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\"\u5361\u5e15\u897f\u5f00\u6e90Agent\u81ea\u8fdb\u5316\u8bad\u7ec3\u6846\u67b6\uff0c5\u5206\u949f\u4e00\u8f6e\u5b9e\u9a8c\uff0c48h\u5185\u63fd\u661f9.5k\"\/<\/div><\/figure>\n
\"\u5361\u5e15\u897f\u5f00\u6e90Agent\u81ea\u8fdb\u5316\u8bad\u7ec3\u6846\u67b6\uff0c5\u5206\u949f\u4e00\u8f6e\u5b9e\u9a8c\uff0c48h\u5185\u63fd\u661f9.5k\"\/<\/div><\/figure>\n
\"\u5361\u5e15\u897f\u5f00\u6e90Agent\u81ea\u8fdb\u5316\u8bad\u7ec3\u6846\u67b6\uff0c5\u5206\u949f\u4e00\u8f6e\u5b9e\u9a8c\uff0c48h\u5185\u63fd\u661f9.5k\"\/<\/div><\/figure>\n
\"\u5361\u5e15\u897f\u5f00\u6e90Agent\u81ea\u8fdb\u5316\u8bad\u7ec3\u6846\u67b6\uff0c5\u5206\u949f\u4e00\u8f6e\u5b9e\u9a8c\uff0c48h\u5185\u63fd\u661f9.5k\"\/<\/div><\/figure>\n

\u5927\u795eKarpathy\u53c8\u5f00\u6e90\u4e86\u65b0\u9879\u76ee\u2014\u2014\u4e00\u4e2a\u80fd\u591f\u81ea\u4e3b\u8fdb\u5316\u7684AI\u79d1\u7814\u5faa\u73af\u7cfb\u7edf\u3002<\/p>\n

\u8fd9\u4e2a\u9879\u76ee\u540d\u53ebautoresearch\uff0c\u4e3b\u6253\u8ba9\u667a\u80fd\u4f53\u5b8c\u5168\u81ea\u4e3b\u5730\u641e\u79d1\u7814\uff0c\u53ea\u8981\u5728Markdown\u6587\u6863\u91cc\u5199\u597d\u6307\u4ee4\uff0c\u5269\u4e0b\u7684\u6d41\u7a0b\u5168\u90fd\u7531AI\u81ea\u52a8\u5b8c\u6210\u3002<\/p>\n

\u800c\u4e14\u6574\u4e2a\u6846\u67b6\u5341\u5206\u7cbe\u7b80\uff0c\u4e00\u5171\u53ea\u6709630\u884c\u4ee3\u7801\uff0c\u5355\u4e2aGPU\u5c31\u80fd\u8dd1\u5f97\u52a8\u3002<\/p>\n

\u5b83\u6bcf5\u5206\u949f\u5c31\u4f1a\u8dd1\u4e00\u8f6e\u6d4b\u8bd5\uff0c\u5e76\u6839\u636e\u9a8c\u8bc1\u7ed3\u679c\u51b3\u5b9a\u662f\u4fdd\u7559\u8fd8\u662f\u4e22\u5f03\u6539\u52a8\uff0c\u5c31\u50cf\u4e00\u4e2a24\u5c0f\u65f6\u4ece\u4e0d\u4f11\u606f\u4e14\u80fd\u81ea\u6211\u8fdb\u5316\u7684\u865a\u62df\u7814\u7a76\u5458\u3002<\/p>\n

Karpathy\u8fd8\u5e0c\u671b\uff0c\u672a\u6765\u80fd\u8ba9\u6210\u5343\u4e0a\u4e07\u4e2a\u667a\u80fd\u4f53\u5728\u6d77\u91cf\u5206\u652f\u91cc\u5f02\u6b65\u534f\u4f5c\uff0c\u4e0d\u518d\u53d7\u9650\u4e8e\u5355\u4e00\u7684master\u5206\u652f\uff0c\u4ece\u800c\u901a\u8fc7\u7fa4\u4f53\u667a\u6167\u5b9e\u73b0\u79d1\u7814\u6548\u7387\u7684\u7206\u53d1\u3002<\/p>\n

\u53d1\u5e03\u624d\u4e0d\u5230\u4e24\u5929\uff0cautoresearch\u65a9\u83b7\u7684\u661f\u6807\u6570\u5c31\u5df2\u7ecf\u8d85\u8fc7\u4e869.5k\u3002<\/p>\n

\u5728X\u4e0a\uff0cKarpathy\u7684\u5e16\u5b50\u4e5f\u6709580\u591a\u4e07\u6b21\u56f4\u89c2\u3002<\/p>\n

Shopify CEO\u770b\u4e86Karpathy\u7684\u9879\u76ee\u4e4b\u540e\u8868\u793a\u819c\u62dc\uff0c\u76f4\u8a00\u8fd9\u4e2a\u9879\u76ee\u5b9e\u5728\u662f\u592a\u75af\u72c2\u4e86\u3002<\/p>\n

autoresearch\u8fd9\u4e2a\u9879\u76ee\u7684\u601d\u8def\u975e\u5e38\u7b80\u5355\uff0c\u5c31\u662f\u628aAI\u8bad\u7ec3\u7684\u5faa\u73af\u8bd5\u9519\u81ea\u52a8\u5316\u3002<\/p>\n

AI\u81ea\u5df1\u4fee\u6539\u4ee3\u7801\u3001\u8dd15\u5206\u949f\u7684\u77ed\u5b9e\u9a8c\u3001\u770b\u6548\u679c\u597d\u4e0d\u597d\u518d\u51b3\u5b9a\u4e0b\u4e00\u6b65\u600e\u4e48\u8d70\u3002<\/p>\n

\u57fa\u4e8enanochat\u6a21\u578b\u8bad\u7ec3\u6838\u5fc3\uff0c\u5b9a\u4e86\u4e24\u6761\u94c1\u5f8b\uff1a<\/p>\n

\u4e00\u662f\u6bcf\u6b21\u5b9e\u9a8c\u7684\u7eaf\u8bad\u7ec3\u65f6\u95f4\u56fa\u5b9a\u4e3a5\u5206\u949f\uff0c\u907f\u514d\u56e0\u4e3a\u4e0d\u540c\u6539\u52a8\u4e0b\u7684\u8bad\u7ec3\u65f6\u957f\u4e0d\u540c\u800c\u5f71\u54cd\u7ed3\u679c\uff1b<\/p>\n

\u4e8c\u662f\u53ea\u770bval_bpb\uff0c\u8fd9\u4e2a\u6307\u6807\u7684\u6570\u503c\u8d8a\u4f4e\uff0c\u5c31\u4ee3\u8868\u6a21\u578b\u6548\u679c\u8d8a\u597d\uff0c\u800c\u4e14\u5b83\u548c\u6a21\u578b\u7684\u5927\u5c0f\u65e0\u5173\u3002<\/p>\n

\u8fd9\u6837\u5c31\u628a\u8bad\u7ec3\u903b\u8f91\u6d53\u7f29\u6210\u4e86\u5355GPU\u5c31\u80fd\u8dd1\u7684\u7248\u672c\uff0c\u4ee3\u7801\u4e5f\u5c31630\u884c\u3002<\/p>\n

\u4e00\u773c\u770b\u8fc7\u53bb\uff0c\u6574\u4e2a\u4ee3\u7801\u5e93\u5c31\u9760\u4e09\u4e2a\u6838\u5fc3\u6587\u4ef6\u2014\u2014<\/p>\n

\u8bbe\u7f6e\u597d\u540e\u5168\u7a0b\u4e0d\u7528\u52a8\u7684prepare.py\uff1b\u9700\u8981AI\u81ea\u5df1\u6539\u7684train.py\uff1b\u53ea\u6709\u4eba\u7c7b\u80fd\u6539\u7684program.md\u3002<\/p>\n

prepare.py\u7528\u4e8e\u5b9a\u4e49\u8bad\u7ec3\u7684\u56fa\u5b9a\u5e38\u91cf\uff0c\u6bd4\u5982\u6a21\u578b\u57fa\u7840\u7ef4\u5ea6\u3001\u4e0b\u8f7d\u6a21\u578b\u8bad\u7ec3\u9700\u8981\u7684\u539f\u59cb\u6570\u636e\u3001\u8bad\u7ec3\u9002\u914d\u7684\u5206\u8bcd\u5668\u7b49\uff0c\u540c\u65f6\u8fd8\u63d0\u4f9b\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\u9700\u8981\u7684\u5de5\u5177\u3002<\/p>\n

train.py\u662fAI\u552f\u4e00\u53ef\u4ee5\u7f16\u8f91\u3001\u4fee\u6539\u7684\u6587\u4ef6\uff0c\u76f8\u5f53\u4e8eAI\u7684\u5b9e\u9a8c\u7b14\u8bb0\u672c\u3002<\/p>\n

\u8fd9\u91cc\u9762\u88c5\u7740\u6a21\u578b\u8bad\u7ec3\u7684\u6240\u6709\u6838\u5fc3\u5185\u5bb9\uff0c\u6709\u5b8c\u6574\u7684GPT\u67b6\u6784\u3001\u8bad\u7ec3\u7528\u7684\u4f18\u5316\u5668\u4ee5\u53ca\u6574\u4e2a\u8bad\u7ec3\u5faa\u73af\u903b\u8f91\u3002<\/p>\n

AI\u80fd\u5728\u8fd9\u4e2a\u6587\u4ef6\u91cc\u6539\u7684\u5185\u5bb9\u5305\u62ec\u6a21\u578b\u7684\u5c42\u6570\u3001\u8bad\u7ec3\u7684\u6279\u6b21\u5927\u5c0f\u3001\u5b66\u4e60\u7387\u3001\u6743\u91cd\u8870\u51cf\u7b49\u7b49\u3002<\/p>\n

\u6240\u6709\u548c\u8bad\u7ec3\u76f8\u5173\u7684\u8c03\u6574\uff0c\u90fd\u96c6\u4e2d\u5728\u8fd9\u4e2a\u6587\u4ef6\u91cc\uff0c\u65e2\u7136AI\u7684\u4fee\u6539\u8303\u56f4\u53ef\u63a7\uff0c\u4e5f\u65b9\u4fbf\u4eba\u7c7b\u540e\u7eed\u56de\u770b\u5230\u5e95\u6539\u4e86\u54ea\u91cc\u3002<\/p>\n

program.md\u662f\u4e00\u4e2a\u7eaf\u6587\u672c\u6587\u4ef6\uff0c\u7531\u4eba\u7c7b\u7f16\u5199\u4fee\u6539\uff0c\u91cc\u9762\u662f\u7ed9AI\u7684\u57fa\u7ebf\u6307\u4ee4\uff0c\u6bd4\u5982\u7814\u7a76\u65b9\u5411\u3001\u5b9e\u9a8c\u89c4\u5219\u3001\u53c2\u8003\u4f9d\u636e\u7b49\u3002<\/p>\n

AI\u542f\u52a8\u5b9e\u9a8c\u4e4b\u524d\uff0c\u4f1a\u5148\u8bfb\u53d6\u8fd9\u4e2a\u6587\u4ef6\u7684\u6307\u4ee4\uff0c\u518d\u5f00\u59cb\u4fee\u6539train.py\u8dd1\u5b9e\u9a8c\u3002<\/p>\n

\u5982\u679c\u60f3\u6362\u7814\u7a76\u65b9\u5411\uff0c\u4e5f\u4e0d\u7528\u53bb\u78b0\u590d\u6742\u7684\u8bad\u7ec3\u4ee3\u7801\uff0c\u53ea\u9700\u8981\u66f4\u65b0\u8fd9\u4e2a\u6587\u4ef6\u91cc\u7684\u6307\u4ee4\u5c31\u884c\u3002<\/p>\n

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\u4eba\u7c7b\u5728program.md\u91cc\u5199\u597d\u5b9e\u9a8c\u6307\u4ee4\uff0c\u7136\u540e\u542f\u52a8\u6846\u67b6\uff0cAI\u4f1a\u9996\u5148\u8bfb\u53d6\u8fd9\u4e9b\u6307\u4ee4\uff0c\u5728train.py\u91cc\u505a\u9488\u5bf9\u6027\u7684\u4fee\u6539\uff0c\u901a\u5e38\u6bcf\u6b21\u53ea\u65391\u52302\u4e2a\u5730\u65b9\u3002<\/p>\n

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\u6309\u71675\u5206\u949f\u4e00\u6b21\u8ba1\u7b97\uff0cAI\u4e00\u5c0f\u65f6\u80fd\u5b8c\u621010\u6765\u7ec4\u5b9e\u9a8c\uff0c\u8fd9\u4e2a\u6548\u7387\u662f\u4eba\u7c7b\u624b\u6413\u8fbe\u4e0d\u5230\u7684\u3002<\/p>\n

\u4e0a\u56fe\u5c55\u793a\u4e86\u4e00\u6b21\u8fd1250\u8f6e\u7684\u81ea\u4e3b\u63a2\u7d22\uff0cAI\u6700\u7ec8\u7b5b\u9009\u5e76\u4fdd\u7559\u4e8629\u6b21\u6709\u6548\u7684\u4f18\u5316\u6539\u8fdb\u3002<\/p>\n

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\u628aautoresearch\u516c\u5f00\u51fa\u6765\u4e4b\u540e\uff0c\u5361\u5e15\u897f\u8fd8\u5728X\u4e0a\u7545\u4eab\u4e86\u4e0b\u4e00\u6b65\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n

\u4ed6\u501f\u7528UC\u4f2f\u514b\u5229\u57281999\u5e74\u53d1\u8d77\u7684SETI@home\u9879\u76ee\u8868\u793a\uff0cautoresearch\u672a\u6765\u7684\u76ee\u6807\u4e0d\u4ec5\u662f\u6a21\u62df\u4e00\u4e2a\u535a\u58eb\u751f\u7684\u79d1\u7814\u8fc7\u7a0b\uff0c\u8fd8\u8981\u6a21\u62df\u6574\u4e2a\u535a\u58eb\u751f\u7814\u7a76\u793e\u7fa4\u3002<\/p>\n

SETI@home\u5168\u79f0\u4e3a\u201cSearch for Extraterrestrial Intelligence at Home\u201d\uff0c\u6838\u5fc3\u76ee\u6807\u662f\u901a\u8fc7\u5206\u6790\u5c04\u7535\u671b\u8fdc\u955c\u6536\u96c6\u5230\u7684\u6d77\u91cf\u65e0\u7ebf\u7535\u4fe1\u53f7\uff0c\u5bfb\u627e\u53ef\u80fd\u5b58\u5728\u7684\u5730\u5916\u6587\u660e\u8ff9\u8c61\u3002<\/p>\n

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Karpathy\u4e4b\u6240\u4ee5\u62ff\u5b83\u4f5c\u6bd4\u55bb\uff0c\u6b63\u662f\u770b\u4e2d\u4e86\u8fd9\u79cd\u201c\u5927\u89c4\u6a21\u3001\u5206\u5e03\u5f0f\u3001\u5f02\u6b65\u201d\u7684\u7279\u8d28\uff0c\u8fd9\u79cd\u53bb\u4e2d\u5fc3\u5316\u7684\u667a\u6167\u96c6\u6210\u6b63\u662f\u672a\u6765AI\u793e\u533a\u7684\u96cf\u5f62\u3002<\/p>\n

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Karpathy\u8fdb\u4e00\u6b65\u6307\u51fa\uff0c\u8fd9\u79cd\u5c40\u9650\u6027\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6e90\u4e8e\u6211\u4eec\u5bf9Git\u548cGitHub\u7684\u4f7f\u7528\u60ef\u6027\u3002<\/p>\n

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\u4ed6\u5c1d\u8bd5\u8ba9\u667a\u80fd\u4f53\u5728\u5b8c\u6210\u901a\u5bb5\u8fd0\u884c\u540e\uff0c\u5c06\u7814\u7a76\u603b\u7ed3\u53d1\u5e03\u5728GitHub\u7684Discussion\u677f\u5757\uff0c\u6216\u8005\u901a\u8fc7PR\u63d0\u4ea4\u7cbe\u786e\u7684commits\u53d8\u52a8\u3002<\/p>\n

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

\n

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

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