff0c\u56e0\u4e3a\u6211\u4eec\u4e0d\u5e0c\u671b\u4e00\u4e2a\u673a\u5668\u4eba\u5728\u5bb6\u91cc\u610f\u5916\u4f24\u5bb3\u5230\u4eba\uff0c\u6bd4\u5982\u649e\u5012\u5976\u5976\u4e4b\u7c7b\u7684\u573a\u666f\u3002\u8fd9\u6837\u592a\u6709\u6cd5\u5f8b\u98ce\u9669\u4e86\u3002<\/p>\n
Sara Guo:<\/p>\n
\u8fd9\u4e2a\u4f8b\u5b50\u5f88\u6070\u5f53\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u554a\uff0c\u5b83\u4eec\u53ef\u80fd\u4f1a\u6454\u5012\u6216\u53d1\u751f\u4e00\u4e9b\u610f\u5916\uff0c\u8fd9\u4e9b\u4e1c\u897f\u8fd8\u4e0d\u5b8c\u7f8e\uff0c\u9700\u8981\u8fdb\u4e00\u6b65\u6539\u8fdb\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u6700\u597d\u7684\u5ba2\u6237\u662f\u4f60\u81ea\u5df1\uff0c\u6211\u60f3 Tesla \u53ef\u80fd\u4f1a\u8fd9\u6837\u505a\u3002\u5927\u5bb6\u5e94\u8be5\u4e5f\u80fd\u770b\u51fa\u6765\uff0c\u6211\u5bf9 Tesla \u5f88\u6709\u4fe1\u5fc3\u3002<\/p>\n
\u7b2c\u4e00\u6b65\u5e94\u8be5\u662f\u81ea\u6211\u5b75\u5316\uff0c\u6bd4\u5982\u5728\u5de5\u5382\u91cc\u8fdb\u884c\u5927\u91cf\u7684\u7269\u6599\u642c\u8fd0\u7b49\u64cd\u4f5c\uff0c\u8fd9\u6837\u4f60\u4e0d\u9700\u8981\u548c\u7b2c\u4e09\u65b9\u7b7e\u8ba2\u5408\u540c\uff0c\u907f\u514d\u4e86\u5f88\u591a\u6cd5\u5f8b\u95ee\u9898\u3002\u63a5\u4e0b\u6765\uff0c\u4f1a\u8fdb\u519b B2B \u3002<\/p>\n
Tesla \u53ef\u80fd\u4f1a\u4e0e\u5927\u578b\u4ed3\u5e93\u5408\u4f5c\uff0c\u8fdb\u884c\u7269\u6599\u642c\u8fd0\u7b49\u64cd\u4f5c\u3002\u5408\u540c\u4f1a\u62df\u5b9a\u597d\uff0c\u56f4\u680f\u4e5f\u4f1a\u5efa\u597d\uff0c\u6240\u6709\u8fd9\u4e9b\u4e8b\u90fd\u505a\u597d\u540e\uff0c\u624d\u4f1a\u8fdb\u4e00\u6b65\u63a8\u5e7f\u5230 B2C \u5e94\u7528\u9886\u57df\u3002<\/p>\n
\u6211\u786e\u5b9e\u76f8\u4fe1\u6211\u4eec\u4f1a\u770b\u5230\u9762\u5411\u6d88\u8d39\u8005\u7684\u673a\u5668\u4eba\uff0c\u6bd4\u5982\u7c7b\u4f3c Unitree \u8fd9\u6837\u7684\u4ea7\u54c1\u3002\u6211\u4e2a\u4eba\u975e\u5e38\u671f\u5f85\u7684\u4e00\u4e2a\u5e94\u7528\u573a\u666f\u662f\u6e05\u7406\u8857\u9053\u4e0a\u7684\u843d\u53f6\u3002<\/p>\n
\u6211\u5e0c\u671b\u80fd\u770b\u5230 Optimus \u673a\u5668\u4eba\u8d70\u5728\u8857\u4e0a\uff0c\u6361\u8d77\u6bcf\u4e00\u7247\u843d\u53f6\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u4e0d\u9700\u8981\u7528\u5439\u53f6\u673a\u4e86\u3002\u8fd9\u662f\u4e00\u4e2a\u5f88\u68d2\u7684\u4efb\u52a1\uff0c\u5e0c\u671b\u8fd9\u662f\u5176\u4e2d\u4e00\u4e2a\u65e9\u671f\u5e94\u7528\u3002\u751a\u81f3\u50cf\u662f\u8019\u53f6\u8fd9\u6837\u7684\u4efb\u52a1\u4e5f\u5f88\u9002\u5408\u3002<\/p>\n
Sara Guo:<\/p>\n
\u8019\u53f6\u7684\u786e\u4e5f\u662f\u5f88\u4e0d\u9519\u7684\u5de5\u4f5c\u3002<\/p>\n
Elad Gil:<\/p>\n
\u800c\u4e14\u8fd8\u5f88\u5b89\u9759\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5bf9\u3002\u5b9e\u9645\u4e0a\uff0c\u73b0\u5728\u5df2\u7ecf\u6709\u4e00\u4e9b\u673a\u5668\u4eba\u80fd\u591f\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\uff0c\u53ea\u4e0d\u8fc7\u5b83\u4eec\u4e0d\u662f\u4eba\u5f62\u7684\u3002\u6211\u4eec\u8c08\u5230\u7684\u91cd\u70b9\u662f\u4eba\u5f62\u673a\u5668\u4eba\u3002<\/p>\n
\u6700\u7b80\u5355\u7684\u7406\u89e3\u65b9\u5f0f\u662f\uff0c\u4e16\u754c\u662f\u4e3a\u4eba\u7c7b\u8bbe\u8ba1\u7684\uff0c\u6240\u4ee5\u4f60\u5e94\u8be5\u8bbe\u8ba1\u4e00\u5957\u80fd\u591f\u5728\u4eba\u7c7b\u8bbe\u8ba1\u7684\u73af\u5883\u4e2d\u6267\u884c\u8d8a\u6765\u8d8a\u591a\u4efb\u52a1\u7684\u786c\u4ef6\u3002<\/p>\n
\u4f46\u53e6\u4e00\u79cd\u89c2\u70b9\u8ba4\u4e3a\uff0c\u4eba\u7c7b\u5e76\u4e0d\u662f\u6700\u9002\u5408\u6240\u6709\u4efb\u52a1\u7684\u5f62\u6001\u3002\u4f60\u53ef\u4ee5\u8ba9\u673a\u5668\u4eba\u66f4\u5f3a\u58ee\u3001\u66f4\u5927\u3001\u66f4\u5c0f\u7b49\u7b49\u3002\u90a3\u4e48\u4f60\u5982\u4f55\u770b\u5f85\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u89c9\u5f97\u4eba\u4eec\u53ef\u80fd\u4f4e\u4f30\u4e86\u4efb\u4f55\u5355\u4e00\u5e73\u53f0\u7684\u56fa\u5b9a\u6210\u672c\u7684\u590d\u6742\u6027\u3002\u5bf9\u4e8e\u4efb\u4f55\u5e73\u53f0\u6765\u8bf4\uff0c\u90fd\u6709\u5f88\u5927\u7684\u56fa\u5b9a\u6210\u672c\uff0c\u56e0\u6b64\u96c6\u4e2d\u5316\u5e76\u8ba9\u4e00\u4e2a\u5e73\u53f0\u5b8c\u6210\u6240\u6709\u4efb\u52a1\u662f\u5f88\u6709\u610f\u4e49\u7684\u3002<\/p>\n
\u6211\u8fd8\u8ba4\u4e3a\u4eba\u5f62\u5e73\u53f0\u7684\u5438\u5f15\u529b\u5728\u4e8e\u4eba\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u8fdb\u884c\u9065\u63a7\u64cd\u4f5c\uff0c\u8fd9\u5bf9\u4e8e\u6570\u636e\u6536\u96c6\u975e\u5e38\u6709\u5e2e\u52a9\uff0c\u56e0\u4e3a\u4eba\u4eec\u80fd\u591f\u975e\u5e38\u5bb9\u6613\u5730\u64cd\u4f5c\u5b83\u3002\u6211\u89c9\u5f97\u8fd9\u4e00\u70b9\u7ecf\u5e38\u88ab\u5ffd\u89c6\u3002\u5f53\u7136\uff0c\u6b63\u5982\u4f60\u63d0\u5230\u7684\uff0c\u4e16\u754c\u662f\u4e3a\u4eba\u7c7b\u8bbe\u8ba1\u7684\uff0c\u8fd9\u4e00\u70b9\u4e5f\u5f88\u91cd\u8981\u3002<\/p>\n
\u672a\u6765\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u4eba\u5f62\u5e73\u53f0\u7684\u67d0\u4e9b\u53d8\u4f53\uff0c\u4f46\u6bcf\u4e2a\u5e73\u53f0\u7684\u56fa\u5b9a\u6210\u672c\u90fd\u662f\u5de8\u5927\u7684\u3002\u800c\u4e14\uff0c\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u7ef4\u5ea6\u662f\uff0c\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7684\u8fc1\u79fb\u5b66\u4e60\u7684\u5de8\u5927\u597d\u5904\u3002<\/p>\n
\u5728 AI \u4e2d\uff0c\u4f60\u5e0c\u671b\u6709\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u8fdb\u884c\u591a\u4efb\u52a1\u5904\u7406\uff0c\u4ece\u800c\u83b7\u53d6\u6240\u6709\u7684\u667a\u80fd\u548c\u80fd\u529b\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u8bed\u8a00\u6a21\u578b\u5982\u6b64\u6709\u8da3\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u5355\u4e00\u7684\u6587\u672c\u9886\u57df\u5185\u8fdb\u884c\u591a\u4efb\u52a1\u5904\u7406\uff0c\u5404\u79cd\u95ee\u9898\u4e4b\u95f4\u5171\u4eab\u77e5\u8bc6\uff0c\u5e76\u88ab\u8026\u5408\u5728\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002<\/p>\n
\u4f60\u9700\u8981\u8fd9\u6837\u7684\u5e73\u53f0\uff0c\u6240\u6709\u7684\u6570\u636e\u90fd\u53ef\u4ee5\u4e3a\u5176\u4ed6\u4efb\u52a1\u63d0\u4f9b\u597d\u5904\u3002\u5982\u679c\u4f60\u4e3a\u67d0\u4e2a\u7279\u5b9a\u4efb\u52a1\u6784\u5efa\u4e86\u4e13\u7528\u5e73\u53f0\uff0c\u4f60\u5c06\u65e0\u6cd5\u4ece\u5176\u4ed6\u4efb\u52a1\u4e4b\u95f4\u7684\u77e5\u8bc6\u8fc1\u79fb\u4e2d\u53d7\u76ca\u3002<\/p>\n
Sara Guo:<\/p>\n
\u662f\u7684\uff0c\u6709\u4e00\u79cd\u89c2\u70b9\u662f\uff0c\u50cf G1 \u8fd9\u79cd\u673a\u5668\u4eba\u4ef7\u683c\u5927\u6982\u662f 3 \u4e07\u7f8e\u5143\uff0c\u4f46\u4f3c\u4e4e\u5728\u67d0\u4e2a\u6210\u672c\u4e0b\u5f88\u96be\u6784\u5efa\u4e00\u4e2a\u529f\u80fd\u975e\u5e38\u5f3a\u5927\u7684\u4eba\u5f62\u673a\u5668\u4eba\u3002\u5982\u679c\u4f60\u53ea\u60f3\u8981\u4e00\u4e2a\u5e26\u8f6e\u5b50\u7684\u673a\u68b0\u81c2\u53bb\u6267\u884c\u4efb\u52a1\uff0c\u53ef\u80fd\u5728\u521d\u671f\u6709\u66f4\u4fbf\u5b9c\u7684\u901a\u7528\u5e73\u53f0\u65b9\u6848\u3002\u4f60\u89c9\u5f97\u8fd9\u4e2a\u89c2\u70b9\u5408\u7406\u5417\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u7528\u786c\u4ef6\u89d2\u5ea6\u6765\u770b\uff0c\u91c7\u7528\u5ec9\u4ef7\u7684\u901a\u7528\u5e73\u53f0\u662f\u5408\u7406\u7684\uff0c\u6bd4\u5982\u7ed9\u673a\u5668\u4eba\u88c5\u4e0a\u8f6e\u5b50\u800c\u4e0d\u662f\u817f\u7b49\u3002\u6211\u611f\u89c9\u8fd9\u79cd\u505a\u6cd5\u53ef\u80fd\u8ba9\u6211\u4eec\u9677\u5165\u4e86\u4e00\u4e2a\u5c40\u90e8\u6700\u4f18\u89e3\u3002<\/p>\n
\u4f46\u6784\u5efa\u5b8c\u7f8e\u7684\u5e73\u53f0\u662f\u4e00\u4e2a\u957f\u671f\u7684\u597d\u8d4c\u6ce8\u3002\u6b64\u5916\uff0c\u6211\u89c9\u5f97\u4eba\u5f62\u5e73\u53f0\u4f1a\u8ba9\u4eba\u611f\u5230\u719f\u6089\uff0c\u4eba\u4eec\u53ef\u80fd\u66f4\u5bb9\u6613\u7406\u89e3\u5b83\u7684\u64cd\u4f5c\u65b9\u5f0f\u3002<\/p>\n
\u8fd9\u4e5f\u662f\u6211\u89c9\u5f97\u4eba\u5f62\u5e73\u53f0\u5728\u5fc3\u7406\u4e0a\u6709\u4f18\u52bf\u7684\u539f\u56e0\uff0c\u9664\u975e\u4eba\u4eec\u5bb3\u6015\u5b83\uff0c\u53cd\u800c\u66f4\u559c\u6b22\u62bd\u8c61\u7684\u975e\u4eba\u7c7b\u5f62\u6001\u7684\u673a\u5668\u4eba\u3002\u4f46\u6211\u4e0d\u786e\u5b9a\u90a3\u6837\u4f1a\u4e0d\u4f1a\u50cf\u67d0\u79cd\u602a\u7269\u5728\u505a\u4e8b\u60c5\u4e00\u6837\u8ba9\u4eba\u611f\u5230\u53ef\u6015\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u6709\u8da3\u7684\u662f\uff0c\u50cf Unitree \u7684\u72d7\u5f62\u6001\u673a\u5668\u4eba\u4f3c\u4e4e\u66f4\u53cb\u597d\u3001\u66f4\u719f\u6089\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u4f46\u4eba\u4eec\u770b\u8fc7\u300a\u9ed1\u955c\u300b\u540e\uff0c\u53ef\u80fd\u4f1a\u89c9\u5f97\u72d7\u5f62\u673a\u5668\u4eba\u7a81\u7136\u53d8\u5f97\u5f88\u5413\u4eba\u3002\u6240\u4ee5\u5f88\u96be\u5224\u65ad\uff0c\u6211\u53ea\u662f\u89c9\u5f97\u5fc3\u7406\u4e0a\u4eba\u4eec\u66f4\u5bb9\u6613\u7406\u89e3\u4eba\u5f62\u673a\u5668\u4eba\u5728\u505a\u4ec0\u4e48\u3002<\/p>\n
Elad Gil:<\/p>\n
\u4f60\u8ba4\u4e3a\u5728\u4eba\u5f62\u673a\u5668\u4eba\u6216\u5176\u4ed6\u5f62\u5f0f\u7684\u673a\u5668\u4eba\u9886\u57df\uff0c\u8981\u5b9e\u73b0\u8fd9\u4e00\u672a\u6765\u8fd8\u7f3a\u5c11\u54ea\u4e9b\u6280\u672f\u4e0a\u7684\u91cc\u7a0b\u7891\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4e0d\u786e\u5b9a\u6211\u662f\u5426\u6709\u5f88\u6e05\u6670\u7684\u770b\u6cd5\u3002\u6211\u89c9\u5f97\u5728\u4eba\u5f62\u673a\u5668\u4eba\u7684\u4e0b\u534a\u8eab\u63a7\u5236\u65b9\u9762\uff0c\u53ef\u80fd\u4e0d\u9700\u8981\u50cf\u4e0a\u534a\u8eab\u90a3\u6837\u901a\u8fc7\u6a21\u4eff\u5b66\u4e60\u6765\u83b7\u53d6\u6570\u636e\uff0c\u56e0\u4e3a\u4e0b\u534a\u8eab\u66f4\u591a\u662f\u6446\u52a8\u63a7\u5236\u3002<\/p>\n
\u800c\u5bf9\u4e8e\u4e0a\u534a\u8eab\uff0c\u4f60\u9700\u8981\u5927\u91cf\u7684\u9065\u63a7\u64cd\u4f5c\u3001\u6570\u636e\u6536\u96c6\u3001\u7aef\u5230\u7aef\u5b66\u4e60\u7b49\u3002\u6240\u4ee5\u5728\u8fd9\u4e2a\u5c42\u9762\u4e0a\uff0c\u673a\u5668\u4eba\u7cfb\u7edf\u4f1a\u53d8\u5f97\u975e\u5e38\u6df7\u5408\u3002\u6211\u4e5f\u4e0d\u786e\u5b9a\u8fd9\u4e9b\u7cfb\u7edf\u4f1a\u5982\u4f55\u4ea4\u4e92\u3002<\/p>\n
Elad Gil:<\/p>\n
\u6211\u548c\u4e00\u4e9b\u4eba\u804a\u8fc7\uff0c\u4ed6\u4eec\u901a\u5e38\u4f1a\u5173\u6ce8\u9a71\u52a8\u548c\u64cd\u4f5c\u4ee5\u53ca\u6570\u5b57\u64cd\u4f5c\u7684\u6311\u6218\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u9884\u8ba1\u4e00\u5f00\u59cb\u4f1a\u6709\u5f88\u591a\u9065\u63a7\u64cd\u4f5c\uff0c\u7528\u4e8e\u5c06\u4efb\u52a1\u4ece\u5730\u9762\u542f\u52a8\u8d77\u6765\uff0c\u901a\u8fc7\u6a21\u4eff\u8ba9\u673a\u5668\u4eba\u53ef\u4ee5\u5b8c\u6210 95% \u7684\u4efb\u52a1\uff0c\u7136\u540e\u5f00\u59cb\u9010\u6b65\u51cf\u5c11\u4eba\u7c7b\u7684\u4ecb\u5165\uff0c\u8f6c\u5411\u66f4\u591a\u7684\u76d1\u7763\u673a\u5668\u4eba\u5de5\u4f5c\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n
\u6240\u6709\u8fd9\u4e9b\u90fd\u4f1a\u9010\u6b65\u53d1\u751f\u3002\u6211\u4e0d\u8ba4\u4e3a\u6709\u67d0\u4e2a\u7279\u5b9a\u7684\u6280\u672f\u74f6\u9888\u963b\u788d\u6211\u4eec\u524d\u8fdb\u3002\u66f4\u591a\u7684\u662f\u57fa\u7840\u5de5\u4f5c\u3002\u5927\u591a\u6570\u5de5\u5177\u73b0\u5728\u5df2\u7ecf\u5177\u5907\u4e86\uff0c\u6bd4\u5982 Transformer \u662f\u4e00\u4e2a\u975e\u5e38\u51fa\u8272\u7684\u5de5\u5177\uff0c\u4f60\u53ef\u4ee5\u7528\u5b83\u6765\u5904\u7406\u5404\u79cd\u4efb\u52a1\u3002<\/p>\n
\u6211\u4eec\u53ea\u9700\u8981\u83b7\u53d6\u6570\u636e\uff0c\u5c06\u5176\u653e\u5165\u6b63\u786e\u7684\u5f62\u5f0f\uff0c\u8fdb\u884c\u8bad\u7ec3\u3001\u5b9e\u9a8c\u3001\u90e8\u7f72\u5e76\u8fed\u4ee3\u3002\u6ca1\u6709\u67d0\u4e2a\u5355\u4e00\u7684\u6280\u672f\u95ee\u9898\u5728\u963b\u788d\u6211\u4eec\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u89c9\u5f97\u5f53\u524d\u7684\u201c\u5927\u6a21\u578b\u201d\u7814\u7a76\u72b6\u6001\u5982\u4f55\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u5173\u4e8e\u201c\u5927\u6a21\u578b\u201d\u7814\u7a76\u7684\u73b0\u72b6\uff0c\u6211\u4eec\u5904\u4e8e\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u9636\u6bb5\u3002\u6211\u4e0d\u786e\u5b9a\u662f\u5426\u5df2\u7ecf\u6709\u4eba\u5b8c\u5168\u8ba4\u8bc6\u5230\uff0cTransformer \u6bd4\u5176\u4ed6\u795e\u7ecf\u7f51\u7edc\u8981\u5f3a\u5927\u5f97\u591a\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u662f\u4e00\u4e2a\u975e\u5e38\u901a\u7528\u7684\u3001\u975e\u5e38\u5f3a\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n
\u4f8b\u5982\uff0c\u5f53\u4eba\u4eec\u8c08\u8bba\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6269\u5c55\u89c4\u5f8b\u65f6\uff0c\u8fd9\u79cd\u89c4\u5f8b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f Transformer \u7684\u7279\u6027\u3002\u4e4b\u524d\uff0c\u4f7f\u7528 LSTM \u5806\u53e0\u7b49\u6a21\u578b\u65f6\uff0c\u4f60\u5e76\u4e0d\u80fd\u83b7\u5f97\u826f\u597d\u7684\u6269\u5c55\u89c4\u5f8b\uff0c\u8fd9\u4e9b\u6a21\u578b\u8bad\u7ec3\u6548\u679c\u4e0d\u597d\uff0c\u4e5f\u65e0\u6cd5\u5f88\u597d\u5730\u5de5\u4f5c\u3002<\/p>\n
\u800c Transformer \u662f\u7b2c\u4e00\u4e2a\u771f\u6b63\u80fd\u591f\u968f\u6570\u636e\u6269\u5c55\u7684\u6a21\u578b\uff0c\u4f60\u80fd\u83b7\u5f97\u6e05\u6670\u7684\u6269\u5c55\u89c4\u5f8b\uff0c\u4e00\u5207\u90fd\u5f88\u5408\u7406\u3002<\/p>\n
\u6240\u4ee5\u6211\u628a\u5b83\u770b\u4f5c\u662f\u4e00\u53f0\u201c\u5dee\u5206\u8ba1\u7b97\u673a\u201d\uff0c\u4f60\u53ef\u4ee5\u7ed9\u5b83\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u7136\u540e\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u8bad\u7ec3\u5b83\uff0c\u5b83\u4f1a\u81ea\u884c\u6392\u5217\u5f62\u6210\u80fd\u591f\u6267\u884c\u4efb\u52a1\u7684\u7cfb\u7edf\u3002<\/p>\n
\u6211\u4eec\u5728\u7b97\u6cd5\u9886\u57df\u53d1\u73b0\u4e86\u4e00\u4e2a\u975e\u5e38\u795e\u5947\u7684\u4e1c\u897f\u3002\u5176\u80cc\u540e\u6709\u51e0\u4e2a\u5173\u952e\u7684\u521b\u65b0\uff0c\u6bd4\u5982\u6b8b\u5dee\u8fde\u63a5\u3001\u5c42\u5f52\u4e00\u5316\u3001\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u4ee5\u53ca\u6ca1\u6709\u4f7f\u7528\u4e00\u4e9b\u4f1a\u5bfc\u81f4\u68af\u5ea6\u6d88\u5931\u7684\u6fc0\u6d3b\u51fd\u6570\uff08\u5982\u53cc\u66f2\u6b63\u5207\u7b49\uff09\u3002<\/p>\n
\u8fd9\u4e9b\u521b\u65b0\u5171\u540c\u7ec4\u6210\u4e86 Transformer\uff0c\u800c\u8c37\u6b4c\u7684\u90a3\u7bc7\u8bba\u6587\u5c55\u793a\u4e86\u5b83\u5982\u4f55\u771f\u6b63\u5f00\u59cb\u5de5\u4f5c\u3002\u5b83\u7684\u51fa\u73b0\u89e3\u9501\u4e86\u5f88\u591a\u53ef\u80fd\u6027\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u89c9\u5f97\u8fd9\u79cd\u89e3\u9501\u7684\u6781\u9650\u8fd8\u8fdc\u672a\u5230\u5417\uff1f\u6bd5\u7adf\u73b0\u5728\u4e5f\u6709\u4eba\u8ba8\u8bba\u6570\u636e\u58c1\u5792\u548c\u4e0b\u4e00\u4ee3\u89c4\u6a21\u7684\u6210\u672c\u95ee\u9898\u3002\u4f60\u600e\u4e48\u770b\u5f85\u8fd9\u4e9b\u95ee\u9898\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u73b0\u5728\u795e\u7ecf\u7f51\u7edc\u7684\u67b6\u6784\u4e0d\u518d\u662f\u6839\u672c\u6027\u7684\u74f6\u9888\u4e86\uff0cTransformer \u4e4b\u524d\u7684\u786e\u662f\u74f6\u9888\uff0c\u4f46\u73b0\u5728\u5df2\u7ecf\u4e0d\u662f\u4e86\u3002\u5982\u4eca\u7684\u74f6\u9888\u5728\u4e8e\u635f\u5931\u51fd\u6570\u548c\u6570\u636e\u96c6\uff0c\u5c24\u5176\u662f\u6570\u636e\u96c6\u3002<\/p>\n
\u6240\u4ee5\u73b0\u5728\u5927\u591a\u6570\u6d3b\u52a8\u90fd\u96c6\u4e2d\u5728\u5982\u4f55\u6539\u8fdb\u6570\u636e\u96c6\u548c\u635f\u5931\u51fd\u6570\u4e0a\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5f88\u591a\u516c\u53f8\u5728\u5e94\u7528\u8fd9\u4e9b\u6280\u672f\u65f6\u5e76\u4e0d\u5173\u6ce8 Transformer \u7684\u67b6\u6784\u3002<\/p>\n
Transformer \u5728\u8fc7\u53bb\u4e94\u5e74\u51e0\u4e4e\u6ca1\u6709\u4ec0\u4e48\u53d8\u5316\u3002\u6700\u91cd\u8981\u7684\u53d8\u5316\u53ef\u80fd\u662f\u6211\u4eec\u52a0\u5165\u4e86\u201crope positional\u201d\u8fd9\u79cd\u4f4d\u7f6e\u7f16\u7801\uff0c\u4f46\u9664\u6b64\u4e4b\u5916\uff0c\u67b6\u6784\u57fa\u672c\u6ca1\u53d8\u3002\u56e0\u6b64\uff0c\u5927\u90e8\u5206\u7684\u521b\u65b0\u90fd\u96c6\u4e2d\u5728\u6570\u636e\u96c6\u548c\u635f\u5931\u51fd\u6570\u4e0a\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f46\u6709\u4eba\u8ba4\u4e3a\uff0c\u5f53\u65f6\u6211\u4eec\u83b7\u53d6\u7684\u662f\u4e92\u8054\u7f51\u4e0a\u7684\u6570\u636e\uff0c\u800c\u73b0\u5728\u8fd9\u4e9b\u6570\u636e\u5df2\u7ecf\u67af\u7aed\u4e86\u3002\u4f60\u600e\u4e48\u770b\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u4e92\u8054\u7f51\u4e0a\u7684\u6570\u636e\u786e\u5b9e\u5feb\u7528\u5b8c\u4e86\uff0c\u73b0\u5728\u5f88\u591a\u7814\u7a76\u90fd\u96c6\u4e2d\u5728\u751f\u6210\u5408\u6210\u6570\u636e\u6216\u66f4\u6602\u8d35\u7684\u6570\u636e\u6536\u96c6\u4e0a\u3002<\/p>\n
\u5b9e\u9645\u4e0a\uff0c\u4e92\u8054\u7f51\u4e0a\u7684\u6570\u636e\u867d\u7136\u80fd\u5e2e\u4f60\u8d70\u5f97\u5f88\u8fdc\uff0c\u4f46\u5e76\u4e0d\u662f Transformer \u6700\u7406\u60f3\u7684\u6570\u636e\u3002\u4e92\u8054\u7f51\u4e0a\u7684\u6570\u636e\u5927\u591a\u662f\u7f51\u9875\uff0c\u800c\u6211\u4eec\u771f\u6b63\u60f3\u8981\u7684\u662f\u4f60\u5927\u8111\u4e2d\u89e3\u51b3\u95ee\u9898\u7684\u5185\u5728\u601d\u7ef4\u8f68\u8ff9\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5bf9\uff0c\u786e\u5b9e\u662f\u8fd9\u6837\uff0c\u5927\u8111\u4e2d\u7684\u601d\u7ef4\u8f68\u8ff9\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u5982\u679c\u6211\u4eec\u6709\u5341\u4ebf\u4e2a\u8fd9\u79cd\u601d\u7ef4\u8f68\u8ff9\u7684\u6570\u636e\uff0c AGI \u53ef\u80fd\u5c31\u79bb\u6211\u4eec\u4e0d\u8fdc\u4e86\u3002\u4f46\u73b0\u5b9e\u662f\u6211\u4eec\u6ca1\u6709\u8fd9\u4e9b\u6570\u636e\u3002\u6240\u4ee5\u73b0\u5728\u7684\u5f88\u591a\u7814\u7a76\u90fd\u96c6\u4e2d\u5728\u5c06\u6570\u636e\u96c6\u91cd\u65b0\u7ec4\u7ec7\u6210\u8fd9\u79cd\u5185\u5728\u601d\u7ef4\u8f68\u8ff9\u7684\u683c\u5f0f\u4e0a\u3002\u540c\u65f6\uff0c\u8fd8\u6709\u5927\u91cf\u7684\u5408\u6210\u6570\u636e\u751f\u6210\u5de5\u4f5c\u5728\u5e2e\u52a9\u6211\u4eec\u5411\u8fd9\u4e2a\u65b9\u5411\u8fc8\u8fdb\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0c\u73b0\u6709\u7684\u6a21\u578b\u4e5f\u5728\u5e2e\u52a9\u6211\u4eec\u6784\u5efa\u4e0b\u4e00\u4ee3\u6a21\u578b\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u5c31\u50cf\u4e00\u6bb5\u9010\u6b65\u4e0a\u5347\u7684\u53f0\u9636\u3002\u4f60\u89c9\u5f97\u5408\u6210\u6570\u636e\u80fd\u5e2e\u52a9\u6211\u4eec\u8d70\u591a\u8fdc\uff1f\u6bd5\u7adf\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u4f1a\u5e2e\u52a9\u4f60\u66f4\u597d\u5730\u8bad\u7ec3\u4e0b\u4e00\u4e2a\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728\u6570\u636e\u6807\u6ce8\u65b9\u9762\uff0c\u90e8\u5206\u53ef\u80fd\u4f1a\u4f9d\u8d56\u5408\u6210\u6570\u636e\u3002\u4f60\u89c9\u5f97\u5408\u6210\u6570\u636e\u6709\u591a\u91cd\u8981\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u5408\u6210\u6570\u636e\u662f\u6211\u4eec\u552f\u4e00\u7684\u524d\u8fdb\u9014\u5f84\uff0c\u6211\u4eec\u5fc5\u987b\u8ba9\u5b83\u53d1\u6325\u4f5c\u7528\u3002\u4e0d\u8fc7\u5728\u4f7f\u7528\u5408\u6210\u6570\u636e\u65f6\u9700\u8981\u975e\u5e38\u5c0f\u5fc3\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6a21\u578b\u4f1a\u9ed8\u9ed8\u5730\u201c\u574d\u7f29\u201d\u3002\u6bd4\u5982\uff0c\u5f53\u4f60\u53bb\u95ee ChatGPT \u8bb2\u4e2a\u7b11\u8bdd\u65f6\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u8bb2\u51e0\u4e2a\u91cd\u590d\u7684\u7b11\u8bdd\u3002<\/p>\n
\u8fd9\u662f\u56e0\u4e3a\u6a21\u578b\u7684\u5206\u5e03\u574d\u7f29\u4e86\uff0c\u800c\u8fd9\u4e00\u70b9\u662f\u5f88\u96be\u5bdf\u89c9\u7684\u3002\u5f53\u4f60\u770b\u5355\u4e2a\u8f93\u51fa\u65f6\uff0c\u4f60\u53ef\u80fd\u6ca1\u6ce8\u610f\u5230\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u4ece\u6574\u4f53\u5206\u5e03\u6765\u770b\uff0c\u6a21\u578b\u4e27\u5931\u4e86\u591a\u6837\u6027\u548c\u4e30\u5bcc\u6027\u3002<\/p>\n
\u56e0\u6b64\uff0c\u5728\u751f\u6210\u5408\u6210\u6570\u636e\u65f6\uff0c\u4f60\u9700\u8981\u786e\u4fdd\u4fdd\u6301\u6570\u636e\u96c6\u7684\u71b5\uff0c\u4e5f\u5c31\u662f\u591a\u6837\u6027\u548c\u4e30\u5bcc\u6027\u3002\u6211\u4eec\u6709\u5f88\u591a\u6280\u672f\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u6bd4\u5982\uff0c\u6709\u4eba\u53d1\u5e03\u4e86\u4e00\u4e2a\u201cpersona dataset\u201d\uff0c\u5b83\u5305\u542b\u4e86\u5341\u4ebf\u4e2a\u4eba\u7269\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u6a21\u62df\u4e86\u5404\u79cd\u4eba\u7c7b\u7684\u4e2a\u6027\u548c\u80cc\u666f\u3002<\/p>\n
\u8fd9\u4e2a\u6570\u636e\u96c6\u5305\u62ec\u201c\u6211\u662f\u8001\u5e08\u201d\u6216\u201c\u6211\u662f\u827a\u672f\u5bb6\uff0c\u6211\u4f4f\u5728\u67d0\u5730\uff0c\u6211\u505a\u4ec0\u4e48\u201d\u7b49\u80cc\u666f\u63cf\u8ff0\u3002\u5408\u6210\u6570\u636e\u751f\u6210\u4e0d\u4ec5\u4ec5\u662f\u201c\u5b8c\u6210\u8fd9\u4e2a\u4efb\u52a1\u5e76\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u8fdb\u884c\u201d\uff0c\u4f60\u8fd8\u53ef\u4ee5\u52a0\u5165\u4e2a\u6027\u5316\u7684\u63cf\u8ff0\u4fe1\u606f\uff0c\u8fd9\u6837\u53ef\u4ee5\u5f3a\u8feb\u6a21\u578b\u63a2\u7d22\u66f4\u591a\u7684\u7a7a\u95f4\uff0c\u4fdd\u6301\u6570\u636e\u96c6\u7684\u71b5\u3002<\/p>\n
\u6240\u4ee5\uff0c\u5728\u8fd9\u65b9\u9762\u9700\u8981\u975e\u5e38\u5c0f\u5fc3\uff0c\u786e\u4fdd\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u88ab\u4fdd\u7559\uff0c\u8fd9\u4e5f\u662f\u5f53\u524d\u6700\u5927\u7684\u6311\u6218\u4e4b\u4e00\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u89c9\u5f97\u6211\u4eec\u4ece\u8fd9\u4e9b\u7814\u7a76\u4e2d\u5b66\u5230\u4e86\u5173\u4e8e\u4eba\u7c7b\u8ba4\u77e5\u7684\u4ec0\u4e48\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4e0d\u786e\u5b9a\u6211\u4eec\u662f\u5426\u771f\u7684\u5b66\u5230\u4e86\u5f88\u591a\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4e5f\u8bb8\u6211\u4eec\u6b63\u5728\u63a2\u7d22\u63a8\u7406\u8f68\u8ff9\u7684\u5f62\u6001\uff0c\u8fd9\u5176\u5b9e\u5bf9\u7406\u89e3\u5927\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\u4e5f\u5f88\u6709\u5e2e\u52a9\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u89c9\u5f97\u4f7f\u7528\u7c7b\u6bd4\u65f6\u9700\u8981\u5c0f\u5fc3\uff0c\u56e0\u4e3a\u5b83\u4eec\u5176\u5b9e\u662f\u975e\u5e38\u4e0d\u540c\u7684\u4e8b\u7269\u3002\u4e0d\u8fc7\u6211\u786e\u5b9e\u8ba4\u4e3a\u6709\u4e9b\u7c7b\u6bd4\u662f\u53ef\u4ee5\u501f\u9274\u7684\u3002<\/p>\n
\u6bd4\u5982\u8bf4\uff0c\u5728\u67d0\u4e9b\u65b9\u9762\uff0cTransformer \u5b9e\u9645\u4e0a\u6bd4\u4eba\u7c7b\u5927\u8111\u66f4\u51fa\u8272\u3002Transformer \u662f\u4e00\u4e2a\u6548\u7387\u66f4\u9ad8\u7684\u7cfb\u7edf\u3002\u4e4b\u6240\u4ee5\u5b83\u76ee\u524d\u8fd8\u6ca1\u6709\u8fbe\u5230\u4eba\u8111\u7684\u6c34\u5e73\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u6570\u636e\u95ee\u9898\uff0c\u8fd9\u662f\u7684\u7b2c\u4e00\u4e2a\u8fd1\u4f3c\u539f\u56e0\u3002<\/p>\n
\u6bd4\u5982\u5728\u8bb0\u5fc6\u5e8f\u5217\u65b9\u9762\uff0cTransformer \u8fdc\u80dc\u4e8e\u4eba\u7c7b\u3002\u5982\u679c\u4f60\u7ed9\u5b83\u4e00\u4e2a\u5e8f\u5217\uff0c\u5e76\u8fdb\u884c\u4e00\u6b21\u524d\u5411\u548c\u540e\u5411\u4f20\u64ad\uff0c\u90a3\u4e48\u5f53\u4f60\u7ed9\u5b83\u63d0\u4f9b\u8fd9\u4e2a\u5e8f\u5217\u7684\u524d\u51e0\u4e2a\u5143\u7d20\u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u5b8c\u6210\u5269\u4e0b\u7684\u90e8\u5206\u3002\u800c\u4eba\u7c7b\u5982\u679c\u53ea\u770b\u4e00\u6b21\u5e8f\u5217\uff0c\u51e0\u4e4e\u4e0d\u53ef\u80fd\u8bb0\u4f4f\u5b83\u3002<\/p>\n
\u6240\u4ee5 Transformer \u7684\u68af\u5ea6\u4f18\u5316\u8fc7\u7a0b\uff08\u524d\u5411\u548c\u540e\u5411\u66f4\u65b0\uff09\u5728\u67d0\u4e9b\u65b9\u9762\u6bd4\u5927\u8111\u7684\u5b66\u4e60\u673a\u5236\u66f4\u52a0\u9ad8\u6548\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u786e\u66f4\u597d\uff0c\u53ea\u662f\u5b83\u4eec\u8fd8\u6ca1\u6709\u5b8c\u5168\u5c55\u73b0\u51fa\u5b83\u4eec\u7684\u6f5c\u529b\u3002\u4f46\u5728\u5f88\u591a\u8ba4\u77e5\u65b9\u9762\uff0c\u5b83\u4eec\u4f1a\u9010\u6e10\u663e\u73b0\u51fa\u4f18\u52bf\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5728\u6b63\u786e\u7684\u8f93\u5165\u4e0b\uff0c\u5b83\u4eec\u4f1a\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u8fd9\u786e\u5b9e\u662f\u8ba1\u7b97\u673a\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u7684\u8d8b\u52bf\u3002<\/p>\n
Elad Gil:<\/p>\n
\u5bf9\uff0c\u6211\u89c9\u5f97\u4eba\u7c7b\u7684\u8bb0\u5fc6\u80fd\u529b\u4e5f\u6709\u5c40\u9650\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6ca1\u9519\u3002\u4eba\u7c7b\u5927\u8111\u7684\u5de5\u4f5c\u8bb0\u5fc6\u975e\u5e38\u6709\u9650\uff0c\u800c Transformer \u62e5\u6709\u66f4\u5927\u7684\u5de5\u4f5c\u8bb0\u5fc6\u5bb9\u91cf\uff0c\u800c\u4e14\u8fd9\u79cd\u4f18\u52bf\u4f1a\u6301\u7eed\u4e0b\u53bb\u3002Transformer \u662f\u66f4\u9ad8\u6548\u7684\u5b66\u4e60\u8005\uff0c\u800c\u4eba\u7c7b\u5927\u8111\u5219\u53d7\u5230\u5404\u79cd\u7ea6\u675f\u7684\u9650\u5236\uff0c\u6bd4\u5982\u73af\u5883\u6761\u4ef6\u7b49\u3002\u6240\u4ee5\u8fd9\u4e9b AI \u7cfb\u7edf\u6709\u53ef\u80fd\u5728\u672a\u6765\u8d85\u8d8a\u4eba\u7c7b\u5927\u8111\uff0c\u53ea\u662f\u76ee\u524d\u8fd8\u672a\u5b9e\u73b0\u3002<\/p>\n
Elad Gil:<\/p>\n
\u4f60\u600e\u4e48\u770b\u5f85\u672a\u6765\u4eba\u7c7b\u4e0e AI \u7cfb\u7edf\u7684\u7ed3\u5408\uff1f\u4f60\u89c9\u5f97\u8fd9\u662f\u4e00\u4e2a\u53ef\u80fd\u7684\u65b9\u5411\u5417\uff1f\u6bd4\u5982\u901a\u8fc7AI\u6a21\u578b\u589e\u5f3a\u4eba\u7c7b\u7684\u80fd\u529b\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u5f53\u7136\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u53ef\u80fd\u7684\u65b9\u5411\u3002\u5b9e\u9645\u4e0a\uff0c\u4f7f\u7528 AI \u5de5\u5177\u7684\u5916\u90e8\u7248\u672c\u5df2\u7ecf\u662f\u4e00\u79cd\u62bd\u8c61\u7684\u589e\u5f3a\u65b9\u5f0f\u3002\u7136\u540e\u8fd8\u6709\u201c\u878d\u5408\u201d\u7684\u573a\u666f\uff0c\u5f88\u591a\u4eba\u90fd\u5728\u8ba8\u8bba\u8fd9\u4e00\u70b9\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u5f88\u591a\u4eba\u8ba8\u8bba\u8fd9\u79cd\u201c\u878d\u5408\u201d\uff0c\u4f46\u76ee\u524d\u6211\u4eec\u4e3b\u8981\u662f\u901a\u8fc7\u6307\u5c16\u4e0e\u5de5\u5177\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u8fd9\u662f\u4e00\u79cd\u74f6\u9888\u3002\u4eba\u4eec\u5df2\u7ecf\u8ba8\u8bba\u4e86\u51e0\u5341\u5e74\u6280\u672f\u5de5\u5177\u5982\u4f55\u6269\u5c55\u4eba\u7c7b\u80fd\u529b\uff0c\u6bd4\u5982\u8bf4\u8ba1\u7b97\u673a\u88ab\u79f0\u4e3a\u4eba\u7c7b\u5927\u8111\u7684\u81ea\u884c\u8f66\u3002\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u6280\u672f\u4f5c\u4e3a\u5de5\u5177\u7684\u5916\u5ef6\uff0c\u4f46\u4e00\u4e9bAI\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u672a\u6765\u6211\u4eec\u53ef\u80fd\u4f1a\u901a\u8fc7\u67d0\u79cd\u5f62\u5f0f\u7684\u201c\u795e\u7ecf\u94fe\u63a5\u201d\u6765\u89e3\u51b3\u6f5c\u5728\u7684\u4eba\u673a\u51b2\u7a81\uff0c\u6216\u8005\u901a\u8fc7\u8fd9\u79cd\u878d\u5408\u8fdb\u4e00\u6b65\u589e\u5f3a\u4eba\u7c7b\u80fd\u529b\u3002<\/p>\n
\u6211\u4e0d\u786e\u5b9a\u8fd9\u79cd\u201c\u878d\u5408\u201d\u6700\u7ec8\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\uff0c\u4f46\u6211\u80fd\u60f3\u8c61\u51cf\u5c11\u4eba\u4e0e\u5de5\u5177\u4e4b\u95f4\u7684\u8f93\u5165\u8f93\u51fa\u74f6\u9888\u662f\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002\u6211\u628a\u5b83\u770b\u4f5c\u662f\u4e00\u4e2a\u201c\u5916\u90e8\u5927\u8111\u76ae\u5c42\u201d\uff08exo-cortex\uff09\uff0c\u5c31\u50cf\u5728\u6211\u4eec\u7684\u5927\u8111\u76ae\u5c42\u4e0a\u6dfb\u52a0\u4e86\u4e00\u5c42\u65b0\u529f\u80fd\uff0c\u53ea\u4e0d\u8fc7\u8fd9\u5c42\u65b0\u529f\u80fd\u5728\u4e91\u7aef\uff0c\u4f46\u5b83\u786e\u5b9e\u662f\u5927\u8111\u7684\u4e0b\u4e00\u4e2a\u5c42\u6b21\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u65e9\u5728 2000 \u5e74\u4ee3\u521d\u7684\u300a\u52a0\u901f\u300b\uff08*Accelerando*\uff09\u4e00\u4e66\u4e2d\u5c31\u6709\u7c7b\u4f3c\u7684\u8bbe\u60f3\uff0c\u4e00\u5207\u90fd\u901a\u8fc7\u4e0e\u5927\u8111\u76f8\u8fde\u7684\u8ba1\u7b97\u8bbe\u5907\u5b9e\u73b0\uff0c\u5982\u679c\u4f60\u5931\u53bb\u4e86\u8fd9\u4e9b\u8bbe\u5907\uff0c\u5c31\u4eff\u4f5b\u5931\u53bb\u4e86\u8bb0\u5fc6\u7684\u4e00\u90e8\u5206\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u89c9\u5f97\u8fd9\u975e\u5e38\u6709\u53ef\u80fd\u3002\u800c\u4e14\u4eca\u5929\u7684\u667a\u80fd\u624b\u673a\u5df2\u7ecf\u51e0\u4e4e\u5177\u5907\u4e86\u8fd9\u79cd\u529f\u80fd\u3002\u5982\u679c\u4f60\u5931\u53bb\u4e86\u8fd9\u4e9b\u79d1\u6280\u8bbe\u5907\uff0c\u4f60\u4f1a\u611f\u89c9\u5931\u53bb\u4e86\u4e00\u90e8\u5206\u81ea\u6211\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5c31\u50cf\u5931\u53bb\u4e86\u90e8\u5206\u667a\u529b\u4e00\u6837\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u8fd9\u662f\u975e\u5e38\u6709\u8da3\u7684\u73b0\u8c61\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u5c31\u662f\u5bfc\u822a\uff0c\u73b0\u5728\u5f88\u591a\u4eba\u53d1\u73b0\u81ea\u5df1\u5df2\u7ecf\u65e0\u6cd5\u5728\u57ce\u5e02\u4e2d\u81ea\u884c\u5bfc\u822a\u4e86\uff0c\u56e0\u4e3a\u603b\u662f\u4f9d\u8d56\u4e8e\u9010\u6b65\u7684\u5bfc\u822a\u63d0\u793a\u3002\u5982\u679c\u8fd9\u79cd\u6280\u672f\u66f4\u8fdb\u4e00\u6b65\uff0c\u6bd4\u5982\u5373\u65f6\u7ffb\u8bd1\u7cfb\u7edf\uff0c\u4eba\u4eec\u53ef\u80fd\u5c31\u4f1a\u5931\u53bb\u4e0e\u4e0d\u8bb2\u82f1\u8bed\u7684\u4eba\u4ea4\u6d41\u7684\u80fd\u529b\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4e0d\u8ba4\u4e3a\u8fd9\u79cd\u6280\u672f\u7684\u5b9e\u73b0\u592a\u9065\u8fdc\u4e86\u3002\u4e00\u65e6\u8fd9\u79cd\u5373\u65f6\u7ffb\u8bd1\u7cfb\u7edf\u6210\u4e3a\u4e3b\u6d41\uff0c\u5982\u679c\u4f60\u4e0d\u518d\u4f9d\u8d56\u5b83\uff0c\u53ef\u80fd\u5c31\u65e0\u6cd5\u4e0e\u8bb2\u4e0d\u540c\u8bed\u8a00\u7684\u4eba\u4ea4\u6d41\u3002<\/p>\n
Sara Guo:<\/p>\n
\u6211\u5bf9\u8fd9\u79cd\u60c5\u666f\u5f88\u6709\u4fe1\u5fc3\uff0c\u53ef\u4ee5\u628a\u5927\u8111\u7684\u8fd9\u90e8\u5206\u529f\u80fd\u91ca\u653e\u51fa\u6765\uff0c\u6295\u5165\u5230\u66f4\u6df1\u7684\u7814\u7a76\u4e2d\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u4f60\u53ef\u80fd\u770b\u5230\u8fc7\u90a3\u4e2a\u5c0f\u5b69\u62ff\u7740\u4e00\u672c\u6742\u5fd7\uff0c\u8bd5\u56fe\u5728\u6742\u5fd7\u4e0a\u6ed1\u52a8\uff0c\u5c31\u50cf\u6ed1\u52a8\u5c4f\u5e55\u4e00\u6837\u3002\u8fd9\u8ba9\u6211\u611f\u5230\u60ca\u8bb6\u7684\u662f\uff0c\u8fd9\u4e2a\u5b69\u5b50\u65e0\u6cd5\u5206\u8fa8\u81ea\u7136\u754c\u7684\u4e1c\u897f\u548c\u6280\u672f\u53e0\u52a0\u7684\u4e1c\u897f\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6280\u672f\u592a\u900f\u660e\u4e86\u3002<\/p>\n
\u6211\u89c9\u5f97\u672a\u6765\u53ef\u80fd\u4f1a\u6709\u7c7b\u4f3c\u7684\u60c5\u51b5\uff0c\u4eba\u4eec\u4f1a\u5f00\u59cb\u8ba4\u4e3a\u8fd9\u4e9b\u5de5\u5177\u662f\u81ea\u7136\u800c\u7136\u7684\u4e00\u90e8\u5206\u3002\u7b49\u5230\u4f60\u628a\u8fd9\u4e9b\u5de5\u5177\u62ff\u8d70\u65f6\uff0c\u624d\u610f\u8bc6\u5230\u539f\u6765\u8fd9\u4e9b\u662f\u6280\u672f\uff0c\u800c\u4e0d\u662f\u672c\u80fd\u3002<\/p>\n
Sara Guo:<\/p>\n
\u662f\u7684\uff0c\u5982\u679c\u6211\u4eec\u8c08\u8bba\u5916\u90e8\u5927\u8111\u76ae\u5c42\uff08exo-cortex\uff09\uff0c\u8fd9\u4f3c\u4e4e\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u6982\u5ff5\uff0c\u5982\u4f55\u5c06\u5176\u6c11\u4e3b\u5316\uff0c\u4eba\u4eba\u90fd\u80fd\u4f7f\u7528\u3002\u4f60\u600e\u4e48\u770b\u5f85\u76ee\u524dAI\u7814\u7a76\u9886\u57df\u7684\u5e02\u573a\u7ed3\u6784\uff1f\u6bd4\u5982\u73b0\u5728\u53ea\u6709\u5c11\u6570\u5927\u578b\u5b9e\u9a8c\u5ba4\u6709\u80fd\u529b\u63a8\u8fdb\u4e0b\u4e00\u4ee3\u8bad\u7ec3\uff0c\u8fd9\u4f1a\u5982\u4f55\u5f71\u54cd\u672a\u6765\u7684\u6280\u672f\u666e\u53ca\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u4f60\u521a\u624d\u63d0\u5230\u7684\u53ef\u80fd\u662f\u5173\u4e8e\u751f\u6001\u7cfb\u7edf\u7684\u73b0\u72b6\u3002\u73b0\u5728\u6211\u4eec\u6709\u51e0\u5bb6\u4e3b\u5bfc\u6027\u7684\u5c01\u95ed\u5e73\u53f0\uff0c\u4ee5\u53ca\u4e00\u4e9b\u76f8\u5bf9\u843d\u540e\u7684\u5f00\u6e90\u5e73\u53f0\uff0c\u6bd4\u5982 Meta \u7684 Llama\u3002<\/p>\n
\u8fd9\u79cd\u60c5\u51b5\u5176\u5b9e\u6709\u70b9\u7c7b\u4f3c\u4e8e\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\u7684\u683c\u5c40\u3002\u5f53\u6211\u4eec\u5f00\u59cb\u628a\u8fd9\u4e9b\u4e1c\u897f\u770b\u4f5c\u201c\u5916\u90e8\u5927\u8111\u76ae\u5c42\u201d\uff08exo-cortex\uff09\u65f6\uff0c\u8fd9\u5c31\u50cf\u52a0\u5bc6\u8d27\u5e01\u4e2d\u7684\u4e00\u53e5\u8bdd\uff1a\u201c\u6ca1\u6709\u4f60\u7684\u5bc6\u94a5\uff0c\u5c31\u6ca1\u6709\u4f60\u7684\u5e01\u201d\u3002<\/p>\n
\u90a3\u4e48\uff0c\u662f\u5426\u53ef\u4ee5\u8bf4\uff0c\u5982\u679c\u4e0d\u662f\u4f60\u62e5\u6709\u7684\u6743\u91cd\uff0c\u90a3\u4e5f\u4e0d\u662f\u4f60\u7684\u5927\u8111\uff1f\u8fd9\u5f88\u6709\u8da3\uff0c\u56e0\u4e3a\u516c\u53f8\u5b9e\u9645\u4e0a\u5728\u63a7\u5236\u4f60\u7684\u4e00\u90e8\u5206\u201c\u5916\u90e8\u5927\u8111\u76ae\u5c42\u201d\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u542c\u8d77\u6765\u786e\u5b9e\u6709\u70b9\u4fb5\u5165\u6027\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5982\u679c\u8fd9\u662f\u6211\u7684\u5916\u90e8\u5927\u8111\u76ae\u5c42\uff0c\u6211\u60f3\u6211\u4f1a\u66f4\u52a0\u5728\u610f\u62e5\u6709\u6743\u7684\u95ee\u9898\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u5bf9\uff0c\u4f60\u4f1a\u610f\u8bc6\u5230\u4f60\u662f\u5728\u79df\u7528\u4f60\u7684\u5927\u8111\uff0c\u8fd9\u542c\u8d77\u6765\u5f88\u5947\u602a\uff0c\u50cf\u662f\u5728\u79df\u7528\u5927\u8111\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5982\u679c\u6709\u4e00\u4e2a\u601d\u60f3\u5b9e\u9a8c\uff0c\u4f60\u613f\u610f\u653e\u5f03\u6240\u6709\u6743\u5e76\u79df\u7528\u4e00\u4e2a\u66f4\u597d\u7684\u5927\u8111\u5417\uff1f\u6211\u60f3\u6211\u4f1a\u613f\u610f\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u8fd9\u662f\u6211\u4eec\u9700\u8981\u6743\u8861\u7684\u4e1c\u897f\u3002\u4e5f\u8bb8\u6211\u4eec\u4f1a\u9ed8\u8ba4\u4f7f\u7528\u90a3\u4e9b\u5c01\u95ed\u7248\u672c\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u6548\u679c\u975e\u5e38\u597d\uff0c\u4f46\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u4f9d\u8d56\u4e00\u4e9b\u5907\u7528\u65b9\u6848\u3002<\/p>\n
\u6211\u89c9\u5f97\u8fd9\u5c31\u662f\u73b0\u5728\u7684\u53d1\u5c55\u65b9\u5411\u3002\u6bd4\u5982\uff0c\u5f53\u4e00\u4e9b\u5c01\u95ed\u6e90\u63d0\u4f9b\u5546\u7684API\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u4eba\u4eec\u4f1a\u5b9e\u73b0\u5907\u7528\u65b9\u6848\uff0c\u8f6c\u5411\u81ea\u5df1\u5b8c\u5168\u63a7\u5236\u7684\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\u3002\u8fd9\u8ba9\u4ed6\u4eec\u611f\u89c9\u66f4\u52a0\u81ea\u4e3b\u3002<\/p>\n
Sara Guo:<\/p>\n
\u6240\u4ee5\uff0c\u5f00\u6e90\u7cfb\u7edf\u7684\u6301\u7eed\u8fdb\u6b65\u975e\u5e38\u91cd\u8981\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211 100% \u540c\u610f\u3002\u8fd9\u53ef\u80fd\u73b0\u5728\u5e76\u4e0d\u662f\u4e00\u4e2a\u5927\u5bb6\u90fd\u8ba4\u53ef\u7684\u89c2\u70b9\uff0c\u4f46\u5b83\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002<\/p>\n
Elad Gil:<\/p>\n
\u6211\u4e00\u76f4\u5728\u60f3\uff0c\u6700\u5c0f\u7684\u9ad8\u6548\u6a21\u578b\u53ef\u4ee5\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u65e0\u8bba\u662f\u5728\u53c2\u6570\u5927\u5c0f\u4e0a\u8fd8\u662f\u5176\u4ed6\u65b9\u9762\uff0c\u4f60\u5bf9\u6b64\u600e\u4e48\u770b\uff1f\u4f60\u5bf9\u5c0f\u578b\u6a21\u578b\u7684\u84b8\u998f\u6709\u5f88\u591a\u601d\u8003\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6a21\u578b\u53ef\u4ee5\u975e\u5e38\u5c0f\u3002\u73b0\u5728\u7684\u6a21\u578b\u6d6a\u8d39\u4e86\u5927\u91cf\u5bb9\u91cf\uff0c\u8bb0\u4f4f\u4e86\u4e00\u4e9b\u65e0\u5173\u7d27\u8981\u7684\u4e1c\u897f\uff0c\u6bd4\u5982\u5b83\u4eec\u8bb0\u4f4f\u4e86\u6563\u5217\u503c\u548c\u8fc7\u65f6\u7684\u4fe1\u606f\u3002<\/p>\n
Sara Guo:<\/p>\n
\u662f\u56e0\u4e3a\u6570\u636e\u96c6\u6ca1\u6709\u7ecf\u8fc7\u7b5b\u9009\uff0c\u6700\u597d\u7684\u90e8\u5206\u6ca1\u6709\u88ab\u7a81\u51fa\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u8fd9\u79cd\u60c5\u51b5\u4f1a\u6539\u53d8\u3002\u6211\u4eec\u53ea\u9700\u8981\u627e\u5230\u8ba4\u77e5\u6838\u5fc3\uff0c\u8fd9\u4e2a\u6838\u5fc3\u53ef\u4ee5\u975e\u5e38\u5c0f\u3002\u5b83\u53ea\u9700\u8981\u5904\u7406\u6700\u91cd\u8981\u7684\u4e8b\u60c5\uff0c\u5176\u4ed6\u4fe1\u606f\u5982\u679c\u9700\u8981\u53ef\u4ee5\u901a\u8fc7\u5de5\u5177\u83b7\u53d6\u3002<\/p>\n
Sara Guo:<\/p>\n
\u90a3\u8fd9\u4e2a\u8ba4\u77e5\u6838\u5fc3\u9700\u8981 30 \u4ebf\u53c2\u6570\u8fd8\u662f 200 \u4ebf\u53c2\u6570\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u751a\u81f3 10 \u4ebf\u53c2\u6570\u53ef\u80fd\u5c31\u8db3\u591f\u4e86\uff0c\u6a21\u578b\u53ef\u4ee5\u975e\u5e38\u5c0f\u3002\u6211\u4e4b\u6240\u4ee5\u8fd9\u4e48\u8bf4\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u84b8\u998f\u8fc7\u7a0b\u975e\u5e38\u6709\u6548\u3002\u4f60\u53ef\u4ee5\u7528\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u5927\u91cf\u8ba1\u7b97\uff0c\u53bb\u6559\u4e00\u4e2a\u5c0f\u6a21\u578b\uff0c\u800c\u8fd9\u4e2a\u5c0f\u6a21\u578b\u53ef\u4ee5\u4fdd\u7559\u5927\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n
Elad Gil:<\/p>\n
\u4f60\u80fd\u628a\u8fd9\u79cd\u84b8\u998f\u8fc7\u7a0b\u91cf\u5316\u4e3a\u67d0\u79cd\u6570\u5b66\u8868\u8fbe\u5f0f\u5417\uff1f\u6709\u6ca1\u6709\u4e00\u79cd\u4fe1\u606f\u7406\u8bba\u7684\u65b9\u5f0f\u53bb\u8868\u793a\u8fd9\u4e2a\u8fc7\u7a0b\uff1f\u611f\u89c9\u6211\u4eec\u5e94\u8be5\u53ef\u4ee5\u901a\u8fc7\u67d0\u79cd\u65b9\u5f0f\u6765\u8ba1\u7b97\u51fa\u9700\u8981\u7684\u6a21\u578b\u5927\u5c0f\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4eec\u73b0\u5728\u5904\u7406\u7684\u662f\u4e92\u8054\u7f51\u6570\u636e\uff0c\u4e92\u8054\u7f51\u6570\u636e\u7684\u6709\u7528\u4fe1\u606f\u53ef\u80fd\u53ea\u5360\u5f88\u5c0f\u4e00\u90e8\u5206\uff0c\u5927\u90e8\u5206\u90fd\u662f\u566a\u97f3\u3002\u5173\u952e\u662f\u63d0\u53d6\u51fa\u6709\u7528\u7684\u201c\u8ba4\u77e5\u201d\u90e8\u5206\u3002<\/p>\n
Elad Gil:<\/p>\n
\u53ef\u80fd\u53e6\u4e00\u79cd\u65b9\u5f0f\u662f\u5c06\u8ba4\u77e5\u80fd\u529b\u4e0e\u6a21\u578b\u5927\u5c0f\u76f8\u5173\u8054\uff0c\u6216\u8005\u8bf4\u5982\u4f55\u7528\u67d0\u79cd\u65b9\u5f0f\u6355\u6349\u8ba4\u77e5\u80fd\u529b\u76f8\u5bf9\u4e8e\u6a21\u578b\u5927\u5c0f\u7684\u8868\u73b0\uff0c\u4e5f\u8bb8\u6ca1\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u65b9\u5f0f\u53bb\u8868\u793a\u8fd9\u79cd\u5173\u7cfb\u3002\u4f4610\u4ebf\u53c2\u6570\u53ef\u80fd\u5df2\u7ecf\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u8ba4\u77e5\u6838\u5fc3\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u89c9\u5f97\u53ef\u80fd\u662f\u8fd9\u6837\u7684\uff0c\u751a\u81f3 10 \u4ebf\u53c2\u6570\u53ef\u80fd\u90fd\u591a\u4e86\u3002<\/p>\n
Sara Guo:<\/p>\n
\u60f3\u5230\u8fd9\u4e00\u70b9\u8fd8\u662f\u5f88\u4ee4\u4eba\u5174\u594b\u7684\uff0c\u5c24\u5176\u662f\u8003\u8651\u5230\u8fd9\u79cd\u5c0f\u6a21\u578b\u53ef\u4ee5\u90e8\u7f72\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e91\u8ba1\u7b97\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u8fd9\u786e\u5b9e\u5bf9\u6a21\u578b\u7684\u4f7f\u7528\u65b9\u5f0f\u5e26\u6765\u4e86\u5f88\u5927\u7684\u6539\u53d8\uff0c\u8fd9\u5f88\u6fc0\u52a8\u4eba\u5fc3\u3002<\/p>\n
Sara Guo:<\/p>\n
\u5c11\u4e8e 10 \u4ebf\u53c2\u6570\uff0c\u610f\u5473\u7740\u6211\u53ef\u4ee5\u5728\u672c\u5730\u8bbe\u5907\u4e0a\u62e5\u6709\u6211\u7684\u201c\u5916\u90e8\u5927\u8111\u76ae\u5c42\u201d\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u6211\u89c9\u5f97\u672a\u6765\u53ef\u80fd\u4e0d\u662f\u5355\u4e00\u7684\u6a21\u578b\uff0c\u800c\u662f\u591a\u6a21\u578b\u5e76\u884c\u5408\u4f5c\u7684\u7cfb\u7edf\u3002\u5e76\u884c\u5904\u7406\u5728\u672a\u6765\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\uff0c\u800c\u4e0d\u53ea\u662f\u4f9d\u8d56\u987a\u5e8f\u5904\u7406\u3002<\/p>\n
\u50cf\u516c\u53f8\u4e00\u6837\uff0c\u4fe1\u606f\u5904\u7406\u4e5f\u662f\u5206\u5c42\u7ea7\u7684\uff0c\u67d0\u4e9b\u4fe1\u606f\u9700\u8981\u4e0d\u540c\u5c42\u6b21\u7684\u5904\u7406\uff0c\u8fd9\u4e5f\u662f\u516c\u53f8\u5185\u90e8\u7684\u4e00\u79cd\u5e76\u884c\u5316\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n
\u672a\u6765\u7684\u6a21\u578b\u4f1a\u50cf\u516c\u53f8\u4e00\u6837\u5206\u5e03\u5728\u4e0d\u540c\u7684\u5c42\u7ea7\u548c\u9886\u57df\uff0c\u6bd4\u5982\u67d0\u4e2a\u6a21\u578b\u662f\u7a0b\u5e8f\u5458\uff0c\u53e6\u4e00\u4e2a\u662f\u7a0b\u5e8f\u7ba1\u7406\u8005\u3002\u591a\u4e2a\u6a21\u578b\u53ef\u4ee5\u5e76\u884c\u5de5\u4f5c\uff0c\u534f\u540c\u5b8c\u6210\u8ba1\u7b97\u4efb\u52a1\u3002<\/p>\n
Elad Gil:<\/p>\n
\u8fd9\u542c\u8d77\u6765\u66f4\u50cf\u662f\u4e00\u4e2a\u751f\u7269\u751f\u6001\u7cfb\u7edf\uff0c\u4e0d\u540c\u7684\u89d2\u8272\u548c\u751f\u6001\u4f4d\u76f8\u4e92\u5408\u4f5c\u3002<\/p>\n
Sara Guo:<\/p>\n
\u6839\u636e\u95ee\u9898\u7684\u96be\u5ea6\u548c\u4e0d\u540c\u7684\u4e13\u4e1a\u9886\u57df\uff0c\u4f60\u53ef\u4ee5\u81ea\u52a8\u5730\u5c06\u4efb\u52a1\u5347\u7ea7\u5230\u201c\u96c6\u7fa4\u201d\u7684\u5176\u4ed6\u90e8\u5206\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u53ef\u80fd\u67d0\u4e9b\u6a21\u578b\u662f\u9ad8\u6027\u80fd\u7684\u4e91\u7aef\u6a21\u578b\uff0c\u800c\u5176\u4ed6\u6a21\u578b\u53ef\u80fd\u662f\u66f4\u5ec9\u4ef7\u7684\u8d44\u6e90\u6a21\u578b\u3002<\/p>\n
Sara Guo:<\/p>\n
\u800c\u4e14\u6bcf\u4e2a\u4eba\u7684\u6210\u672c\u51fd\u6570\u53ef\u80fd\u662f\u4e0d\u540c\u7684\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u8fd9\u786e\u5b9e\u5f88\u6709\u8da3\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u79bb\u5f00 OpenAI \uff0c\u5f00\u59cb\u4ece\u4e8b\u6559\u80b2\u9886\u57df\u7684\u5de5\u4f5c\u3002\u4f60\u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u6559\u80b2\u8005\uff0c\u4e3a\u4ec0\u4e48\u51b3\u5b9a\u505a\u8fd9\u4e2a\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4e00\u76f4\u4ee5\u6765\u90fd\u70ed\u7231\u6559\u80b2\uff0c\u559c\u6b22\u5b66\u4e60\u548c\u6559\u5b66\u3002\u8fd9\u4e00\u76f4\u662f\u6211\u975e\u5e38\u70ed\u60c5\u7684\u9886\u57df\u3002\u800c\u53e6\u4e00\u4e2a\u63a8\u52a8\u6211\u7684\u539f\u56e0\u662f\uff0c\u6211\u89c9\u5f97\u73b0\u5728 AI \u7684\u5f88\u591a\u5e94\u7528\u90fd\u662f\u5728\u53d6\u4ee3\u4eba\u7c7b\u5de5\u4f5c\uff0c\u4f46\u6211\u66f4\u611f\u5174\u8da3\u7684\u662f\u90a3\u4e9b\u80fd\u8d4b\u80fd\u4eba\u7c7b\u7684 AI\u3002<\/p>\n
\u6211\u4e0d\u5e0c\u671b\u770b\u5230\u4e00\u4e2a\u4eba\u7c7b\u88ab\u8fb9\u7f18\u5316\u7684\u672a\u6765\uff0c\u800c\u662f\u5e0c\u671b\u770b\u5230\u4e00\u4e2a\u4eba\u7c7b\u53d8\u5f97\u66f4\u52a0\u4f18\u79c0\u7684\u672a\u6765\u3002\u5982\u679c\u6bcf\u4e2a\u4eba\u90fd\u6709\u4e00\u4e2a\u5b8c\u7f8e\u7684\u5bfc\u5e08\u6765\u5b66\u4e60\u5404\u4e2a\u79d1\u76ee\uff0c\u4eba\u7c7b\u53ef\u4ee5\u8d70\u5f97\u5f88\u8fdc\u3002<\/p>\n
\u6211\u4eec\u770b\u5230\u6709\u94b1\u4eba\u96c7\u4f63\u79c1\u4eba\u6559\u5e08\uff0c\u786e\u5b9e\u80fd\u53d6\u5f97\u5f88\u597d\u7684\u7ed3\u679c\u3002\u901a\u8fc7 AI\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0\u7c7b\u4f3c\u7684\u6548\u679c\uff0c\u751a\u81f3\u662f\u8d85\u8d8a\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c1980 \u5e74\u4ee3\u6709\u4e00\u4e2a\u7ecf\u5178\u7684\u7814\u7a76\u663e\u793a\uff0c\u4e00\u5bf9\u4e00\u8f85\u5bfc\u53ef\u4ee5\u4f7f\u5b66\u751f\u7684\u6210\u7ee9\u63d0\u9ad8\u4e00\u4e2a\u6807\u51c6\u5dee\u3002\u4f60\u89c9\u5f97 AI \u5982\u4f55\u80fd\u591f\u5b9e\u73b0\u8fd9\u6837\u7684\u6548\u679c\uff1f\u54ea\u4e9b\u4ea7\u54c1\u4f1a\u9996\u5148\u5e2e\u52a9\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u53d7\u5230\u4e00\u4e9b\u7075\u611f\u7684\u542f\u53d1\u3002\u5f53\u524d\uff0c\u6211\u6b63\u5728\u5c1d\u8bd5\u6784\u5efa\u4e00\u95e8 AI \u8bfe\u7a0b\uff0c\u6211\u60f3\u8ba9\u5b83\u6210\u4e3a\u6bcf\u4e2a\u4eba\u5b66\u4e60AI\u65f6\u9996\u5148\u60f3\u5230\u7684\u8bfe\u7a0b\u3002<\/p>\n
\u6211\u66fe\u7ecf\u5728\u65af\u5766\u798f\u6559\u6388 AI \u8bfe\u7a0b\uff0c\u4f46\u95ee\u9898\u662f\uff0c\u5982\u4f55\u8ba9\u8bfe\u7a0b\u89c4\u6a21\u5316\uff0c\u80fd\u591f\u8986\u76d6\u5168\u740380\u4ebf\u4eba\uff0c\u5e76\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u3001\u4e0d\u540c\u6c34\u5e73\u7684\u5b66\u751f\uff1f\u5355\u9760\u4e00\u4e2a\u6559\u5e08\u662f\u65e0\u6cd5\u505a\u5230\u8fd9\u4e00\u70b9\u7684\uff0c\u6240\u4ee5\u6211\u5728\u8003\u8651\u5982\u4f55\u7528 AI \u6765\u6269\u5c55\u8fd9\u79cd\u6559\u5e08\u7684\u80fd\u529b\u3002<\/p>\n
\u6211\u7684\u60f3\u6cd5\u662f\uff0c\u6559\u5e08\u8d1f\u8d23\u8bfe\u7a0b\u7684\u521b\u5efa\u548c\u8bbe\u8ba1\uff0c\u800cAI\u5219\u6210\u4e3a\u524d\u7aef\uff0c\u4e0e\u5b66\u751f\u8fdb\u884c\u4e92\u52a8\uff0c\u5e2e\u52a9\u4ed6\u4eec\u5b66\u4e60\u3002\u6559\u5e08\u4e0d\u518d\u76f4\u63a5\u63a5\u89e6\u5b66\u751f\uff0c\u800c\u662f\u5728\u5e55\u540e\u8bbe\u8ba1\u6750\u6599\uff0cAI\u5219\u8d1f\u8d23\u8bb2\u89e3\u3002<\/p>\n
Sara Guo:<\/p>\n
\u6211\u662f\u5426\u53ef\u4ee5\u628a\u8fd9\u770b\u4f5c\u662f\u201cAI \u52a9\u6559\u201d\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u53ef\u4ee5\u8fd9\u4e48\u7406\u89e3\u3002AI \u662f\u5b66\u751f\u7684\u524d\u7aef\u63a5\u53e3\uff0c\u5f15\u5bfc\u4ed6\u4eec\u5b8c\u6210\u8bfe\u7a0b\u3002\u8fd9\u662f\u76ee\u524d\u53ef\u4ee5\u5b9e\u73b0\u7684\uff0c\u867d\u7136\u8fd8\u6ca1\u6709\u5b8c\u5168\u5b58\u5728\uff0c\u4f46\u6211\u76f8\u4fe1\u8fd9\u662f\u53ef\u884c\u7684\u3002<\/p>\n
\u968f\u7740 AI \u80fd\u529b\u7684\u63d0\u5347\uff0c\u672a\u6765\u53ef\u80fd\u4f1a\u5bf9\u8bfe\u7a0b\u7ed3\u6784\u8fdb\u884c\u91cd\u6784\u3002\u6211\u4e13\u6ce8\u4e8e\u627e\u5230\u90a3\u4e9b\u4eca\u5929AI\u80fd\u529b\u53ef\u4ee5\u80dc\u4efb\u7684\u4efb\u52a1\uff0c\u8fd9\u79cd\u601d\u8def\u8ba9\u6211\u80fd\u591f\u8bbe\u8ba1\u51fa\u66f4\u52a0\u5b9e\u9645\u7684\u4ea7\u54c1\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u63d0\u5230\u7684\u4e00\u70b9\u8ba9\u6211\u611f\u5230\u975e\u5e38\u9f13\u821e\uff0c\u7279\u522b\u662f\u6765\u81ea\u4f60\u5bf9\u7814\u7a76\u73b0\u72b6\u7684\u6df1\u523b\u7406\u89e3\u3002\u6211\u4eec\u4e0d\u77e5\u9053\u5728\u4eba\u7c7b\u5177\u5907\u66f4\u597d\u5de5\u5177\u7684\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u80fd\u529b\u7684\u6781\u9650\u5728\u54ea\u91cc\u3002<\/p>\n
\u5c31\u50cf\u6211\u4eec\u5728\u6700\u8fd1\u7684\u5965\u8fd0\u4f1a\u4e0a\u770b\u5230\u7684\uff0c\u8fd0\u52a8\u5458\u7684\u6210\u7ee9\u6bd4\u5341\u5e74\u524d\u5927\u5927\u63d0\u9ad8\uff0c\u56e0\u4e3a\u4ed6\u4eec\u4ece\u5c0f\u5c31\u5f00\u59cb\u8bad\u7ec3\uff0c\u4f7f\u7528\u4e86\u66f4\u79d1\u5b66\u7684\u8bad\u7ec3\u65b9\u6cd5\u548c\u8bbe\u5907\u3002<\/p>\n
\u4f60\u76f8\u4fe1\u4eba\u7c7b\u7684\u5b66\u4e60\u80fd\u529b\u5728\u672a\u6765\u53ef\u4ee5\u901a\u8fc7\u66f4\u5b8c\u5584\u7684\u5de5\u5177\u548c\u8bfe\u7a0b\u5f97\u5230\u5927\u5e45\u63d0\u5347\uff0c\u8fd9\u4e00\u70b9\u771f\u7684\u975e\u5e38\u632f\u594b\u4eba\u5fc3\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u6211\u89c9\u5f97\u6211\u4eec\u8fde\u53ef\u80fd\u6027\u7684\u8868\u9762\u90fd\u8fd8\u6ca1\u89e6\u53ca\u3002\u8fd9\u91cc\u6709\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u4e00\u4e2a\u662f\u5168\u7403\u5316\u7684\u7ef4\u5ea6\uff0c\u6211\u5e0c\u671b\u6bcf\u4e2a\u4eba\u90fd\u80fd\u83b7\u5f97\u4f18\u8d28\u6559\u80b2\u3002<\/p>\n
\u53e6\u4e00\u4e2a\u662f\u4e2a\u4f53\u5c42\u9762\u7684\uff0c\u63a2\u7d22\u5355\u4e2a\u4e2a\u4f53\u80fd\u8d70\u591a\u8fdc\u3002\u6211\u89c9\u5f97\u8fd9\u4e24\u70b9\u90fd\u975e\u5e38\u6709\u8da3\u548c\u6fc0\u52a8\u4eba\u5fc3\u3002<\/p>\n
Elad Gil:<\/p>\n
\u901a\u5e38\u4eba\u4eec\u5728\u8ba8\u8bba\u4e00\u5bf9\u4e00\u5b66\u4e60\u65f6\uff0c\u8c08\u8bba\u7684\u662f\u4e2a\u6027\u5316\u5b66\u4e60\uff0c\u5373\u6839\u636e\u5b66\u751f\u7684\u6c34\u5e73\u6311\u6218\u4ed6\u4eec\u3002\u4f60\u89c9\u5f97AI\u53ef\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\u5417\uff1f\u8fd8\u662f\u76ee\u524dAI\u7684\u91cd\u70b9\u5728\u4e8e\u8986\u76d6\u8303\u56f4\u548c\u591a\u8bed\u8a00\u652f\u6301\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u76ee\u524d AI \u5728\u7ffb\u8bd1\u548c\u591a\u8bed\u8a00\u652f\u6301\u65b9\u9762\u5df2\u7ecf\u975e\u5e38\u51fa\u8272\uff0c\u8fd9\u4e9b\u662f\u73b0\u6210\u7684\u6210\u679c\u3002\u81f3\u4e8e\u4e2a\u6027\u5316\u9002\u5e94\u5b66\u751f\u80cc\u666f\u7684\u80fd\u529b\uff0c\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u4f46\u5e76\u4e0d\u592a\u9065\u8fdc\u3002<\/p>\n
\u5982\u679c\u5b66\u751f\u6709\u7269\u7406\u5b66\u80cc\u666f\uff0cAI \u53ef\u4ee5\u6839\u636e\u8fd9\u4e2a\u4fe1\u606f\u8fdb\u884c\u8c03\u9002\uff0c\u8fd9\u5728\u6559\u80b2\u4e2d\u662f\u975e\u5e38\u6709\u7528\u7684\u3002\u6211\u60f3\u8fd9\u5c06\u662f\u6211\u4eec\u8981\u52aa\u529b\u5b9e\u73b0\u7684\u65b9\u5411\uff0c\u867d\u7136\u76ee\u524d\u8fd8\u4e0d\u5b8c\u5168\u5177\u5907\u8fd9\u79cd\u80fd\u529b\u3002<\/p>\n
Elad Gil:<\/p>\n
\u662f\u7684\uff0c\u4e2a\u6027\u5316\u5b66\u4e60\u7684\u96be\u70b9\u5728\u4e8e\uff0c\u4e0d\u540c\u5b66\u751f\u5728\u4e0d\u540c\u9886\u57df\u7684\u5b66\u4e60\u901f\u5ea6\u4e0d\u540c\uff0c\u5982\u4f55\u6839\u636e\u5b66\u751f\u7684\u60c5\u51b5\u8c03\u6574\u6559\u5b66\u5185\u5bb9\u662f\u4e00\u5927\u6311\u6218\u3002\u4e0d\u8fc7\uff0c\u6211\u76f8\u4fe1\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0cAI\u6a21\u578b\u4f1a\u8d8a\u6765\u8d8a\u64c5\u957f\u8fd9\u4e00\u70b9\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0cAI \u7684\u5f88\u591a\u80fd\u529b\u73b0\u5728\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u63d0\u793a\u5b9e\u73b0\uff0c\u4f46\u4ece\u6f14\u793a\u5230\u5b9e\u9645\u4ea7\u54c1\u4e4b\u95f4\u8fd8\u6709\u4e00\u5b9a\u8ddd\u79bb\u3002\u6211\u4f1a\u8bf4\uff0c\u6f14\u793a\u5df2\u7ecf\u5f88\u63a5\u8fd1\u4e86\uff0c\u4f46\u4ea7\u54c1\u5316\u8fd8\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u3002<\/p>\n
Elad Gil:<\/p>\n
\u5728\u79d1\u7814\u754c\uff0c\u4eba\u4eec\u5e38\u5e38\u8ba8\u8bba\u4e0d\u540c\u5b9e\u9a8c\u5ba4\u7684\u80cc\u666f\uff0c\u5f88\u591a\u8bfa\u8d1d\u5c14\u5956\u5f97\u4e3b\u66fe\u5728\u5176\u4ed6\u8bfa\u5956\u5f97\u4e3b\u7684\u5b9e\u9a8c\u5ba4\u5de5\u4f5c\u3002\u4f60\u89c9\u5f97\u5728\u4ee5 AI \u4e3a\u4e2d\u5fc3\u7684\u6559\u80b2\u4e16\u754c\u91cc\uff0c\u5982\u4f55\u4fdd\u6301\u8fd9\u79cd\u77e5\u8bc6\u4f20\u627f\u548c\u6587\u5316\u4f20\u64ad\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4e0d\u5e0c\u671b\u751f\u6d3b\u5728\u4e00\u4e2a\u201c\u80cc\u666f\u201d\u592a\u91cd\u8981\u7684\u4e16\u754c\u91cc\u3002\u6211\u5e0c\u671bAI\u80fd\u591f\u6253\u7834\u8fd9\u79cd\u7ed3\u6784\uff0c\u56e0\u4e3a\u5b83\u6709\u70b9\u50cf\u662f\u5bf9\u7a00\u7f3a\u8d44\u6e90\u7684\u628a\u63a7\uff0c\u6bd4\u5982\u62e5\u6709\u67d0\u79cd\u80cc\u666f\u7684\u4eba\u7684\u6570\u91cf\u6709\u9650\u3002\u6211\u5e0c\u671bAI\u80fd\u591f\u6539\u53d8\u8fd9\u4e00\u70b9\u3002<\/p>\n
\u6211\u89c9\u5f97\u5728\u8003\u8651\u672a\u6765\u7684\u6559\u80b2\u7cfb\u7edf\u65f6\uff0c\u5b83\u53ef\u80fd\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5355\u4e00\u6a21\u578b\uff0c\u800c\u662f\u591a\u4e2a\u6a21\u578b\u5e76\u884c\u5408\u4f5c\u7684\u7cfb\u7edf\u3002\u7c7b\u4f3c\u4e8e\u516c\u53f8\u7684\u7ed3\u6784\uff0c\u4e0d\u540c\u7684\u6a21\u578b\u4f1a\u6709\u4e0d\u540c\u7684\u89d2\u8272\u548c\u804c\u8d23\uff0c\u5b83\u4eec\u5728\u5e76\u884c\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u4f1a\u4e92\u76f8\u534f\u8c03\uff0c\u5c31\u50cf\u4e00\u4e2a\u201c\u96c6\u7fa4\u201d\u7cfb\u7edf\u4e00\u6837\u3002<\/p>\n
\u6211\u60f3\u6211\u4eec\u4f1a\u770b\u5230\u8d8a\u6765\u8d8a\u591a\u7684\u6a21\u578b\u4e13\u6ce8\u4e8e\u4e0d\u540c\u7684\u4efb\u52a1\u9886\u57df\uff0c\u6bd4\u5982\u7a0b\u5e8f\u5458\u3001\u7a0b\u5e8f\u7ba1\u7406\u8005\u7b49\uff0c\u5b83\u4eec\u4f1a\u50cf\u4e00\u4e2a\u516c\u53f8\u4e00\u6837\u76f8\u4e92\u534f\u4f5c\u3002<\/p>\n
Elad Gil:<\/p>\n
\u8fd9\u6709\u70b9\u50cf\u4e00\u4e2a\u751f\u7269\u751f\u6001\u7cfb\u7edf\uff0c\u4e0d\u540c\u7684\u89d2\u8272\u548c\u751f\u6001\u4f4d\u4e92\u76f8\u534f\u4f5c\u3002<\/p>\n
Sara Guo:<\/p>\n
\u662f\u7684\uff0c\u53d6\u51b3\u4e8e\u95ee\u9898\u7684\u96be\u5ea6\u548c\u4e13\u4e1a\u9886\u57df\uff0c\u4efb\u52a1\u53ef\u4ee5\u81ea\u52a8\u5347\u7ea7\u5230\u201c\u96c6\u7fa4\u201d\u7684\u5176\u4ed6\u90e8\u5206\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u53ef\u80fd\u67d0\u4e9b\u6a21\u578b\u662f\u9ad8\u6027\u80fd\u7684\u4e91\u7aef\u6a21\u578b\uff0c\u5176\u4ed6\u6a21\u578b\u53ef\u80fd\u662f\u8d44\u6e90\u66f4\u5ec9\u4ef7\u7684\u6a21\u578b\uff0c\u5b83\u4eec\u5404\u81ea\u627f\u62c5\u4e0d\u540c\u7684\u4efb\u52a1\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u79bb\u5f00 OpenAI \u5f00\u59cb\u4ece\u4e8b\u6559\u80b2\uff0c\u4f60\u4e00\u76f4\u4ee5\u6765\u90fd\u70ed\u8877\u4e8e\u6559\u80b2\uff0c\u4e3a\u4ec0\u4e48\u9009\u62e9\u8fd9\u4e2a\u65b9\u5411\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u4e00\u76f4\u4ee5\u6765\u90fd\u559c\u6b22\u5b66\u4e60\u548c\u6559\u5b66\uff0c\u8fd9\u4e00\u76f4\u662f\u6211\u975e\u5e38\u70ed\u60c5\u7684\u9886\u57df\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u89c9\u5f97\u73b0\u5728\u5f88\u591a AI \u5e94\u7528\u90fd\u662f\u5728\u66ff\u4ee3\u4eba\u7c7b\u7684\u5de5\u4f5c\uff0c\u4f46\u6211\u66f4\u611f\u5174\u8da3\u7684\u662f\u90a3\u4e9b\u80fd\u591f\u8d4b\u80fd\u4eba\u7c7b\u7684 AI\u3002<\/p>\n
\u6211\u5e0c\u671b\u672a\u6765\u7684\u4eba\u7c7b\u80fd\u591f\u901a\u8fc7 AI \u53d8\u5f97\u66f4\u52a0\u5f3a\u5927\uff0c\u800c\u4e0d\u662f\u88ab\u8fb9\u7f18\u5316\u3002\u6211\u60f3\u77e5\u9053\uff0c\u5982\u679c\u6bcf\u4e2a\u4eba\u90fd\u6709\u4e00\u4e2a\u5b8c\u7f8e\u7684\u5bfc\u5e08\uff0c\u4ed6\u4eec\u80fd\u591f\u8d70\u591a\u8fdc\u3002\u5982\u679c\u6211\u4eec\u80fd\u591f\u901a\u8fc7 AI \u63d0\u4f9b\u8fd9\u79cd\u6559\u80b2\uff0c\u8fd9\u5c06\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u3002<\/p>\n
Elad Gil:<\/p>\n
\u4f60\u63d0\u5230\u6559\u80b2\u4f5c\u4e3a\u5a31\u4e50\u7684\u7406\u5ff5\u975e\u5e38\u6709\u8da3\uff0c\u5c24\u5176\u662f\u4f60\u8c08\u5230\u672a\u6765\u4eba\u7c7b\u53ef\u4ee5\u901a\u8fc7\u66f4\u597d\u7684\u5de5\u5177\u5927\u5e45\u63d0\u5347\u5b66\u4e60\u80fd\u529b\u3002\u4f60\u89c9\u5f97 AI \u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u5e2e\u52a9\u4eba\u4eec\u5b9e\u73b0\u8fd9\u4e9b\u76ee\u6807\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
AI \u80fd\u6781\u5927\u5730\u6539\u5584\u5b66\u4e60\u4f53\u9a8c\uff0c\u5c24\u5176\u662f\u5728\u5168\u7403\u8303\u56f4\u5185\u63d0\u4f9b\u4f18\u8d28\u6559\u80b2\u3002\u4eca\u5929\u7684\u5f88\u591a\u5b66\u4e60\u52a8\u673a\u6765\u81ea\u4e8e\u7ecf\u6d4e\u9700\u8981\uff0c\u6bd4\u5982\u627e\u5de5\u4f5c\u6216\u63d0\u5347\u81ea\u5df1\u7684\u7ecf\u6d4e\u5730\u4f4d\u3002<\/p>\n
\u5728\u672a\u6765\u7684\u540e AGI \u793e\u4f1a\u4e2d\uff0c\u6559\u80b2\u53ef\u80fd\u4f1a\u53d8\u5f97\u66f4\u591a\u662f\u51fa\u4e8e\u5a31\u4e50\u548c\u81ea\u6211\u63d0\u5347\u7684\u76ee\u7684\u3002\u6211\u5e0c\u671b\u4eba\u4eec\u4e0d\u4ec5\u4ec5\u662f\u5728\u8ffd\u6c42\u5b9e\u7528\u6027\uff0c\u800c\u662f\u4ece\u6559\u80b2\u4e2d\u83b7\u5f97\u6ee1\u8db3\u611f\uff0c\u50cf\u662f\u53bb\u5065\u8eab\u623f\u953b\u70bc\u5927\u8111\u4e00\u6837\u3002<\/p>\n
Sara Guo:<\/p>\n
\u4f60\u63d0\u5230\u6559\u80b2\u662f\u4e00\u79cd\u7c7b\u4f3c\u4e8e\u5065\u8eab\u623f\u953b\u70bc\u7684\u4f53\u9a8c\u3002\u6559\u80b2\u672c\u8eab\u786e\u5b9e\u9700\u8981\u4ed8\u51fa\u52aa\u529b\uff0c\u4f46\u8fd9\u79cd\u52aa\u529b\u4e5f\u662f\u4e00\u79cd\u6ee1\u8db3\u611f\u7684\u6765\u6e90\u3002<\/p>\n
Andrej Karpathy:<\/p>\n
\u662f\u7684\uff0c\u6559\u80b2\u7684\u786e\u9700\u8981\u4ed8\u51fa\u52aa\u529b\uff0c\u4f46\u8fd9\u79cd\u52aa\u529b\u4e5f\u662f\u4e00\u79cd\u7279\u522b\u7684\u201c\u4e50\u8da3\u201d\u3002\u4eba\u4eec\u4ece\u4e2d\u83b7\u5f97\u6210\u5c31\u611f\uff0c\u611f\u89c9\u81ea\u5df1\u53d8\u5f97\u66f4\u597d\u3002\u6211\u5e0c\u671b\u5728\u672a\u6765\u7684\u4e16\u754c\u4e2d\uff0c\u4eba\u4eec\u4e0d\u4ec5\u5728\u8eab\u4f53\u4e0a\u53bb\u5065\u8eab\u623f\uff0c\u4e5f\u4f1a\u5728\u5fc3\u7406\u548c\u667a\u529b\u4e0a\u201c\u953b\u70bc\u201d\uff0c\u8ba9\u6559\u80b2\u6210\u4e3a\u4e00\u79cd\u5d07\u5c1a\u7684\u8ffd\u6c42\u3002<\/p>\n
Sara Guo:<\/p>\n
\u90a3\u4e48\u4f60\u6b63\u5728\u5f00\u53d1\u7684\u8fd9\u95e8\u8bfe\u7a0b\u7684\u76ee\u6807\u53d7\u4f17\u662f\u8c01\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u6211\u8bbe\u60f3\u7684\u53d7\u4f17\u4e3b\u8981\u662f\u5927\u5b66\u672c\u79d1\u6c34\u5e73\u7684\u5b66\u751f\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u5728\u6280\u672f\u9886\u57df\u5b66\u4e60\u7684\u4eba\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u968f\u7740\u793e\u4f1a\u7684\u5feb\u901f\u53d8\u5316\uff0c\u6559\u80b2\u5c06\u4e0d\u518d\u5c40\u9650\u4e8e\u4f20\u7edf\u7684\u5b66\u5236\u5185\u3002<\/p>\n
\u672a\u6765\u4eba\u4eec\u4f1a\u66f4\u591a\u5730\u56de\u5230\u201c\u5b66\u6821\u201d\u6216\u5b66\u4e60\u65b0\u7684\u6280\u80fd\u3002\u6240\u4ee5\u8fd9\u95e8\u8bfe\u7a0b\u867d\u7136\u9488\u5bf9\u672c\u79d1\u751f\uff0c\u4f46\u5b9e\u9645\u4e0a\u4efb\u4f55\u6709\u6280\u672f\u80cc\u666f\u7684\u4eba\uff0c\u4e0d\u8bba\u5e74\u9f84\uff0c\u90fd\u53ef\u4ee5\u4ece\u4e2d\u53d7\u76ca\u3002<\/p>\n
\u8bfe\u7a0b\u7684\u53d1\u5e03\u65f6\u95f4\u539f\u8ba1\u5212\u662f\u4eca\u5e74\u5e74\u5e95\uff0c\u4f46\u73b0\u5728\u53ef\u80fd\u8981\u63a8\u8fdf\u5230\u660e\u5e74\u521d\uff0c\u56e0\u4e3a\u6211\u6709\u5f88\u591a\u5176\u4ed6\u9879\u76ee\u9700\u8981\u5904\u7406\u3002<\/p>\n
Elad Gil:<\/p>\n
\u6700\u540e\u4e00\u4e2a\u95ee\u9898\uff0c\u5047\u5982\u4f60\u4eca\u5929\u6709\u5c0f\u5b69\u5b50\uff0c\u4f60\u4f1a\u5efa\u8bae\u4ed6\u4eec\u5b66\u4e60\u4ec0\u4e48\uff0c\u4ee5\u4fbf\u5728\u672a\u6765\u62e5\u6709\u66f4\u6709\u4ef7\u503c\u7684\u6280\u80fd\uff1f<\/p>\n
Andrej Karpathy:<\/p>\n
\u5728\u6211\u770b\u6765\uff0c\u6b63\u786e\u7684\u7b54\u6848\u662f\u6570\u5b66\u3001\u7269\u7406\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u8fd9\u4e9b\u5b66\u79d1\u3002\u6211\u4e4b\u6240\u4ee5\u8fd9\u4e48\u8bf4\uff0c\u662f\u56e0\u4e3a\u8fd9\u4e9b\u5b66\u79d1\u80fd\u5e2e\u52a9\u57f9\u517b\u601d\u7ef4\u80fd\u529b\u3002<\/p>\n
\u6211\u4e2a\u4eba\u7684\u80cc\u666f\u53ef\u80fd\u6709\u4e9b\u504f\u9887\uff0c\u4f46\u8fd9\u4e9b\u5b66\u79d1\u662f\u6700\u597d\u7684\u601d\u7ef4\u8bad\u7ec3\u6838\u5fc3\u3002\u6bd4\u5982\u6211\u81ea\u5df1\u5b66\u4e60\u6570\u5b66\u548c\u7269\u7406\u8bfe\u7a0b\uff0c\u5b83\u4eec\u5851\u9020\u4e86\u6211\u7684\u601d\u7ef4\u65b9\u5f0f\uff0c\u975e\u5e38\u6709\u52a9\u4e8e\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n
\u5982\u679c\u6211\u4eec\u8fd8\u5904\u4e8e AGI \u4e4b\u524d\u7684\u4e16\u754c\uff0c\u8fd9\u4e9b\u6280\u80fd\u975e\u5e38\u6709\u7528\uff1b\u5373\u4f7f\u662f\u5728 AGI \u4e4b\u540e\u7684\u4e16\u754c\uff0c\u4f60\u4ecd\u7136\u5e0c\u671b\u4eba\u7c7b\u80fd\u591f\u5728\u5404\u79cd\u80fd\u529b\u4e0b\u4fdd\u6301\u81ea\u4e3b\u548c\u5f3a\u5927\u3002\u6240\u4ee5\u8fd9\u5c31\u662f\u4eba\u4eec\u5e94\u8be5\u5b66\u4e60\u7684\u6b63\u786e\u5185\u5bb9\uff0c\u65e2\u5b9e\u7528\u53c8\u6709\u4ef7\u503c\u3002<\/p>\n
\u7279\u522b\u662f\u5728\u5173\u952e\u7684\u6210\u957f\u65f6\u671f\uff0c\u4eba\u4eec\u6709\u5f88\u591a\u65f6\u95f4\u548c\u6ce8\u610f\u529b\uff0c\u8fd9\u65f6\u5019\u5e94\u8be5\u66f4\u591a\u5730\u82b1\u5728\u90a3\u4e9b\u9700\u8981\u7b80\u5355\u64cd\u4f5c\u548c\u601d\u8003\u7684\u4efb\u52a1\u4e0a\uff0c\u800c\u4e0d\u662f\u8bb0\u5fc6\u4e3a\u4e3b\u7684\u4efb\u52a1\u3002<\/p>\n
Elad Gil:<\/p>\n
\u6211\u5b66\u8fc7\u6570\u5b66\uff0c\u611f\u89c9\u81ea\u5df1\u8111\u5b50\u91cc\u5f00\u8f9f\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u9886\u57df\uff0c\u6709\u70b9\u592a\u591a\u4e86\u3002<\/p>\n
Sara Guo:<\/p>\n
\u662f\u7684\uff0c\u800c\u4e14\u5728\u4e4b\u540e\u7684\u751f\u6d3b\u4e2d\u5f88\u96be\u518d\u53bb\u5f00\u8f9f\u65b0\u7684\u601d\u7ef4\u8def\u5f84\u3002<\/p>\n
Elad Gil:<\/p>\n
\u5f53\u7136\uff0c\u6211\u5e76\u4e0d\u53cd\u5bf9\u5176\u4ed6\u5b66\u79d1\u3002\u5e7f\u6cdb\u7684\u77e5\u8bc6\u6d89\u730e\u975e\u5e38\u7f8e\u5999\uff0c\u4f46\u6211\u786e\u5b9e\u8ba4\u4e3a80%\u7684\u65f6\u95f4\u5e94\u8be5\u7528\u6765\u5b66\u4e60\u8fd9\u4e9b\u6838\u5fc3\u5b66\u79d1\u3002<\/p>\n
Sara Guo:<\/p>\n
\u6211\u4eec\u4e0d\u662f\u5f88\u64c5\u957f\u8bb0\u5fc6\uff0c\u4e0e\u6211\u4eec\u7684\u5de5\u5177\u76f8\u6bd4\u66f4\u662f\u5982\u6b64\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0cAndrej Karpathy \u7684\u6700\u65b0\u601d\u8003\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u5173\u4e8eAI\u6a21\u578b\u672a\u6765\u53d1\u5c55\u7684\u6df1\u523b\u89c1\u89e3\u3002\u4ed6\u8ba4\u4e3a\uff0c\u867d\u7136\u5f53\u524d\u7684\u5927\u578b\u6a21\u578b\u975e\u5e38\u5f3a\u5927\uff0c\u4f46\u672a\u6765\u7684\u5c0f\u578b\u6a21\u578b\u4e5f\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\u3002\u901a\u8fc7\u6a21\u578b\u84b8\u998f\u6280\u672f\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5927\u578b\u6a21\u578b\u7684\u80fd\u529b\u538b\u7f29\u5230\u66f4\u5c0f\u7684\u6a21\u578b\u4e2d\uff0c\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u8ba4\u77e5\u5904\u7406\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-10020302","post","type-post","status-publish","format-standard","hentry","category-aigc"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020302","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020302"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020302\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020302"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020302"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020302"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}