{"id":828,"date":"2026-07-08T00:07:45","date_gmt":"2026-07-07T16:07:45","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/07\/08\/karpathy-%e6%80%8e%e9%ba%bc%e7%94%a8-loop%ef%bc%9aautoresearch-%e8%ae%93%e5%ae%83%e5%bf%ab-5-%e5%80%8d%e7%9a%84%e9%9b%99%e5%b1%a4-loop\/"},"modified":"2026-07-08T00:07:45","modified_gmt":"2026-07-07T16:07:45","slug":"karpathy-%e6%80%8e%e9%ba%bc%e7%94%a8-loop%ef%bc%9aautoresearch-%e8%ae%93%e5%ae%83%e5%bf%ab-5-%e5%80%8d%e7%9a%84%e9%9b%99%e5%b1%a4-loop","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/07\/08\/karpathy-%e6%80%8e%e9%ba%bc%e7%94%a8-loop%ef%bc%9aautoresearch-%e8%ae%93%e5%ae%83%e5%bf%ab-5-%e5%80%8d%e7%9a%84%e9%9b%99%e5%b1%a4-loop\/","title":{"rendered":"Karpathy \u600e\u9ebc\u7528 loop\uff1aAutoResearch + \u8b93\u5b83\u5feb 5 \u500d\u7684\u96d9\u5c64 loop"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u9019\u90e8\u5f71\u7247\u5ef6\u7e8c\u300cLoop Engineering\uff08\u8ff4\u5708\u5de5\u7a0b\uff09\u300d\u7684\u4e3b\u984c\uff0c\u900f\u904e codila \u7684\u4e00\u7bc7\u9577\u6587\uff0c\u5177\u9ad4\u5256\u6790 Andrej Karpathy \u5982\u4f55\u7528\u4e00\u500b\u53ea\u6709\u516d\u767e\u591a\u884c\u7684 AutoResearch \u8ff4\u5708\uff0c\u8b93 AI agent \u81ea\u5df1\u8dd1\u5be6\u9a57\u3001\u6539\u6a21\u578b\u3002\u5f71\u7247\u9084\u4ecb\u7d39\u4e86\u4e00\u7bc7\u8ad6\u6587\u5982\u4f55\u5728 Karpathy \u7684 loop \u4e0a\u518d\u5957\u4e00\u5c64\u300c\u5143\u8ff4\u5708\u300d\uff0c\u628a\u6539\u9032\u5e45\u5ea6\u76f4\u63a5\u62c9\u5230\u4e94\u500d\uff0c\u4e26\u63d0\u9192\u6211\u5011\uff1aloop \u6539\u8b8a\u5de5\u4f5c\u65b9\u5f0f\uff0c\u537b\u4e0d\u6703\u628a\u4eba\u5f9e\u601d\u8003\u4e2d\u522a\u9664\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/youtu.be\/tyO5L2iOxoU<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u7247\u91cd\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>prompt \u662f\u300c\u4e00\u6b21\u6307\u4ee4\u300d\uff0cloop \u662f\u300c\u4e00\u500b\u76ee\u6a19\u300d\u2014\u2014\u4f60\u53ea\u5b9a\u7fa9\u4e00\u6b21\u300c\u4ec0\u9ebc\u7b97\u5b8c\u6210\u300d\uff0c\u5176\u9918\u4ea4\u7d66 agent \u81ea\u5df1\u767c\u73fe\u3001\u52d5\u624b\u3001\u6aa2\u67e5\u3001\u91cd\u4f86\u3002<\/li>\n\n\n<li>\u8b93 loop \u771f\u6b63\u6210\u7acb\u7684\u4e09\u8981\u7d20\uff1a\u9a57\u8b49\u5668\uff08\u5224\u771f\u5047\u7684\u6aa2\u67e5\uff09\u3001\u72c0\u614b\u6a94\uff08\u8a18\u4e0b\u8a66\u904e\u4ec0\u9ebc\uff09\u3001\u505c\u6b62\u689d\u4ef6\uff08\u9054\u6a19\u6216\u8dd1\u6eff N \u8f2a\uff09\u3002<\/li>\n\n\n<li>Karpathy \u7684 AutoResearch \u53ea\u6709\u4e09\u500b\u6a94\u6848\u3001\u7d04 630 \u884c\uff0c\u4e00\u500b\u6708\u885d\u5230\u516d\u842c\u591a\u9846\u661f\uff0c\u88ab Fortune \u7a31\u70ba\u300cThe Karpathy Loop\u300d\u3002<\/li>\n\n\n<li>\u95dc\u9375\u8a2d\u8a08\uff1aagent \u53ea\u80fd\u6539 <code>train.py<\/code>\uff0c\u4e0d\u80fd\u78b0\u8a55\u5206\u5668 <code>prepare.py<\/code>\uff0c\u907f\u514d\u5b83\u300c\u628a\u8003\u8a66\u6539\u7c21\u55ae\u800c\u4e0d\u662f\u628a\u6a21\u578b\u6539\u597d\u300d\u3002<\/li>\n\n\n<li>\u5be6\u6e2c\u6210\u679c\uff1aKarpathy \u624b\u5de5\u8abf\u4e86\u4e8c\u5341\u5e74\u7684\u6a21\u578b\uff0cagent \u8dd1\u5169\u5929\u3001\u4e03\u767e\u6b21\u5be6\u9a57\uff0c\u627e\u51fa\u4e8c\u5341\u8655\u4ed6\u6f0f\u6389\u7684\u6539\u9032\u3002<\/li>\n\n\n<li>Shopify CEO \u7528\u5b83\u8dd1\u4e00\u665a\uff0c\u8b93 8 \u5104\u53c3\u6578\u6a21\u578b\u8d0f\u904e\u539f\u672c 16 \u5104\u53c3\u6578\u7684\u6a21\u578b 19%\u3002<\/li>\n\n\n<li>\u6838\u5fc3\u6d1e\u5bdf\uff1a\u53ea\u8981\u6709\u5ba2\u89c0\u6307\u6a19\uff0c\u8dd1\u5be6\u9a57\u7684\u4eba\u5c31\u4e0d\u8a72\u662f\u4f60\u2014\u2014\u4f60\u662f\u74f6\u9838\uff0c\u628a\u81ea\u5df1\u5f9e\u8ff4\u5708\u88e1\u62ff\u6389\u3002<\/li>\n\n\n<li>\u300c\u96d9\u5c64 AutoResearch\u300d\u8ad6\u6587\uff1a\u5728\u5167\u5c64 loop \u4e0a\u518d\u5957\u4e00\u5c64\u5916\u5c64 loop \u53bb\u7814\u7a76\u300c\u600e\u9ebc\u641c\u300d\uff0c\u9a57\u8b49\u640d\u5931\u6539\u9032\u9054\u55ae\u5c64\u7684\u4e94\u500d\u3002<\/li>\n\n\n<li>\u4e94\u500d\u7684\u63d0\u5347\u4f86\u81ea\u67b6\u69cb\u800c\u975e\u66f4\u8070\u660e\u7684\u6a21\u578b\uff0c\u5169\u5c64\u7528\u7684\u662f\u540c\u4e00\u500b LLM\u3002<\/li>\n\n\n<li>loop \u9069\u4e0d\u9069\u5408\u4f60\u7684\u65e5\u5e38 coding\uff0c\u95dc\u9375\u5728\u300c\u9a57\u8b49\u80fd\u4e0d\u80fd\u81ea\u52d5\u5316\u300d\uff1b\u540c\u6642\u8981\u8b66\u60d5\u300c\u7406\u89e3\u50b5\u300d\u8207\u300c\u8a8d\u77e5\u6295\u964d\u300d\u3002<\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a73\u7d30\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">00:00 \u5f9e prompt \u5230 loop\uff1a\u8996\u89d2\u7684\u5207\u63db<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f71\u7247\u958b\u5834\u5ef6\u7e8c\u4e0a\u4e00\u671f Loop Engineering \u7684\u4e3b\u984c\uff1a\u5f9e\u300c\u7d66 AI \u6253\u5b57\u7684\u4eba\u300d\uff0c\u8f49\u8b8a\u70ba\u300c\u5beb\u90a3\u500b\u66ff\u4f60\u6253\u5b57\u7684 loop \u7684\u4eba\u300d\u3002\u4f5c\u8005\u8b80\u5230 codila \u7684\u4e00\u7bc7\u9577\u6587\uff0c\u6b63\u597d\u628a\u9019\u5957\u6982\u5ff5\u843d\u5230\u4e00\u500b\u5177\u9ad4\u7684\u4eba\u8eab\u4e0a\u2014\u2014Andrej Karpathy\uff0c\u800c\u4e14\u6587\u4e2d\u9084\u6709\u4eba\u628a\u4ed6\u7684\u65b9\u6cd5\u518d\u63d0\u901f\u4e94\u500d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u53e5\u8a71\u5340\u5206\u5169\u8005\uff1a\u4e00\u689d prompt \u662f\u4e00\u6b21\u6307\u4ee4\uff0c\u4f60\u554f\u5b83\u7b54\uff0c\u4e0b\u4e00\u6b65\u505a\u4ec0\u9ebc\u7531\u4f60\u6c7a\u5b9a\uff1b\u4e00\u500b loop \u662f\u4e00\u500b\u76ee\u6a19\uff0c\u4f60\u53ea\u5b9a\u7fa9\u4e00\u6b21\u300c\u4ec0\u9ebc\u7b97\u5b8c\u6210\u300d\uff0c\u5b83\u81ea\u5df1\u53bb\u767c\u73fe\u8981\u505a\u4ec0\u9ebc\u3001\u52d5\u624b\u505a\u3001\u6aa2\u67e5\u7d50\u679c\uff0c\u6c92\u5230\u5c31\u628a\u7d50\u679c\u9935\u56de\u53bb\u518d\u8dd1\u4e00\u8f2a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u5f37\u8abf\uff0c\u8b93 loop \u771f\u6b63\u6210\u7acb\u7684\u662f\u4e09\u6a23\u6771\u897f\uff1a\u4e00\u500b<strong>\u9a57\u8b49\u5668<\/strong>\uff08\u80fd\u5224\u771f\u5047\u7684\u6aa2\u67e5\uff0c\u6c92\u6709\u5b83 agent \u53ea\u662f\u53cd\u8986\u5c0d\u81ea\u5df1\u9ede\u982d\uff09\u3001\u4e00\u500b<strong>\u72c0\u614b\u6a94<\/strong>\uff08\u8a18\u4e0b\u8a66\u904e\u4ec0\u9ebc\uff0c\u5426\u5247\u6bcf\u8f2a\u90fd\u72af\u540c\u6a23\u7684\u932f\uff09\u3001\u4e00\u500b<strong>\u505c\u6b62\u689d\u4ef6<\/strong>\uff08\u9054\u6210\u76ee\u6a19\uff0c\u6216\u8dd1\u6eff N \u8f2a\u5c31\u505c\u4e0b\u5f59\u5831\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">01:20 AutoResearch\uff1a\u4e09\u500b\u6a94\u6848\u3001630 \u884c\u3001\u516d\u842c\u9846\u661f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5e74\u4e09\u6708\uff0cKarpathy \u653e\u51fa\u540d\u70ba AutoResearch \u7684\u5009\u5eab\uff0c\u4e09\u500b\u6a94\u6848\u3001\u7d04 630 \u884c\u7a0b\u5f0f\u78bc\uff0c\u4e00\u500b\u6708\u885d\u5230\u516d\u842c\u591a\u9846\u661f\uff0cFortune \u96dc\u8a8c\u7a31\u5b83\u70ba\u300cThe Karpathy Loop\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u7d50\u69cb\u7c21\u55ae\u5230\u96e2\u8b5c\uff1a\u7b2c\u4e00\u500b\u6a94\u6848 <code>train.py<\/code> \u662f\u8a13\u7df4\u8173\u672c\uff0c\u662f<strong>\u552f\u4e00\u5141\u8a31 agent \u4fee\u6539<\/strong>\u7684\u6a94\u6848\uff1b\u7b2c\u4e8c\u500b <code>prepare.py<\/code> \u662f\u7d66\u6a21\u578b\u6253\u5206\u7684\u8a55\u5206\u5668\uff0cagent \u4e0d\u8a31\u78b0\u2014\u2014\u56e0\u70ba\u82e5\u5b83\u80fd\u78b0\uff0c\u5b83\u6703\u53bb\u628a\u8003\u8a66\u6539\u7c21\u55ae\uff0c\u800c\u4e0d\u662f\u628a\u6a21\u578b\u6539\u597d\uff1b\u7b2c\u4e09\u500b <code>program.md<\/code> \u662f\u4f60\u5beb\u7d66 agent \u7684\u8aaa\u660e\uff0c\u544a\u8a34\u5b83\u63a2\u7d22\u4ec0\u9ebc\u3001\u5b88\u4f4f\u54ea\u4e9b\u7d04\u675f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ff4\u5708\u9019\u6a23\u904b\u8f49\uff1aagent \u8b80\u4e00\u904d\u7a0b\u5f0f\u78bc\u3001\u63d0\u4e00\u500b\u6539\u52d5\uff0c\u628a\u6539\u904e\u7684\u5c0f\u6a21\u578b\u5f9e\u982d\u8a13\u7df4\u4e94\u5206\u9418\uff08\u7b97\u529b\u56fa\u5b9a\u3001\u6390\u9336\u8a08\u6642\uff09\uff0c\u7136\u5f8c\u770b\u9a57\u8b49\u6307\u6a19\u6709\u6c92\u6709\u8b8a\u597d\u2014\u2014\u8b8a\u597d\u5c31 commit \u6210\u65b0\u57fa\u7dda\uff0c\u6c92\u8b8a\u597d\u5c31 <code>git reset<\/code> \u56de\u9000\uff0c\u518d\u4f86\u4e00\u8f2a\u3002\u4f60\u53bb\u7761\u89ba\uff0c\u9192\u4f86\u770b\u5230\u7684\u662f\u4e00\u6574\u4efd\u5be6\u9a57\u65e5\u8a8c\uff0c\u548c\u4e00\u500b\u4f46\u9858\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">02:40 \u6210\u679c\uff1aagent \u4e0d\u6703\u7d2f\uff0c\u4e5f\u4e0d\u57f7\u8457\u65bc\u300c\u8d8a\u5927\u8d8a\u597d\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u500b\u904e\u7a0b\u4f60\u4e0d\u78b0 <code>train.py<\/code>\uff0c\u53ea\u5beb <code>program.md<\/code>\uff0c\u8dd1\u5be6\u9a57\u9019\u4ef6\u4e8b\u4ea4\u7d66 agent\u3002\u6210\u679c\u5f88\u80fd\u8aaa\u660e\u554f\u984c\uff1aKarpathy \u62ff\u4e00\u500b\u4ed6\u624b\u5de5\u6253\u78e8\u4e86\u4e8c\u5341\u5e74\u7684\u6a21\u578b\uff0c\u8b93 agent \u8dd1\u5169\u5929\u3001\u4e03\u767e\u6b21\u5be6\u9a57\uff0c\u627e\u51fa\u4e8c\u5341\u8655\u4ed6\u81ea\u5df1\u6f0f\u6389\u7684\u6539\u9032\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\u4e00\u8655\u662f\u6ce8\u610f\u529b\u6a5f\u5236\u88e1\u5c11\u4e86\u4e00\u500b\u7e2e\u653e\u4fc2\u6578\uff0c\u8b93\u6ce8\u610f\u529b\u5728\u5404\u500b\u982d\u4e4b\u9593\u6524\u5f97\u592a\u6563\u3002\u9019\u4e0d\u662f\u6a21\u7cca\u6e2c\u8a66\u80fd\u6293\u5230\u7684 bug\uff0c\u800c\u662f\u4e00\u500b\u7d30\u5fc3\u7684\u4eba\u672c\u53ef\u4ee5\u767c\u73fe\u3001\u537b\u6c92\u767c\u73fe\u7684\u512a\u5316\u2014\u2014\u56e0\u70ba\u4eba\u505a\u5230\u7b2c\u5341\u4e8c\u500b\u5be6\u9a57\u5c31\u7d2f\u4e86\uff0cagent \u4e0d\u6703\u7d2f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Shopify \u7684 CEO Tobi L\u00fctke \u4e5f\u62ff\u5b83\u5728\u5167\u90e8\u6a21\u578b\u4e0a\u8dd1\u4e86\u4e00\u665a\uff0c\u9192\u4f86\u6642\u4e00\u500b 8 \u5104\u53c3\u6578\u7684\u6a21\u578b\uff0c\u6bd4\u5b83\u8981\u66ff\u63db\u6389\u7684 16 \u5104\u53c3\u6578\u6a21\u578b\u9084\u9ad8\u51fa 19%\u3002\u4e00\u534a\u7684\u5927\u5c0f\u53cd\u800c\u66f4\u597d\uff0c\u56e0\u70ba agent \u662f\u885d\u8457\u786c\u9ad4\u53bb\u512a\u5316\u7684\uff0c\u800c\u4e0d\u662f\u9810\u8a2d\u300c\u8d8a\u5927\u8d8a\u597d\u300d\u3002Karpathy \u7684\u6838\u5fc3\u6d1e\u5bdf\u662f\uff1a\u53ea\u8981\u4f60\u6709\u4e00\u500b\u5ba2\u89c0\u6307\u6a19\uff0c\u90a3\u500b\u8dd1\u5be6\u9a57\u7684\u4eba\u5c31\u4e0d\u8a72\u662f\u4f60\uff0c\u4f60\u662f\u74f6\u9838\uff0c\u628a\u81ea\u5df1\u5f9e\u8ff4\u5708\u88e1\u62ff\u6389\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">04:00 \u4e00\u500b\u80fd\u8dd1\u8d77\u4f86\u7684 loop \u6709\u54ea\u4e94\u584a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u628a\u4e00\u500b\u771f\u6b63\u80fd\u8dd1\u8d77\u4f86\u7684 loop \u62c6\u6210\u4e94\u584a\uff1a<strong>\u81ea\u52d5\u89f8\u767c<\/strong>\uff08\u5fc3\u8df3\uff0cClaude Code \u88e1\u662f <code>\/loop<\/code> \u548c <code>\/goal<\/code>\uff0cCodex \u88e1\u662f Automations\uff09\uff1b<strong>skill<\/strong>\uff08\u628a\u5c08\u6848\u77e5\u8b58\u5beb\u4e00\u6b21\uff0c\u6bcf\u8f2a\u90fd\u8b80\uff09\uff1b<strong>\u5b50 agent<\/strong>\uff08\u628a\u300c\u5beb\u7684\u300d\u548c\u300c\u5be9\u7684\u300d\u62c6\u6210\u5169\u500b\uff0c\u56e0\u70ba\u5beb\u7a0b\u5f0f\u90a3\u500b\u7d66\u81ea\u5df1\u6253\u5206\u592a\u5bec\u9b06\uff09\uff1b<strong>\u9023\u63a5\u5668<\/strong>\uff08\u8b93 loop \u80fd\u53bb\u958b PR\u3001\u8cbc ticket\uff09\uff1b\u6700\u5f8c\u662f<strong>\u9a57\u8b49\u5668<\/strong>\uff08\u81ea\u52d5\u628a\u58de\u7d50\u679c\u64cb\u56de\u53bb\u7684\u9598\u9580\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u8a8d\u540c\u6587\u7ae0\u88e1\u7684\u4e00\u53e5\u8a71\uff1a\u5176\u5b83\u56db\u6a23\u90fd\u662f\u7ba1\u9053\uff0c\u9a57\u8b49\u5668\u624d\u662f\u8b93 loop \u6210\u7acb\u7684\u90a3\u4e00\u584a\uff1b\u6c92\u6709\u5b83\uff0c\u4f60\u53ea\u662f\u5728\u82b1\u9322\u8cb7\u4e00\u500b\u6574\u665a\u90fd\u5728\u81ea\u6211\u8a8d\u540c\u7684 agent\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">05:10 \u4e94\u500d\u5f9e\u54ea\u4f86\uff1a\u96d9\u5c64 AutoResearch<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u6a23\u662f\u4eca\u5e74\u4e09\u6708\uff0c\u5169\u4f4d\u7814\u7a76\u8005\u767c\u4e86\u4e00\u7bc7\u8ad6\u6587\u300aBilevel Autoresearch\u300b\uff08\u96d9\u5c64\u81ea\u52d5\u7814\u7a76\uff09\uff0c\u526f\u6a19\u984c\u66f4\u76f4\u767d\u2014\u2014\u8b93 autoresearch \u4f86\u7814\u7a76 autoresearch \u5b83\u81ea\u5df1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u5011\u7684\u505a\u6cd5\u662f\u5728 Karpathy \u90a3\u500b loop \u4e0a\u9762\u518d\u5957\u4e00\u5c64\u3002\u5167\u5c64 loop \u505a\u7684\u5c31\u662f Karpathy \u539f\u672c\u90a3\u5957\uff1a\u63d0\u6539\u52d5\u3001\u8a13\u7df4\u3001\u8a55\u4f30\u3001\u7559\u4e0b\u6216\u4e1f\u68c4\u3002\u5916\u5c64 loop \u4e0d\u78b0\u6a21\u578b\uff0c\u5b83\u76ef\u8457\u5167\u5c64\u8dd1\uff0c\u8b80\u5167\u5c64\u7684\u7a0b\u5f0f\u78bc\u548c\u904b\u884c\u8ecc\u8de1\uff0c\u627e\u51fa\u9019\u500b\u641c\u7d22\u904e\u7a0b\u672c\u8eab\u5361\u5728\u54ea\uff0c\u7136\u5f8c\u751f\u6210\u4e00\u6bb5\u65b0\u7684 Python \u7a0b\u5f0f\u78bc\u53bb\u6539\u8b8a\u5167\u5c64\u300c\u600e\u9ebc\u641c\u300d\uff0c\u6ce8\u5165\u5f8c\u518d\u8b93\u5167\u5c64\u8dd1\u4e00\u904d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\uff0c\u5728 Karpathy \u90a3\u500b GPT \u9810\u8a13\u7df4\u57fa\u6e96\u4e0a\uff0c\u9a57\u8b49\u640d\u5931\u7684\u6539\u9032\u662f\u55ae\u5c64 loop \u7684<strong>\u4e94\u500d<\/strong>\u2014\u2014\u4e0d\u662f\u597d 5%\uff0c\u662f\u6574\u6574\u4e94\u500d\u3002\u8981\u6ce8\u610f\u5169\u4ef6\u4e8b\uff1a\u5169\u5c64\u7528\u7684\u662f\u540c\u4e00\u500b LLM\uff0c\u4f60\u4e0d\u9700\u8981\u66f4\u8070\u660e\u7684\u6a21\u578b\u4f86\u7576\u300c\u5143\u300d\u5c64\uff1b\u63d0\u5347\u4f86\u81ea\u67b6\u69cb\uff0c\u800c\u4e0d\u662f\u4f86\u81ea\u66f4\u5f37\u7684\u667a\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">06:30 \u5916\u5c64\u767c\u73fe\u4e86\u4ec0\u9ebc<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5916\u5c64\u5230\u5e95\u767c\u73fe\u4e86\u4ec0\u9ebc\uff1f\u5b83\u767c\u73fe\u5167\u5c64\u8001\u662f\u6389\u9032\u540c\u6a23\u7684\u641c\u7d22\u5957\u8def\u2014\u2014\u6a21\u578b\u5c0d\u300c\u8a72\u8a66\u4ec0\u9ebc\u512a\u5316\u300d\u6709\u4e00\u5957\u5148\u9a57\uff0c\u54ea\u6015\u9019\u5957\u5148\u9a57\u5df2\u7d93\u4e0d\u7ba1\u7528\u4e86\uff0c\u5b83\u9084\u662f\u4e00\u6b21\u6b21\u7e5e\u56de\u53bb\u3002\u5916\u5c64\u505a\u7684\uff0c\u5c31\u662f\u5f37\u884c\u628a\u5b83\u63a8\u5411\u90a3\u4e9b\u5b83\u672c\u80fd\u6703\u8ff4\u907f\u7684\u65b9\u5411\uff0c\u6253\u7834\u9019\u500b\u5957\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ad6\u6587\u7d50\u5c3e\u6709\u4e00\u53e5\u8a71\u503c\u5f97\u7422\u78e8\uff1a\u5982\u679c\u81ea\u52d5\u7814\u7a76\u80fd\u5c0d\u5b83\u81ea\u5df1\u505a\u5143\u7814\u7a76\uff0c\u90a3\u539f\u5247\u4e0a\uff0c\u5b83\u80fd\u5c0d\u4efb\u4f55\u4e00\u500b\u6709\u53ef\u5ea6\u91cf\u76ee\u6a19\u7684\u6771\u897f\u505a\u5143\u7814\u7a76\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">07:20 \u4f60\u73fe\u5728\u5c31\u80fd\u8a66\uff1a\u4e00\u6bb5\u63d0\u793a\u8a5e\u642d\u51fa loop<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u7528 Claude Code\u3001\u4e0d\u7528 Codex\uff0c\u4f60\u73fe\u5728\u5c31\u80fd\u611f\u53d7\u9019\u500b\u6a5f\u5236\u3002\u6587\u7ae0\u7d66\u4e86\u4e00\u6bb5\u63d0\u793a\u8a5e\uff0c\u8cbc\u9032\u4efb\u610f\u5927\u6a21\u578b\u5373\u53ef\u3002\u6838\u5fc3\u662f\u56db\u6b65\u3001\u6bcf\u8f2a\u91cd\u8907\uff1a\u5148\u8aaa\u4e0b\u4e00\u6b65\u505a\u4ec0\u9ebc\uff0c\u7136\u5f8c\u52d5\u624b\u505a\uff0c\u63a5\u8457\u6309\u4f60\u5b9a\u7684\u6a19\u6e96\u7d66\u7d50\u679c\u6253\u5206\u4e26\u8aa0\u5be6\u5217\u51fa\u9084\u5dee\u5728\u54ea\uff0c\u6700\u5f8c\u5224\u65b7\u2014\u2014\u6bcf\u4e00\u9805\u90fd\u5230\u516b\u5206\u4ee5\u4e0a\u5c31\u6536\u5de5\uff0c\u6c92\u5230\u5c31\u518d\u4f86\u4e00\u8f2a\uff0c\u5148\u4fee\u6700\u5f31\u7684\u90a3\u4e00\u9805\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6703\u81ea\u5df1\u8d77\u8349\u3001\u81ea\u5df1\u5c0d\u8457\u6a19\u6e96\u6253\u5206\u3001\u627e\u5230\u5f31\u9ede\u3001\u91cd\u5beb\uff0c\u76f4\u5230\u904e\u7dda\u3002\u9019\u5c31\u662f\u4e00\u500b loop\uff0c\u4f60\u7528\u4e00\u6bb5\u8a71\u5c31\u642d\u51fa\u4f86\u4e86\u3002\u7576\u7136\u5b83\u662f\u7c21\u5316\u7248\uff1a\u4f60\u9084\u662f\u90a3\u500b\u89f8\u767c\u5668\uff0c\u6c92\u6709\u8abf\u5ea6\u3001\u6c92\u6709\u6301\u4e45\u72c0\u614b\uff0c\u95dc\u6389\u5206\u9801\u5c31\u6c92\u4e86\uff1b\u4f46\u6838\u5fc3\u6a5f\u5236\u5c31\u5728\u9019\u88e1\uff0c\u5f80\u4e0a\u518d\u88dc\u81ea\u52d5\u89f8\u767c\u3001\u72c0\u614b\u6a94\u3001\u9a57\u8b49\u9598\u9580\uff0c\u5c31\u662f\u4e00\u500b\u771f\u6b63\u81ea\u4e3b\u7684 loop\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">08:30 \u9019\u5957\u9069\u4e0d\u9069\u5408\u4f60\u7684\u65e5\u5e38 coding<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u95dc\u9375\u5c31\u770b\u90a3\u500b\u300c\u56db\u689d\u4ef6\u6e2c\u8a66\u300d\u88e1\u6700\u8981\u547d\u7684\u4e00\u689d\uff1a<strong>\u9a57\u8b49\u80fd\u4e0d\u80fd\u81ea\u52d5\u5316<\/strong>\u3002\u80fd\uff0c\u5c31\u9069\u5408\u642d\u6210 loop\u2014\u2014\u6bd4\u5982\u8b93\u4e00\u6279\u5931\u6557\u7684\u6e2c\u8a66\u5168\u8b8a\u7da0\u3001\u5c0d\u8457 benchmark \u628a\u67d0\u6bb5\u7a0b\u5f0f\u8dd1\u5f97\u66f4\u5feb\u3001\u628a\u578b\u5225\u932f\u8aa4\u6e05\u96f6\u3001\u628a\u6253\u5305\u9ad4\u7a4d\u58d3\u4e0b\u53bb\uff0c\u9019\u4e9b\u90fd\u6709\u4e00\u500b\u80fd\u81ea\u52d5\u5224\u771f\u5047\u7684\u88c1\u5224\uff0cloop \u662f\u5728\u771f\u7684\u641c\u7d22\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u80fd\uff0c\u5c31\u5225\u786c\u5957\u2014\u2014\u50cf\u8a2d\u8a08\u4e00\u500b\u65b0\u4ecb\u9762\u3001\u642d\u4e00\u500b\u65b0\u9801\u9762\u3001\u9700\u6c42\u672c\u8eab\u9084\u6a21\u7cca\u7684\u6d3b\uff0c\u5c0d\u4e0d\u5c0d\u53ea\u80fd\u9760\u4eba\u5224\u65b7\uff0cloop \u8981\u9ebc\u767c\u9175\u904e\u982d\u628a\u672c\u4f86\u80fd\u7de8\u8b6f\u7684\u7a0b\u5f0f\u6539\u58de\uff0c\u8981\u9ebc\u7d66\u81ea\u5df1\u7684\u4f5c\u696d\u6253\u9ad8\u5206\u3002\u6240\u4ee5\u5c0d\u591a\u6578\u4eba\u7684\u65e5\u5e38 coding\uff0c\u73fe\u5728\u66f4\u7a69\u7684\u9084\u662f\u4f60\u958b\u8457 Claude Code \u6216 Codex\u3001\u4eba\u5728\u74b0\u88e1\u908a\u8dd1\u908a\u5be9\u2014\u2014\u5148\u628a\u9a57\u8b49\u5668\u7acb\u8d77\u4f86\uff0c\u518d\u8ac7\u8b93\u5b83\u81ea\u5df1\u8dd1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">09:40 loop \u4e0d\u6703\u628a\u4f60\u5f9e\u5de5\u4f5c\u88e1\u522a\u6389<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u662f\u6587\u7ae0\u88e1\u6700\u6e05\u9192\u7684\u4e00\u6bb5\u3002loop \u6539\u8b8a\u5de5\u4f5c\uff0c\u4f46\u4e0d\u6703\u628a\u4f60\u5f9e\u5de5\u4f5c\u88e1\u522a\u6389\u3002\u800c\u4e14\u6709\u5169\u500b\u554f\u984c\u6703\u96a8\u8457 loop \u8d8a\u4f86\u8d8a\u597d\u800c\u8b8a\u5f97\u66f4\u5c16\u92b3\uff1a\u4e00\u500b\u662f<strong>\u7406\u89e3\u50b5<\/strong>\u2014\u2014loop \u8d8a\u5feb\u4ea4\u4ed8\u4f60\u6c92\u89aa\u624b\u5beb\u7684\u7a0b\u5f0f\uff0c\u4f60\u5009\u5eab\u88e1\u6709\u7684\u8207\u4f60\u8166\u5b50\u88e1\u771f\u61c2\u7684\uff0c\u5dee\u8ddd\u5c31\u8d8a\u5927\uff1b\u53e6\u4e00\u500b\u662f<strong>\u8a8d\u77e5\u6295\u964d<\/strong>\u2014\u2014\u7576 loop \u81ea\u5df1\u5728\u8dd1\uff0c\u4f60\u6703\u5f88\u60f3\u505c\u6b62\u5224\u65b7\uff0c\u7167\u55ae\u5168\u6536\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u4e00\u500b loop\uff0c\u5169\u500b\u4eba\u80fd\u7528\u51fa\u5b8c\u5168\u76f8\u53cd\u7684\u7d50\u679c\uff1a\u4e00\u500b\u4eba\u7528\u5b83\u5728\u81ea\u5df1\u6df1\u61c2\u7684\u9818\u57df\u8dd1\u5f97\u66f4\u5feb\uff0c\u53e6\u4e00\u500b\u4eba\u7528\u5b83\u4f86\u8ff4\u907f\u641e\u61c2\u9019\u4ef6\u4e8b\u3002loop \u5206\u4e0d\u6e05\u9019\u5169\u8005\uff0c\u4f46\u4f60\u5206\u5f97\u6e05\u3002\u6587\u7ae0\u6700\u5f8c\u90a3\u53e5\u8a71\u5f88\u503c\u5f97\u5e36\u8d70\uff1aKarpathy \u4e0d\u5beb\u7a0b\u5f0f\u4e86\uff0cCherny \u4e0d prompt \u4e86\uff0c\u4f46\u4ed6\u5011\u5169\u500b\u90fd\u6c92\u6709\u505c\u6b62\u601d\u8003\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u7684\u60f3\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u671f\u6700\u6253\u52d5\u6211\u7684\u4e0d\u662f\u300c\u4e94\u500d\u300d\u9019\u500b\u6578\u5b57\uff0c\u800c\u662f\u5b83\u80cc\u5f8c\u7684\u601d\u8def\uff1a\u771f\u6b63\u7684\u69d3\u687f\u5f80\u5f80\u4e0d\u5728\u300c\u505a\u5f97\u66f4\u597d\u300d\uff0c\u800c\u5728\u300c\u6539\u8b8a\u600e\u9ebc\u505a\u300d\u3002\u96d9\u5c64 loop \u7528\u540c\u4e00\u500b LLM\u3001\u53ea\u9760\u591a\u5957\u4e00\u5c64\u67b6\u69cb\u5c31\u62ff\u5230\u4e94\u500d\uff0c\u67d0\u7a2e\u7a0b\u5ea6\u4e0a\u547c\u61c9\u4e86\u7cfb\u7d71\u8a2d\u8a08\u88e1\u5e38\u898b\u7684\u9053\u7406\u2014\u2014\u74f6\u9838\u7d93\u5e38\u51fa\u5728\u6d41\u7a0b\u7d50\u69cb\uff0c\u800c\u4e0d\u662f\u55ae\u9ede\u7684\u7b97\u529b\u6216\u667a\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\u6211\u66f4\u60f3\u5f37\u8abf\u5f71\u7247\u88e1\u90a3\u53e5\u300c\u9a57\u8b49\u5668\u624d\u662f\u8b93 loop \u6210\u7acb\u7684\u90a3\u4e00\u584a\u300d\u3002\u5728\u65e5\u5e38\u958b\u767c\u4e2d\uff0c\u6211\u5011\u5f88\u5bb9\u6613\u88ab\u81ea\u52d5\u5316\u7684\u6210\u679c\u6c96\u660f\u982d\uff0c\u537b\u5fd8\u4e86\u5982\u679c\u6c92\u6709\u4e00\u500b\u8aa0\u5be6\u3001\u5ba2\u89c0\u3001\u7121\u6cd5\u88ab\u4f5c\u5f0a\u7684\u88c1\u5224\uff0cagent \u7684\u81ea\u6211\u6253\u5206\u5e7e\u4e4e\u6c92\u6709\u610f\u7fa9\u3002\u9019\u4e5f\u89e3\u91cb\u4e86\u70ba\u4ec0\u9ebc <code>prepare.py<\/code> \u8981\u7981\u6b62 agent \u4fee\u6539\u2014\u2014\u9019\u4e0d\u662f\u6280\u8853\u9650\u5236\uff0c\u800c\u662f\u4e00\u7a2e\u5236\u5ea6\u8a2d\u8a08\uff0c\u9632\u6b62\u300c\u512a\u5316\u76ee\u6a19\u300d\u88ab\u66ff\u63db\u6210\u300c\u512a\u5316\u6307\u6a19\u300d\u3002\u9019\u500b reward hacking\uff08\u734e\u52f5\u99ed\u5165\uff09\u7684\u98a8\u96aa\uff0c\u503c\u5f97\u6bcf\u500b\u8981\u642d\u81ea\u52d5\u5316\u6d41\u7a0b\u7684\u4eba\u653e\u5728\u5fc3\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0c\u300c\u7406\u89e3\u50b5\u300d\u8207\u300c\u8a8d\u77e5\u6295\u964d\u300d\u662f\u6211\u8a8d\u70ba\u6700\u8a72\u88ab\u53cd\u8986\u63d0\u9192\u7684\u5169\u9ede\u3002loop \u80fd\u5e6b\u4f60\u66f4\u5feb\u62b5\u9054\uff0c\u4f46\u5b83\u7121\u6cd5\u66ff\u4f60\u7406\u89e3\u3002\u771f\u6b63\u62c9\u958b\u5dee\u8ddd\u7684\uff0c\u5f9e\u4f86\u4e0d\u662f\u8ab0\u7684 agent \u8dd1\u5f97\u5feb\uff0c\u800c\u662f\u8ab0\u5728 agent \u8dd1\u7684\u6642\u5019\u9084\u5728\u6301\u7e8c\u601d\u8003\u3002\u8207\u5176\u64d4\u5fc3\u88ab\u5de5\u5177\u53d6\u4ee3\uff0c\u4e0d\u5982\u628a\u5de5\u5177\u7576\u6210\u653e\u5927\u5668\u2014\u2014\u653e\u5927\u4f60\u7684\u7406\u89e3\uff0c\u800c\u4e0d\u662f\u66ff\u4ee3\u5b83\u3002<\/p>\n\n    \n\n<div id=\"quiz-1bd782cc\">\n<style>\n#quiz-1bd782cc .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-1bd782cc .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-1bd782cc .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-1bd782cc .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-1bd782cc .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-1bd782cc .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-1bd782cc .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-1bd782cc .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-1bd782cc .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-1bd782cc .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-1bd782cc .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-1bd782cc .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-1bd782cc .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-1bd782cc .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-1bd782cc .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-1bd782cc .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-1bd782cc .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1aKarpathy \u7684 AutoResearch loop \u8207\u96d9\u5c64 loop<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528\u5f71\u7247\u6240\u8b1b\u7684 loop engineering \u89c0\u5ff5\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u4f60\u60f3\u4eff\u7167 AutoResearch \u7684\u8a2d\u8a08\uff0c\u8b93 agent \u81ea\u52d5\u512a\u5316\u6a21\u578b <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u6253\u7b97\u8b93 agent \u53cd\u8986\u4fee\u6539\u8a13\u7df4\u8173\u672c\u4f86\u63d0\u5347\u6a21\u578b\u7684\u9a57\u8b49\u5206\u6578\u3002\n\u5c08\u6848\u4e2d\u6709\uff1a\u8a13\u7df4\u8173\u672c\u3001\u8a55\u5206\u5668\u3001\u7d66 agent \u7684\u8aaa\u660e\u6a94\u3002\n\u70ba\u4e86\u907f\u514d agent\u300c\u4f5c\u5f0a\u300d\uff0c\u4f60\u8a72\u5982\u4f55\u5b89\u6392\u6b0a\u9650\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u8b93 agent \u540c\u6642\u4fee\u6539\u8a13\u7df4\u8173\u672c\u8207\u8a55\u5206\u5668\uff0c\u6548\u7387\u6700\u9ad8<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u53ea\u5141\u8a31 agent \u6539\u8a13\u7df4\u8173\u672c\uff0c\u7981\u6b62\u5b83\u78b0\u8a55\u5206\u5668<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u53ea\u5141\u8a31 agent \u6539\u8a55\u5206\u5668\uff0c\u8b93\u5b83\u81ea\u5df1\u6c7a\u5b9a\u600e\u9ebc\u6253\u5206<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u4e09\u500b\u6a94\u6848\u90fd\u9396\u4f4f\uff0cagent \u53ea\u80fd\u8b80\u4e0d\u80fd\u6539<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u4f60\u60f3\u5224\u65b7\u624b\u4e0a\u7684 coding \u4efb\u52d9\u9069\u4e0d\u9069\u5408\u642d\u6210\u81ea\u4e3b loop <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u6709\u56db\u500b\u4efb\u52d9\u60f3\u4ea4\u7d66 loop \u81ea\u5df1\u8dd1\uff1a\n\u2460 \u8b93\u4e00\u6279\u5931\u6557\u7684\u55ae\u5143\u6e2c\u8a66\u5168\u90e8\u8b8a\u7da0\n\u2461 \u8a2d\u8a08\u4e00\u500b\u5168\u65b0\u7684\u7522\u54c1\u4ecb\u9762\n\u2462 \u5c0d\u8457 benchmark \u628a\u67d0\u6bb5\u7a0b\u5f0f\u8dd1\u5f97\u66f4\u5feb\n\u2463 \u628a\u5c08\u6848\u88e1\u7684\u578b\u5225\u932f\u8aa4\u6e05\u96f6\n\u54ea\u4e00\u7d44\u4efb\u52d9\u300c\u6700\u9069\u5408\u300d\u642d\u6210\u81ea\u4e3b loop\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u2461 \u55ae\u7368\u4e00\u9805\uff0c\u56e0\u70ba\u6700\u6709\u5275\u610f<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u2460\u2461\u2462\uff0c\u53ea\u6709 \u2463 \u4e0d\u9069\u5408<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u2460\u2462\u2463\uff0c\u56e0\u70ba\u5b83\u5011\u7684\u9a57\u8b49\u90fd\u80fd\u81ea\u52d5\u5316<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u5168\u90e8\u90fd\u9069\u5408\uff0cloop \u4ec0\u9ebc\u90fd\u80fd\u505a<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 3 -->\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u4f60\u60f3\u4e0d\u7528\u4efb\u4f55\u5de5\u5177\uff0c\u5148\u9ad4\u9a57\u4e00\u6b21 loop \u7684\u6a5f\u5236 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u5f71\u7247\u63d0\u5230\u4f60\u53ef\u4ee5\u8cbc\u4e00\u6bb5\u63d0\u793a\u8a5e\u5230\u4efb\u610f\u5927\u6a21\u578b\uff0c\n\u5c31\u80fd\u611f\u53d7 loop \u7684\u904b\u4f5c\uff0c\u6838\u5fc3\u662f\u300c\u6bcf\u4e00\u8f2a\u91cd\u8907\u56db\u6b65\u300d\u3002\n\u4e0b\u5217\u54ea\u500b\u6d41\u7a0b\u6700\u7b26\u5408\u5f71\u7247\u63cf\u8ff0\u7684\u56db\u6b65\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'A')\">A. \u8aaa\u4e0b\u4e00\u6b65\u505a\u4ec0\u9ebc \u2192 \u52d5\u624b\u505a \u2192 \u6309\u6a19\u6e96\u6253\u5206\u4e26\u5217\u51fa\u5dee\u8ddd \u2192 \u672a\u9054\u6a19\u5c31\u518d\u4f86\u4e00\u8f2a\u3001\u5148\u4fee\u6700\u5f31\u9805<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'A')\">B. \u4e00\u6b21\u628a\u6240\u6709\u9700\u6c42\u5beb\u5b8c \u2192 \u8b93\u6a21\u578b\u4e00\u6b21\u751f\u6210 \u2192 \u76f4\u63a5\u63a1\u7528<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'A')\">C. \u8b93\u6a21\u578b\u81ea\u7531\u767c\u63ee \u2192 \u4eba\u5de5\u9010\u5b57\u5be9\u67e5 \u2192 \u4eba\u5de5\u6539\u5beb \u2192 \u4ea4\u4ed8<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'A')\">D. \u5148\u8a13\u7df4\u4e94\u5206\u9418 \u2192 git commit \u2192 git reset \u2192 \u91cd\u8dd1<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u4e00\u500b\u300c\u8dd1\u6574\u665a\u537b\u6beb\u7121\u9032\u5c55\u300d\u7684 loop <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u67d0\u4eba\u642d\u4e86\u4e00\u500b agent loop \u8b93\u5b83\u6574\u665a\u81ea\u52d5\u512a\u5316\u7a0b\u5f0f\uff0c\n\u65e9\u4e0a\u56de\u4f86\u767c\u73fe agent \u6bcf\u4e00\u8f2a\u90fd\u5ba3\u7a31\u300c\u9019\u6b21\u66f4\u597d\u4e86\u300d\uff0c\n\u4f46\u5be6\u969b\u6307\u6a19\u6beb\u7121\u6539\u5584\uff0c\u751a\u81f3\u8b8a\u5dee\u3002\n\u6839\u64da\u5f71\u7247\uff0c\u6700\u53ef\u80fd\u7f3a\u5c11\u7684\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. \u7f3a\u5c11\u66f4\u8070\u660e\u3001\u66f4\u5927\u7684\u6a21\u578b\u4f86\u7576 agent<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. \u7f3a\u5c11\u4e00\u500b\u80fd\u5224\u771f\u5047\u7684\u9a57\u8b49\u5668\uff0cagent \u53ea\u662f\u53cd\u8986\u7d66\u81ea\u5df1\u9ede\u982d<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. \u7f3a\u5c11\u66f4\u591a\u7684 GPU \u7b97\u529b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. \u7f3a\u5c11\u66f4\u8a73\u7d30\u7684\u4e00\u6b21\u6027 prompt<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u5c0d\u300c\u96d9\u5c64 loop \u4e94\u500d\u63d0\u5347\u300d\u7684\u932f\u8aa4\u7406\u89e3 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u540c\u4e8b\u807d\u5b8c\u96d9\u5c64 AutoResearch \u5f8c\u4e0b\u4e86\u7d50\u8ad6\uff1a\n\u300c\u8981\u62ff\u5230\u4e94\u500d\u63d0\u5347\uff0c\u95dc\u9375\u662f\u5916\u5c64\u8981\u7528\u4e00\u500b\n\u6bd4\u5167\u5c64\u66f4\u8070\u660e\u3001\u66f4\u5f37\u5927\u7684 LLM \u4f86\u7576\u300e\u5143\u300f\u5c64\u3002\u300d\n\u6839\u64da\u5f71\u7247\uff0c\u9019\u500b\u7406\u89e3\u932f\u5728\u54ea\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. \u6c92\u932f\uff0c\u5143\u5c64\u672c\u4f86\u5c31\u9700\u8981\u66f4\u5f37\u7684\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. \u932f\u5728\u4e94\u500d\u5176\u5be6\u53ea\u662f\u597d 5%\uff0c\u4e0d\u662f\u771f\u7684\u4e94\u500d<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u932f\u5728\u5169\u5c64\u7528\u7684\u662f\u540c\u4e00\u500b LLM\uff0c\u63d0\u5347\u4f86\u81ea\u67b6\u69cb\u800c\u975e\u66f4\u5f37\u7684\u667a\u80fd<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u932f\u5728\u5916\u5c64\u5176\u5be6\u6703\u76f4\u63a5\u4fee\u6539\u6a21\u578b\u53c3\u6578<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"AutoResearch \u7684\u95dc\u9375\u8a2d\u8a08\u5c31\u662f\uff1aagent \u53ea\u80fd\u6539 <code>train.py<\/code>\uff0c\u4e0d\u80fd\u78b0\u8a55\u5206\u5668 <code>prepare.py<\/code>\u3002\u56e0\u70ba\u82e5 agent \u80fd\u6539\u8a55\u5206\u5668\uff0c\u5b83\u6703\u50be\u5411\u628a\u300c\u8003\u8a66\u6539\u7c21\u55ae\u300d\u800c\u4e0d\u662f\u628a\u6a21\u578b\u6539\u597d\uff0c\u4e5f\u5c31\u662f\u628a\u512a\u5316\u76ee\u6a19\u5077\u63db\u6210\u512a\u5316\u6307\u6a19\u3002A \u6703\u5c0e\u81f4\u4f5c\u5f0a\uff1bC \u76f4\u63a5\u8b93 agent \u638c\u63a7\u6253\u5206\uff0c\u6700\u5371\u96aa\uff1bD \u9023\u8a13\u7df4\u8173\u672c\u90fd\u9396\u4f4f\uff0cloop \u6839\u672c\u7121\u6cd5\u63a2\u7d22\u6539\u52d5\u3002\",\n        2: \"\u5f71\u7247\u7684\u56db\u689d\u4ef6\u6e2c\u8a66\u4e2d\u6700\u8981\u547d\u7684\u4e00\u689d\u662f\u300c\u9a57\u8b49\u80fd\u4e0d\u80fd\u81ea\u52d5\u5316\u300d\u3002\u2460\uff08\u6e2c\u8a66\u5168\u7da0\uff09\u3001\u2462\uff08benchmark \u52a0\u901f\uff09\u3001\u2463\uff08\u578b\u5225\u932f\u8aa4\u6e05\u96f6\uff09\u90fd\u6709\u80fd\u81ea\u52d5\u5224\u771f\u5047\u7684\u88c1\u5224\uff0c\u9069\u5408\u642d loop\u3002\u2461\uff08\u8a2d\u8a08\u65b0\u4ecb\u9762\uff09\u5c0d\u4e0d\u5c0d\u53ea\u80fd\u9760\u4eba\u5224\u65b7\uff0c\u786c\u5957 loop \u6703\u767c\u9175\u904e\u982d\u6216\u81ea\u6211\u6253\u9ad8\u5206\uff0c\u56e0\u6b64\u4e0d\u9069\u5408\u3002\",\n        3: \"\u5f71\u7247\u63cf\u8ff0\u7684\u56db\u6b65\u662f\uff1a\u5148\u8aaa\u4e0b\u4e00\u6b65\u505a\u4ec0\u9ebc \u2192 \u52d5\u624b\u505a \u2192 \u6309\u4f60\u5b9a\u7684\u6a19\u6e96\u7d66\u7d50\u679c\u6253\u5206\u4e26\u8aa0\u5be6\u5217\u51fa\u5dee\u8ddd \u2192 \u5224\u65b7\u662f\u5426\u6bcf\u9805\u90fd\u9054\u6a19\uff0c\u672a\u9054\u6a19\u5c31\u518d\u4f86\u4e00\u8f2a\u3001\u5148\u4fee\u6700\u5f31\u7684\u90a3\u4e00\u9805\u3002B \u662f\u4e00\u6b21\u6027 prompt \u4e0d\u662f loop\uff1bC \u628a\u5224\u65b7\u5b8c\u5168\u4ea4\u7d66\u4eba\uff1bD \u63cf\u8ff0\u7684\u662f Karpathy \u8a13\u7df4\u6a21\u578b\u7684\u5be6\u9a57\u6d41\u7a0b\uff0c\u4e0d\u662f\u9019\u6bb5\u901a\u7528\u63d0\u793a\u8a5e\u3002\",\n        4: \"\u5f71\u7247\u5f37\u8abf\uff1a\u5176\u5b83\u56db\u6a23\uff08\u81ea\u52d5\u89f8\u767c\u3001skill\u3001\u5b50 agent\u3001\u9023\u63a5\u5668\uff09\u90fd\u53ea\u662f\u7ba1\u9053\uff0c<b>\u9a57\u8b49\u5668<\/b>\u624d\u662f\u8b93 loop \u6210\u7acb\u7684\u90a3\u4e00\u584a\u3002\u6c92\u6709\u4e00\u500b\u80fd\u5224\u771f\u5047\u7684\u6aa2\u67e5\uff0cagent \u53ea\u6703\u53cd\u8986\u7d66\u81ea\u5df1\u9ede\u982d\uff0c\u4f60\u53ea\u662f\u5728\u82b1\u9322\u8cb7\u4e00\u500b\u6574\u665a\u90fd\u5728\u81ea\u6211\u8a8d\u540c\u7684 agent\u3002\u554f\u984c\u4e0d\u5728\u6a21\u578b\u5927\u5c0f\u6216\u7b97\u529b\uff0c\u800c\u5728\u7f3a\u5c11\u5ba2\u89c0\u7684\u9a57\u8b49\u9598\u9580\u3002\",\n        5: \"\u5f71\u7247\u660e\u78ba\u6307\u51fa\u5169\u4ef6\u4e8b\uff1a\u5169\u5c64\u7528\u7684\u662f<b>\u540c\u4e00\u500b LLM<\/b>\uff0c\u4f60\u4e0d\u9700\u8981\u66f4\u8070\u660e\u7684\u6a21\u578b\u4f86\u7576\u5143\u5c64\uff1b\u800c\u4e14\u63d0\u5347\u4f86\u81ea<b>\u67b6\u69cb<\/b>\uff0c\u4e0d\u662f\u4f86\u81ea\u66f4\u5f37\u7684\u667a\u80fd\u3002\u4e94\u500d\u662f\u9a57\u8b49\u640d\u5931\u6539\u9032\u7684\u771f\u5be6\u500d\u6578\uff08\u4e0d\u662f 5%\uff09\u3002\u5916\u5c64\u4e5f\u4e0d\u78b0\u6a21\u578b\uff0c\u5b83\u53ea\u6539\u8b8a\u5167\u5c64\u300c\u600e\u9ebc\u641c\u300d\uff0c\u6240\u4ee5 A\u3001B\u3001D \u90fd\u932f\u3002\",\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8))\n            msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = 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