{"id":7222,"date":"2026-08-17T13:23:00","date_gmt":"2026-08-17T05:23:00","guid":{"rendered":"https:\/\/nullthought.net\/?p=7222"},"modified":"2026-08-17T13:23:02","modified_gmt":"2026-08-17T05:23:02","slug":"%e8%83%bd%e5%a4%9f%e5%a4%8d%e7%8e%b0%e7%a7%91%e7%a0%94%e6%88%90%e6%9e%9c%e7%9a%84ai-%e7%a7%91%e5%ad%a6%e5%ae%b6","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7222","title":{"rendered":"\u80fd\u591f\u590d\u73b0\u79d1\u7814\u6210\u679c\u7684\u201cAI \u79d1\u5b66\u5bb6\u201d"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8bba\u6587<strong>\u300a<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\" target=\"_blank\" rel=\"noreferrer noopener\">Training AI Scientists to Replicate Research<\/a>\u300b<\/strong>\u5f88\u503c\u5f97\u5173\u6ce8\u3002\u5b83\u8ba8\u8bba\u7684\u5e76\u4e0d\u662f\u4f20\u7edf\u610f\u4e49\u4e0a\u201c\u8ba9\u5927\u6a21\u578b\u81ea\u52a8\u5199\u8bba\u6587\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u66f4\u5177\u4f53\u4e5f\u66f4\u624e\u5b9e\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u80fd\u4e0d\u80fd\u901a\u8fc7\u8bad\u7ec3\uff0c\u8ba9 AI \u5b66\u4f1a\u50cf\u7814\u7a76\u4eba\u5458\u4e00\u6837\u7406\u89e3\u8bba\u6587\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u8c03\u7528\u4ee3\u7801\u5de5\u5177\uff0c\u5e76\u771f\u6b63\u628a\u8bba\u6587\u4e2d\u7684\u5b9e\u9a8c\u7ed3\u679c\u590d\u73b0\u51fa\u6765\uff1f<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u7531 <a href=\"https:\/\/inherentlabs.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Inherent Laboratories<\/a> \u7684 Damon Falck\u3001Samer Sabri \u7b49\u4eba\u5b8c\u6210\uff0c2026 \u5e74 8 \u6708 13 \u65e5\u63d0\u4ea4\u5230 arXiv\uff0c\u76ee\u524d\u4e3a v1 \u9884\u5370\u672c\uff0c\u5171 47 \u9875\u3002(<a href=\"https:\/\/arxiv.org\/abs\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u8ba4\u4e3a\uff0c\u8fd9\u7bc7\u8bba\u6587\u771f\u6b63\u6709\u610f\u601d\u7684\u5730\u65b9\u5e76\u4e0d\u662f\u201cFaraday \u6253\u8d25\u4e86 GPT-5.5\u201d\uff0c\u800c\u662f\u5b83\u63d0\u51fa\u4e86\u4e00\u79cd\u5f88\u53ef\u80fd\u4f1a\u6210\u4e3a\u672a\u6765 AI \u79d1\u7814\u667a\u80fd\u4f53\u91cd\u8981\u67b6\u6784\u7684\u601d\u8def\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u8981\u8ba9\u6700\u5f3a\u7684\u5927\u6a21\u578b\u65e2\u5f53\u79d1\u5b66\u5bb6\u53c8\u5f53\u7a0b\u5e8f\u5458\uff0c\u800c\u662f\u8bad\u7ec3\u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u201c\u79d1\u7814\u5224\u65ad\u201d\u7684\u6a21\u578b\uff0c\u8ba9\u5b83\u6307\u6325\u5f3a\u5927\u7684 coding agent \u5e72\u6d3b\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u5230\u5e95\u5728\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5929\u7684\u5927\u6a21\u578b\u5199 Python\u3001\u8c03\u7528 PyTorch\u3001\u4fee\u6539\u4ee3\u7801\u5df2\u7ecf\u5f88\u5f3a\uff0c\u4f46\u201c\u79d1\u7814\u201d\u5e76\u4e0d\u7b49\u4e8e\u201c\u5199\u4ee3\u7801\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u7ed9\u4f60\u4e00\u7bc7\u673a\u5668\u5b66\u4e60\u8bba\u6587\uff0c\u5176\u4e2d\u5199\u9053\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u91c7\u7528\u6a21\u578b A\uff0c\u5728\u6570\u636e\u96c6 B \u4e0a\u8bad\u7ec3\uff0c\u901a\u8fc7\u65b9\u6cd5 C \u5f97\u5230\u4e86\u56fe 4\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u6b63\u590d\u73b0\u5b9e\u9a8c\u65f6\uff0c\u4f1a\u9047\u5230\u5927\u91cf\u8bba\u6587\u6ca1\u6709\u660e\u786e\u5199\u51fa\u7684\u4e1c\u897f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d85\u53c2\u6570\u5230\u5e95\u662f\u591a\u5c11\uff1f<\/li>\n\n\n\n<li>\u6570\u636e\u5982\u4f55\u9884\u5904\u7406\uff1f<\/li>\n\n\n\n<li>\u968f\u673a\u79cd\u5b50\u600e\u4e48\u529e\uff1f<\/li>\n\n\n\n<li>\u539f\u5b9e\u9a8c\u9700\u8981 1000 GPU \u5c0f\u65f6\uff0c\u4f46\u6211\u53ea\u6709\u4e00\u5f20 GPU\uff0c\u5982\u4f55\u7f29\u5c0f\u5b9e\u9a8c\uff1f<\/li>\n\n\n\n<li>\u54ea\u4e9b\u6b65\u9aa4\u53ef\u4ee5\u7b80\u5316\uff0c\u54ea\u4e9b\u4e0d\u80fd\u7b80\u5316\uff1f<\/li>\n\n\n\n<li>\u7ed3\u679c\u8dd1\u4e0d\u51fa\u6765\uff0c\u662f\u4ee3\u7801\u9519\u4e86\u3001\u53c2\u6570\u9519\u4e86\u8fd8\u662f\u8bba\u6587\u73b0\u8c61\u672c\u8eab\u4e0d\u7a33\uff1f<\/li>\n\n\n\n<li>\u4e3a\u4e86\u5f97\u5230\u201c\u597d\u770b\u7684\u7ed3\u679c\u201d\uff0c\u53ef\u4e0d\u53ef\u4ee5\u5077\u5077\u6311\u4e00\u4e2a\u6700\u597d\u7684 checkpoint\uff1f<\/li>\n\n\n\n<li>\u5982\u679c\u7b97\u529b\u4e0d\u591f\uff0c\u4ec0\u4e48\u6837\u7684 scaled-down experiment \u4ecd\u7136\u80fd\u591f\u9a8c\u8bc1\u539f\u8bba\u6587\u7684\u6838\u5fc3 claim\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u4f5c\u8005\u63d0\u51fa\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u5224\u65ad\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bba\u6587\u590d\u73b0\u5176\u5b9e\u662f\u4e00\u79cd\u201c\u5f31\u5f00\u653e\u5f0f\u79d1\u7814\u4efb\u52a1\u201d\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u50cf\u6570\u5b66\u9898\u90a3\u6837\u7b54\u6848\u660e\u786e\uff0c\u5374\u53c8\u4e0d\u50cf\u771f\u6b63\u539f\u521b\u79d1\u7814\u90a3\u4e48\u5b8c\u5168\u5f00\u653e\uff0c\u56e0\u6b64\u975e\u5e38\u9002\u5408\u4f5c\u4e3a\u201cAI Scientist\u201d\u7684\u8bad\u7ec3\u573a\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e5f\u662f\u6574\u7bc7\u8bba\u6587\u6700\u91cd\u8981\u7684\u601d\u60f3\u4e4b\u4e00\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Replication \u2192 Innovation<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u8bad\u7ec3 AI \u5b66\u4f1a\u79d1\u5b66\u5730\u590d\u73b0\u5df2\u6709\u7814\u7a76\uff0c\u518d\u9010\u6e10\u8fdb\u5165\u771f\u6b63\u7684\u79d1\u5b66\u53d1\u73b0\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e8c\u3001Replica\uff1a\u628a\u201c\u590d\u73b0\u8bba\u6587\u201d\u505a\u6210\u8bad\u7ec3\u73af\u5883<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u9996\u5148\u6784\u5efa\u4e86\u4e00\u4e2a\u53eb <strong>Replica<\/strong> \u7684\u4efb\u52a1\u96c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>100 \u7bc7\u8bba\u6587\uff1b<\/li>\n\n\n\n<li>\u65f6\u95f4\u8de8\u5ea6 1990\u20142026\uff1b<\/li>\n\n\n\n<li>310 \u4e2a\u5b9e\u9a8c\u590d\u73b0\u4efb\u52a1\uff1b<\/li>\n\n\n\n<li>\u5176\u4e2d 242 \u4e2a\u7528\u4e8e\u8bad\u7ec3\uff1b<\/li>\n\n\n\n<li>68 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u96c6\u4e3b\u8981\u6765\u81ea\u673a\u5668\u5b66\u4e60\u8bba\u6587\uff0c\u6d4b\u8bd5\u96c6\u5219\u6765\u81ea <strong>AI for Science<\/strong>\uff0c\u5305\u62ec\u6750\u6599\u3001\u5316\u5b66\u3001\u86cb\u767d\u8d28\u3001\u6c14\u5019\u7b49\u9886\u57df\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u5212\u5206\u975e\u5e38\u6709\u8bb2\u7a76\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728 80 \u7bc7 ML \u8bba\u6587\u8bad\u7ec3\uff0c\u5728\u53e6\u5916 20 \u7bc7 ML \u8bba\u6587\u6d4b\u8bd5\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u5728\u673a\u5668\u5b66\u4e60\u4e0a\u5b66\u4e60\u201c\u5982\u4f55\u505a\u79d1\u7814\u201d\uff0c\u518d\u770b\u8fd9\u79cd\u80fd\u529b\u80fd\u4e0d\u80fd\u8fc1\u79fb\u5230\u79d1\u5b66\u9886\u57df\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u5b83\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6d4b\u8bd5\u7684\u662f <strong>\u79d1\u7814\u65b9\u6cd5\u8bba\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\uff0c\u800c\u4e0d\u4ec5\u662f\u77e5\u8bc6\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Replica \u7684\u4efb\u52a1\u8bbe\u8ba1\u5f88\u5de7\u5999<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7cfb\u7edf\u4f1a\u4ece\u8bba\u6587\u4e2d\u627e\u5230\u4e00\u4e2a\u5b9e\u9a8c\u7ed3\u679c\u56fe\uff0c\u7136\u540e\u628a\u56fe\u4ece\u8bba\u6587 PDF \u4e2d\u62b9\u6389\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u53ea\u80fd\u770b\u5230\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bba\u6587\u6b63\u6587 + \u56fe\u6ce8<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u770b\u4e0d\u5230\u539f\u59cb\u7ed3\u679c\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u9700\u8981\u81ea\u5df1\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9605\u8bfb\u8bba\u6587\uff1b<\/li>\n\n\n\n<li>\u7406\u89e3\u5b9e\u9a8c\uff1b<\/li>\n\n\n\n<li>\u5199\u4ee3\u7801\uff1b<\/li>\n\n\n\n<li>\u4e0b\u8f7d\u6570\u636e\uff1b<\/li>\n\n\n\n<li>\u8fd0\u884c\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u8c03\u8bd5\u5b9e\u9a8c\uff1b<\/li>\n\n\n\n<li>\u5f97\u5230\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>\u6700\u7ec8\u91cd\u65b0\u751f\u6210\u8fd9\u5f20\u56fe\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e2a\u4efb\u52a1\u901a\u5e38\u53ea\u6709\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>60 \u5206\u949f + H200 GPU \u7684 1\/7 MIG slice<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u5f88\u591a\u539f\u8bba\u6587\u5b9e\u9a8c\u6839\u672c\u65e0\u6cd5\u5b8c\u6574\u8fd0\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5fc5\u987b\u5224\u65ad\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4e0b\uff0c\u600e\u6837\u7f29\u5c0f\u5b9e\u9a8c\uff0c\u540c\u65f6\u4ecd\u7136\u9a8c\u8bc1\u539f\u8bba\u6587\u7684\u6838\u5fc3\u79d1\u5b66\u7ed3\u8bba\uff1f<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5176\u5b9e\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u771f\u5b9e\u7814\u7a76\u5de5\u4f5c\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e09\u3001\u6700\u6709\u610f\u601d\u7684\u8bbe\u8ba1\uff1aFaraday \u81ea\u5df1\u5e76\u4e0d\u662f\u6700\u5f3a\u7684\u7a0b\u5e8f\u5458<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u7684\u57fa\u7840\u6a21\u578b\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Qwen3.6-27B<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u5c31\u662f\u8bf4\u53ea\u6709\u7ea6 270 \u4ebf\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46 Faraday \u53ef\u4ee5\u8c03\u7528\u4e00\u4e2a\u8fdc\u6bd4\u81ea\u5df1\u5f3a\u5927\u7684 coding agent\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GPT-5.5 Codex<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u628a\u8fd9\u79cd\u6a21\u5f0f\u79f0\u4e3a\uff1a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Coding Agent as a Tool\uff0cCAT<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u79cd\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>AI \u79d1\u5b66\u5bb6 + AI \u7a0b\u5e8f\u5458<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u76f8\u5f53\u4e8e\u7814\u7a76\u5458\u6216\u8005 PI\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u5148\u8bfb\u8bba\u6587\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u8fd9\u91cc\u771f\u6b63\u9700\u8981\u9a8c\u8bc1\u7684\u662f\u8fd9\u4e2a\u673a\u5236\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u5148\u8dd1\u4e00\u4e2a\u5c0f\u5b9e\u9a8c\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u8bad\u7ec3\u5931\u8d25\uff0c\u67e5\u539f\u56e0\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u4e0d\u8981\u76f4\u63a5 hard-code \u7ed3\u679c\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u6269\u5927\u6837\u672c\u91cf\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u518d\u505a\u4e09\u4e2a\u968f\u673a\u79cd\u5b50\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c Codex \u66f4\u50cf\u79d1\u7814\u5de5\u7a0b\u5e08\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u597d\uff0c\u6211\u6765\u5199\u4ee3\u7801\u3002\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u672c\u8eab\u53ea\u6709\u51e0\u4e2a\u975e\u5e38\u7b80\u5355\u7684\u5de5\u5177\uff0c\u5305\u62ec\u8bfb\u53d6\u6587\u4ef6\u3001grep\u3001\u4fee\u6539\u6587\u4ef6\u548c shell\uff1b\u771f\u6b63\u590d\u6742\u7684\u7f16\u7a0b\u5de5\u4f5c\uff0c\u53ef\u4ee5\u901a\u8fc7 shell \u8c03\u7528 Codex CLI \u5b8c\u6210\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5b9e\u9645\u4e0a\u5f62\u6210\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faraday \u2192 Codex \u2192 Python\/PyTorch\/GPU<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u7684\u5c42\u7ea7\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u56db\u3001\u8fd9\u53ef\u80fd\u662f\u8bba\u6587\u6700\u6709\u4ef7\u503c\u7684\u53d1\u73b0<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u53ea\u6709 <strong>27B<\/strong> \u7684\u6a21\u578b\uff0c\u7ecf\u8fc7\u4e13\u95e8\u8bad\u7ec3\u4e4b\u540e\uff0c\u53ef\u4ee5\u66f4\u52a0\u6709\u6548\u5730\u6307\u6325\u4e00\u4e2a\u8fdc\u5927\u7684 frontier coding agent\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6362\u53e5\u8bdd\u8bf4\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6267\u884c\u80fd\u529b\u6700\u5f3a\u7684\u6a21\u578b\uff0c\u4e0d\u4e00\u5b9a\u5e94\u8be5\u6210\u4e3a\u4efb\u52a1\u7684\u6700\u9ad8\u51b3\u7b56\u8005\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u5b58\u5728\u4e00\u4e2a\u66f4\u5c0f\u7684\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Research Manager \/ Scientist Model<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d1f\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5224\u65ad\u7814\u7a76\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>\u62c6\u89e3\u5b9e\u9a8c\uff1b<\/li>\n\n\n\n<li>\u5236\u5b9a\u5b9e\u9a8c\u8def\u7ebf\uff1b<\/li>\n\n\n\n<li>\u5224\u65ad\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>\u5206\u914d\u7b97\u529b\uff1b<\/li>\n\n\n\n<li>\u51b3\u5b9a\u4ec0\u4e48\u65f6\u5019\u8c03\u7528 coding agent\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u771f\u6b63\u5199\u4ee3\u7801\u7684\u5de5\u4f5c\u4ea4\u7ed9\u5927\u578b coding model\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u751a\u81f3\u505a\u4e86\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u5b9e\u9a8c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u65e9\u671f\u8bad\u7ec3\u65f6\u4e3b\u8981\u4f7f\u7528\u8f83\u5f31\u7684 <strong>GPT-5.4 mini<\/strong> coding agent\uff0c\u4f46\u6d4b\u8bd5\u65f6\u76f4\u63a5\u628a\u5de5\u5177\u6362\u6210 GPT-5.5\uff0c\u6210\u7ee9\u4ece <strong>0.662 \u63d0\u5347\u5230 0.740<\/strong>\uff0c\u5e76\u4e0d\u9700\u8981\u91cd\u65b0\u8bad\u7ec3 Faraday\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u610f\u5473\u7740 Faraday \u5b66\u5230\u7684\u53ef\u80fd\u4e0d\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u600e\u6837\u4f7f\u7528 GPT-5.4 mini\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u662f\u66f4\u62bd\u8c61\u7684\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u201c\u600e\u6837\u7ba1\u7406\u4e00\u4e2a\u79d1\u7814\u7f16\u7a0b\u667a\u80fd\u4f53\u3002\u201d<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u7ed3\u8bba\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u751a\u81f3\u53ef\u80fd\u5f62\u6210\u7c7b\u4f3c\u4eba\u7c7b\u79d1\u7814\u7ec4\u7ec7\u7684\u7ed3\u6784\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u79d1\u5b66\u5224\u65ad\u6a21\u578b \u2192 coding agent \u2192 \u4eff\u771f\u8f6f\u4ef6\/\u5b9e\u9a8c\u8bbe\u5907<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e0d\u662f\u8bd5\u56fe\u7528\u4e00\u4e2a\u8d85\u7ea7\u6a21\u578b\u5305\u6253\u5929\u4e0b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e94\u3001\u600e\u6837\u8bad\u7ec3\u201c\u79d1\u7814\u5224\u65ad\u529b\u201d\uff1f<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u662f\u8bba\u6587\u6280\u672f\u4e0a\u6700\u91cd\u8981\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5927\u96be\u9898\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u79d1\u7814\u4efb\u52a1\u6ca1\u6709\u6807\u51c6\u7b54\u6848\uff0c\u5f3a\u5316\u5b66\u4e60\u7684 reward \u4ece\u54ea\u91cc\u6765\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u662f\u6570\u5b66\u9898\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\u6848\u5bf9 = 1<br>\u7b54\u6848\u9519 = 0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8bba\u6587\u590d\u73b0\u5b9e\u9a8c\u5f88\u96be\u8fd9\u4e48\u5224\u65ad\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u4e24\u4e2a\u7cfb\u7edf\u90fd\u6ca1\u6709\u5b8c\u5168\u590d\u73b0\u539f\u8bba\u6587\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A \u505a\u4e86 10% \u89c4\u6a21\u5b9e\u9a8c\uff0c\u4f46\u65b9\u6cd5\u5b8c\u5168\u6b63\u786e\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B \u753b\u51fa\u6765\u7684\u66f2\u7ebf\u5f88\u50cf\u539f\u8bba\u6587\uff0c\u4f46\u5176\u5b9e\u5077\u5077 hard-code \u4e86\u4e00\u90e8\u5206\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8c01\u66f4\u597d\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\u662f A\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u4f5c\u8005\u6ca1\u6709\u91c7\u7528\u7b80\u5355\u7684\u201c\u56fe\u7247\u76f8\u4f3c\u5ea6\u201d\uff0c\u800c\u662f\u5efa\u7acb\u4e86\u4e00\u4e2a <strong>Rubric Judge<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Judge \u4ece\u4e94\u4e2a\u65b9\u9762\u8bc4\u4ef7\u5b9e\u9a8c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e00\u4e2a Replica task \u90fd\u4f1a\u81ea\u52a8\u751f\u6210\u81ea\u5df1\u7684\u8bc4\u5206\u6807\u51c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Visual fidelity<\/strong><br>\u56fe\u548c\u539f\u8bba\u6587\u662f\u5426\u63a5\u8fd1\u3002<\/li>\n\n\n\n<li><strong>Claim reproduction<\/strong><br>\u662f\u5426\u771f\u6b63\u9a8c\u8bc1\u4e86\u539f\u8bba\u6587\u7684\u79d1\u5b66\u7ed3\u8bba\u3002<\/li>\n\n\n\n<li><strong>Implementation fidelity<\/strong><br>\u5b9e\u9a8c\u65b9\u6cd5\u662f\u5426\u5fe0\u5b9e\u4e8e\u8bba\u6587\u3002<\/li>\n\n\n\n<li><strong>Experimental depth<\/strong><br>\u662f\u5426\u5145\u5206\u5229\u7528\u4e86\u65f6\u95f4\u548c\u8ba1\u7b97\u8d44\u6e90\u3002<\/li>\n\n\n\n<li><strong>Scientific integrity<\/strong><br>\u6709\u6ca1\u6709\u4f5c\u5f0a\u3001hard-code\u3001\u6311\u7ed3\u679c\u7b49\u884c\u4e3a\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e GPT-5.5 Codex \u5145\u5f53 judge\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e14 judge \u4e0d\u53ea\u662f\u770b\u6700\u7ec8\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u80fd\u770b\u5230\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bba\u6587 + \u4ee3\u7801 + git history + \u5b9e\u9a8c\u8f93\u51fa + agent \u5b8c\u6574\u5de5\u4f5c\u8fc7\u7a0b + \u539f\u8bba\u6587\u9690\u85cf\u56fe\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751a\u81f3\u53ef\u4ee5\u91cd\u65b0\u8fd0\u884c\u4ee3\u7801\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u8bc4\u4ef7\u7684\u4e0d\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u56fe\u753b\u5f97\u50cf\u4e0d\u50cf\uff1f\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u201c\u8fd9\u4e2a\u5b9e\u9a8c\u8fc7\u7a0b\u5728\u79d1\u5b66\u610f\u4e49\u4e0a\u6210\u7acb\u5417\uff1f\u201d<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f Replica \u76f8\u5bf9\u4e8e\u5f88\u591a\u4f20\u7edf benchmark \u66f4\u6709\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u516d\u3001\u4f5c\u8005\u8fd8\u89e3\u51b3\u4e86\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u7684\u5927\u95ee\u9898\uff1aCredit Assignment<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u6b21\u5b9e\u9a8c\u53ef\u80fd\u6301\u7eed\u51e0\u5341\u5206\u949f\u751a\u81f3\u4e0a\u767e\u4e2a agent turns\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7ec8 reward \u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>0.78<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95ee\u9898\u6765\u4e86\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u9762\u7b2c 8 \u6b65\u505a\u5bf9\u4e86\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c 35 \u6b65\u505a\u9519\u4e86\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf GRPO \u5982\u679c\u628a 0.78 \u5e73\u5747\u5206\u914d\u7ed9\u6240\u6709 token\uff0c\u8bad\u7ec3\u4f1a\u975e\u5e38\u5608\u6742\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u4f5c\u8005\u8ba9 judge \u4e0d\u4ec5\u6253\u603b\u5206\uff0c\u8fd8\u5224\u65ad\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u54ea\u4e9b\u6b65\u9aa4\u771f\u6b63\u5f71\u54cd\u4e86\u5b9e\u9a8c\u8d28\u91cf\uff1f<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u7ed9\u4e0d\u540c turn \u4e0d\u540c\u6743\u91cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u5206\u6790\u5b9e\u9a8c\u8bbe\u8ba1\u7684 turn \u6743\u91cd\u5927\uff0c\u800c\u7b80\u5355\u8f93\u51fa matplotlib \u56fe\u7684 turn \u6743\u91cd\u5c0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4eec\u53d1\u73b0 AI judge \u5c24\u5176\u91cd\u89c6\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u201cdelegate to coding agent\u201d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u5173\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5e73\u5747 credit weight \u8fbe\u5230\u7ea6 <strong>1.53<\/strong>\uff0c\u8fdc\u9ad8\u4e8e\u666e\u901a\u4ee3\u7801\u6267\u884c\u6216\u67e5\u770b\u6587\u4ef6\u6b65\u9aa4\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u8bf4\u660e\u8bad\u7ec3\u51fa\u6765\u7684\u79d1\u7814\u80fd\u529b\uff0c\u5f88\u5927\u4e00\u90e8\u5206\u5b9e\u9645\u4e0a\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u4ec0\u4e48\u65f6\u5019\u8ba9\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u505a\u4ec0\u4e48\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u667a\u80fd\u4f53\u7814\u7a76\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e00\u70b9\u975e\u5e38\u503c\u5f97\u6ce8\u610f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e03\u3001\u7ed3\u679c\u5230\u5e95\u6709\u591a\u597d\uff1f<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u7ed3\u679c\u5982\u4e0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ML \u8bad\u7ec3\u5206\u5e03<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Agent<\/th><th>Score<\/th><\/tr><\/thead><tbody><tr><td>Qwen3.6-27B<\/td><td>0.678<\/td><\/tr><tr><td>Codex GPT-5.5<\/td><td>0.796<\/td><\/tr><tr><td>Claude Opus 4.8<\/td><td>0.828<\/td><\/tr><tr><td><strong>Faraday<\/strong><\/td><td><strong>0.856<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">AI-for-Science \u6d4b\u8bd5\u96c6<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Agent<\/th><th>Score<\/th><\/tr><\/thead><tbody><tr><td>Qwen3.6-27B<\/td><td>0.554<\/td><\/tr><tr><td>Codex GPT-5.5<\/td><td>0.729<\/td><\/tr><tr><td>Claude Opus 4.8<\/td><td>0.748<\/td><\/tr><tr><td><strong>Faraday<\/strong><\/td><td><strong>0.791<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u5728\u8bad\u7ec3\u5206\u5e03\u4e2d\u6709 <strong>73% \u7684\u4efb\u52a1\u540c\u65f6\u8d85\u8fc7 Claude \u548c Codex<\/strong>\uff0c\u5728 AI-for-science \u7684 held-out \u4efb\u52a1\u4e2d\uff0c\u8fd9\u4e2a\u6bd4\u4f8b\u4ecd\u4e3a <strong>60%<\/strong>\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c24\u5176\u503c\u5f97\u6ce8\u610f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faraday \u7684\u539f\u59cb Qwen3.6-27B \u662f\u56db\u8005\u91cc\u6700\u5f31\u7684\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u8fc7 Replica \u5f3a\u5316\u5b66\u4e60\u4ee5\u540e\uff0c\u5374\u53d8\u6210\u6700\u5f3a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u8fd9\u91cc\u7684\u63d0\u5347\u5f88\u96be\u7b80\u5355\u89e3\u91ca\u6210\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Qwen \u672c\u6765\u5c31\u6bd4 Claude \u5f3a\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6070\u6070\u76f8\u53cd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u8bba\u6587\u975e\u5e38\u6f02\u4eae\u7684\u4e00\u4e2a\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u516b\u3001\u4e3a\u4ec0\u4e48 Faraday \u66f4\u50cf\u79d1\u5b66\u5bb6\uff1f<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u68c0\u67e5\u4e86\u4e00\u4e9b\u5178\u578b\u5b9e\u9a8c\uff0c\u53d1\u73b0 frontier coding agents \u6709\u4e00\u4e2a\u975e\u5e38\u5178\u578b\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b83\u4eec\u559c\u6b22\u201c\u5b8c\u6210\u4efb\u52a1\u201d\uff0c\u800c\u4e0d\u662f\u201c\u9a8c\u8bc1\u79d1\u5b66\u95ee\u9898\u201d\u3002<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u8bba\u6587\u8981\u6c42\u9a8c\u8bc1\u4e00\u79cd\u7b97\u6cd5\u7ecf\u8fc7\u641c\u7d22\u53ef\u4ee5\u53d1\u73b0\u67d0\u79cd\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u666e\u901a coding agent \u6709\u65f6\u4f1a\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u76f4\u63a5\u628a\u6700\u7ec8\u7ed3\u679c hard-code \u8fdb\u53bb\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u56fe\u5f53\u7136\u5f88\u597d\u770b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5b9e\u9a8c\u5df2\u7ecf\u5931\u53bb\u610f\u4e49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u76f8\u5bf9\u66f4\u5bb9\u6613\u610f\u8bc6\u5230\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u8bba\u6587\u771f\u6b63\u8981\u8bc1\u660e\u7684\u662f\u201c\u641c\u7d22\u8fc7\u7a0b\u53ef\u4ee5\u53d1\u73b0\u8fd9\u4e2a\u7ed3\u679c\u201d\uff0c\u800c\u4e0d\u662f\u201c\u628a\u8fd9\u4e2a\u7ed3\u679c\u5c55\u793a\u51fa\u6765\u201d\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u5728\u4e00\u4e2a LSTM \u5b9e\u9a8c\u4e2d\uff0c\u8bad\u7ec3\u6700\u5f00\u59cb\u6ca1\u6709\u6536\u655b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">coding agent \u60f3\u901a\u8fc7\u4eba\u5de5\u521d\u59cb\u5316\u6216\u8005\u8f85\u52a9 loss\uff0c\u628a\u6a21\u578b\u63a8\u5411\u5e0c\u671b\u5f97\u5230\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u4f1a\u963b\u6b62\u8fd9\u79cd\u884c\u4e3a\uff0c\u91cd\u65b0\u8bbe\u8ba1\u771f\u6b63\u80fd\u591f\u8bad\u7ec3\u6536\u655b\u7684\u5b9e\u9a8c\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u533a\u522b\u5176\u5b9e\u5c31\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u7a0b\u5b8c\u6210\u5ea6<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u79d1\u5b66\u771f\u5b9e\u6027<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u95f4\u7684\u533a\u522b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u662f\u6211\u8ba4\u4e3a\u8fd9\u7bc7\u8bba\u6587\u6700\u503c\u5f97\u91cd\u89c6\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e5d\u3001Prompt engineering \u80fd\u4e0d\u80fd\u505a\u5230\u4e00\u6837\u7684\u4e8b\u60c5\uff1f<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u4e13\u95e8\u6d4b\u8bd5\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4eec\u5bf9 Codex \u7684\u79d1\u7814 prompt \u505a\u4e86\u81ea\u52a8\u4f18\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>24 \u8f6e prompt generations\uff1b<\/li>\n\n\n\n<li>\u6bcf\u8f6e\u89c2\u5bdf\u5927\u91cf\u5b9e\u9a8c\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>Claude \u6839\u636e\u5931\u8d25\u6848\u4f8b\u7ee7\u7eed\u6539 prompt\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Codex\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>0.796 \u2192 0.802<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e0\u4e4e\u6ca1\u6709\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI-for-science \u751a\u81f3\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>0.729 \u2192 0.725<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c Faraday \u4e3a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>0.856 \/ 0.791<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u4f5c\u8005\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u80fd\u529b\u65e0\u6cd5\u7b80\u5355\u901a\u8fc7\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u4f60\u662f\u4e00\u4e2a\u4e25\u8c28\u7684\u79d1\u5b66\u5bb6\uff0c\u8bf7\u8ba4\u771f\u9a8c\u8bc1\u5b9e\u9a8c\u2026\u2026\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u7c7b\u7684 prompt \u83b7\u5f97\uff0c\u800c\u5fc5\u987b\u8fdb\u5165\u6a21\u578b\u6743\u91cd\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u7ed3\u679c\u5bf9\u4e8e agent \u7814\u7a76\u5f88\u6709\u542f\u53d1\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Prompt \u53ef\u4ee5\u544a\u8bc9\u6a21\u578b\u539f\u5219\uff0c\u4f46 RL \u53ef\u4ee5\u628a\u539f\u5219\u53d8\u6210\u884c\u4e3a\u4e60\u60ef\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u3001\u5b83\u771f\u7684\u5df2\u7ecf\u4f1a\u201c\u79d1\u7814\u521b\u65b0\u201d\u4e86\u5417\uff1f<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u9700\u8981\u8c28\u614e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u8fdb\u4e00\u6b65\u8bbe\u8ba1\u4e86 20 \u4e2a counterfactual experiments\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u628a\u539f\u4efb\u52a1\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728 dataset A \u4e0a\u9a8c\u8bc1\u73b0\u8c61 X<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6539\u6210\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728 dataset B \u4e0a\u9a8c\u8bc1 X<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6216\u8005\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728\u540c\u4e00\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u53e6\u5916\u4e00\u4e2a\u5047\u8bbe Y\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u5728 <strong>20 \u4e2a\u4efb\u52a1\u4e2d\u7684 19 \u4e2a<\/strong>\u4f18\u4e8e Codex\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u56e0\u6b64\u63d0\u51fa\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">replication training \u53ef\u80fd\u4ea7\u751f\u80fd\u591f\u8fc1\u79fb\u5230 innovation \u7684\u80fd\u529b\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8bba\u6587\u81ea\u5df1\u4e5f\u660e\u786e\u627f\u8ba4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd9\u91cc\u4e0d\u80fd\u636e\u6b64\u5ba3\u5e03 Faraday \u5df2\u7ecf\u5177\u5907\u771f\u6b63\u79d1\u7814\u521b\u65b0\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u4e3a\u7528\u4e8e\u8bc4\u4ef7\u8fd9 20 \u4e2a\u201c\u521b\u65b0\u4efb\u52a1\u201d\u7684 judge\uff0c\u5e76\u6ca1\u6709\u9488\u5bf9\u8fd9\u79cd\u4efb\u52a1\u505a\u4eba\u7c7b\u6821\u51c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u8fd9\u4e00\u90e8\u5206\u66f4\u51c6\u786e\u7684\u7406\u89e3\u5e94\u8be5\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Faraday \u663e\u793a\u51fa\u4e86\u4ece\u201c\u590d\u73b0\u5b9e\u9a8c\u201d\u5411\u201c\u4fee\u6539\u5b9e\u9a8c\u3001\u63a2\u7d22\u65b0\u5047\u8bbe\u201d\u8fc1\u79fb\u7684\u8ff9\u8c61\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e0d\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Faraday \u5df2\u7ecf\u6210\u4e3a\u81ea\u52a8\u79d1\u5b66\u5bb6\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e00\u3001\u8bba\u6587\u6700\u503c\u5f97\u80af\u5b9a\u7684\u4e09\u4e2a\u5730\u65b9<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u8ba4\u4e3a\u7b2c\u4e00\u70b9\u6700\u91cd\u8981\u7684\u662f\uff0c\u5b83\u5f00\u59cb\u8bad\u7ec3 <strong>research taste\uff08\u79d1\u7814\u54c1\u5473\/\u79d1\u7814\u5224\u65ad\uff09<\/strong>\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u8bad\u7ec3\u4ee3\u7801\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb AI Scientist \u7cfb\u7edf\u5e38\u5e38\u628a\u80fd\u529b\u653e\u5728\u590d\u6742 workflow \u91cc\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Planner \u2192 Coder \u2192 Critic \u2192 Reviewer \u2192 Scientist\u2026\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7bc7\u8bba\u6587\u8d70\u4e86\u76f8\u53cd\u8def\u7ebf\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Harness \u5c3d\u91cf\u7b80\u5355\uff0c\u8ba9\u79d1\u7814\u7b56\u7565\u8fdb\u5165\u6a21\u578b\u6743\u91cd\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u4e00\u4e2a\u5f88\u6709\u610f\u4e49\u7684\u65b9\u5411\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\uff0c\u5b83\u627e\u5230\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u201c\u79d1\u7814\u8bad\u7ec3\u4e2d\u95f4\u4efb\u52a1\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u5168\u539f\u521b\u79d1\u7814\u592a\u5f00\u653e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Reward \u65e0\u6cd5\u5b9a\u4e49\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u666e\u901a coding benchmark \u53c8\u592a\u5c01\u95ed\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Reward \u592a\u5bb9\u6613\u5b9a\u4e49\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u590d\u73b0\u6070\u597d\u4f4d\u4e8e\u4e24\u8005\u4e4b\u95f4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6709\u771f\u5b9e\u4e16\u754c\u590d\u6742\u5ea6\uff0c\u53c8\u5b58\u5728\u4e00\u5b9a ground truth\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 Replica \u5f88\u53ef\u80fd\u6bd4\u201c\u8ba9 AI \u81ea\u5df1\u5199\u8bba\u6587\u201d\u66f4\u9002\u5408\u4f5c\u4e3a\u79d1\u7814\u667a\u80fd\u4f53\u8bad\u7ec3\u73af\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\uff0cCAT \u67b6\u6784\u5f88\u6709\u6f5c\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u5f88\u53ef\u80fd\u4e0d\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u4e2a 10 \u4e07\u4ebf\u53c2\u6570 AI Scientist\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u66f4\u7c7b\u4f3c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Scientific Agent\n      \u2193\nCoding Agent\n      \u2193\nSimulation Agent\n      \u2193\nLiterature Agent\n      \u2193\nExperimental Instruments\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u9ad8\u5c42\u6a21\u578b\u4e3b\u8981\u8d1f\u8d23\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63d0\u51fa\u95ee\u9898\u3001\u5224\u65ad\u65b9\u5411\u3001\u9009\u62e9\u5b9e\u9a8c\u3001\u8bc4\u4ef7\u8bc1\u636e\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u7684\u5927\u6a21\u578b\u8d1f\u8d23\u6267\u884c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e8c\u3001\u4f46\u8fd9\u7bc7\u8bba\u6587\u4e5f\u5b58\u5728\u51e0\u4e2a\u5f88\u91cd\u8981\u7684\u95ee\u9898<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">1. Judge \u4ecd\u7136\u662f\u6700\u5927\u7684\u4e0d\u786e\u5b9a\u56e0\u7d20<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136 rubric judge \u6bd4\u666e\u901a judge \u597d\uff0c\u4f46\u5b83\u4e0e\u4eba\u7c7b\u4e13\u5bb6\u6392\u5e8f\u7684\u4e00\u81f4\u6027 Kendall \u03c4 \u53ea\u6709\u7ea6 <strong>0.19<\/strong>\uff0cbaseline judge \u662f 0.15\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5e76\u4e0d\u662f\u975e\u5e38\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751a\u81f3\u4eba\u7c7b\u4e13\u5bb6\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u4e5f\u53ea\u6709\u7ea6 0.30\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5176\u5b9e\u8bf4\u660e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u201c\u4ec0\u4e48\u662f\u4e00\u4e2a\u597d\u7684\u79d1\u7814\u590d\u73b0\u201d\u672c\u8eab\u5c31\u662f\u9ad8\u5ea6\u4e3b\u89c2\u7684\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 Faraday \u7684\u771f\u6b63\u80fd\u529b\u4e0a\u9650\uff0c\u5f88\u5927\u7a0b\u5ea6\u53d6\u51b3\u4e8e judge \u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u201c\u4eba\u7c7b\u559c\u6b22 Faraday\u201d\u8fd9\u4e00\u8bc1\u636e\u5b58\u5728 selection bias<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u62a5\u544a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">41 \u4e2a\u5b9e\u9a8c\u4e2d\uff0c\u4eba\u7c7b\u6709 <strong>29 \u4e2a\u66f4\u559c\u6b22 Faraday<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u8d77\u6765\u5f88\u5f3a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u8fd9 41 \u4e2a\u5b9e\u9a8c\u5e76\u4e0d\u662f\u968f\u673a\u62bd\u53d6\uff0c\u800c\u662f\u4e8b\u5148\u9009\u62e9\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Rubric Judge \u5df2\u7ecf\u8ba4\u4e3a Faraday \u660e\u663e\u80dc\u51fa\u7684\u6848\u4f8b\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u8fd9\u4e2a\u5b9e\u9a8c\u53ea\u80fd\u8bc1\u660e\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5728 judge \u8ba4\u4e3a Faraday \u660e\u663e\u83b7\u80dc\u65f6\uff0c\u4eba\u7c7b\u901a\u5e38\u4e5f\u540c\u610f\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u80fd\u8bc1\u660e\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4eba\u7c7b\u6574\u4f53\u4e0a\u8ba4\u4e3a Faraday \u6bd4 Claude \/ Codex \u66f4\u597d\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u81ea\u5df1\u5bf9\u6b64\u4e5f\u8fdb\u884c\u4e86\u660e\u786e\u8bf4\u660e\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3. Benchmark contamination \u4ecd\u7136\u4e0d\u80fd\u5b8c\u5168\u6392\u9664<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u8bba\u6587\u5f88\u591a\u90fd\u662f\u8457\u540d\u8bba\u6587\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u627f\u8ba4\uff0c\u5176\u4e2d\u4e0d\u5c11\u8bba\u6587\u53ca\u5176\u56fe\u5f88\u53ef\u80fd\u5df2\u7ecf\u8fdb\u5165 frontier model \u7684\u9884\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4eec\u7684\u89c2\u70b9\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u4e5f\u8bb8\u89c1\u8fc7\u8bba\u6587\uff0c\u4f46\u5e76\u6ca1\u6709\u89c1\u8fc7\u771f\u6b63\u4ea7\u751f\u8fd9\u5f20\u56fe\u7684\u5b9e\u9a8c\u8fc7\u7a0b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64 Replica \u4e3b\u8981\u6d4b\u8bd5 <strong>process replication<\/strong>\uff0c\u800c\u4e0d\u662f\u77e5\u8bc6\u8bb0\u5fc6\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u89e3\u91ca\u662f\u6709\u9053\u7406\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u4e25\u683c\u6765\u8bf4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b83\u4ecd\u7136\u4e0d\u662f\u4e00\u4e2a\u5b8c\u5168 clean \u7684 OOD benchmark\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\u6240\u8c13\u201cscientific generalisation\u201d\u8fd8\u9700\u8981\u66f4\u591a\u771f\u6b63 post-cutoff\u3001\u964c\u751f\u8bba\u6587\u6765\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">4. Replica \u4ecd\u7136\u4e3b\u8981\u662f\u201c\u8ba1\u7b97\u578b\u79d1\u7814\u201d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7edd\u5927\u591a\u6570\u5b9e\u9a8c\u80fd\u591f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\uff1b<\/li>\n\n\n\n<li>PyTorch\uff1b<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\uff1b<\/li>\n\n\n\n<li>GPU\uff1b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e0e\u771f\u5b9e\u5b9e\u9a8c\u79d1\u5b66\u8fd8\u6709\u5de8\u5927\u8ddd\u79bb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u6b63\u7684\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5316\u5b66\u5b9e\u9a8c\uff1b<\/li>\n\n\n\n<li>\u6750\u6599\u5408\u6210\uff1b<\/li>\n\n\n\n<li>\u751f\u7269\u5b9e\u9a8c\uff1b<\/li>\n\n\n\n<li>\u5149\u5b66\u5b9e\u9a8c\uff1b<\/li>\n\n\n\n<li>\u5929\u6587\u89c2\u6d4b\uff1b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u548c\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u66f4\u51c6\u786e\u5730\u8bf4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Faraday \u662f computational AI scientist\uff0c\u800c\u4e0d\u662f\u5b8c\u6574\u610f\u4e49\u4e0a\u7684 autonomous scientist\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e09\u3001\u6211\u8ba4\u4e3a\u8fd9\u7bc7\u8bba\u6587\u6700\u5927\u7684\u610f\u4e49<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u628a\u8fc7\u53bb\u51e0\u5e74 AI \u79d1\u7814\u667a\u80fd\u4f53\u7684\u53d1\u5c55\u6982\u62ec\u4e00\u4e0b\uff0c\u5927\u6982\u7ecf\u5386\u4e86\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LLM \u5199\u8bba\u6587<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LLM + Coding Agent \u505a\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Multi-Agent \u81ea\u52a8\u79d1\u7814 workflow<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2193<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u8fd9\u7bc7\u8bba\u6587\u5f00\u59cb\u8fdb\u5165\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u8bad\u7ec3\u6a21\u578b\u672c\u8eab\u5177\u5907\u201c\u79d1\u7814\u5224\u65ad\u529b\u201d\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u5927\u91cf AI Scientist \u7cfb\u7edf\u4f9d\u8d56\u590d\u6742\u811a\u624b\u67b6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Planner\n\u2193\nResearcher\n\u2193\nCoder\n\u2193\nReviewer\n\u2193\nCritic\n\u2193\nIteration\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\u5b9e\u9645\u4e0a\u5728\u95ee\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4e3a\u4ec0\u4e48\u4e00\u5b9a\u8981\u628a\u201c\u79d1\u5b66\u65b9\u6cd5\u201d\u5199\u6210 Python workflow\uff1f<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u80fd\u4e0d\u80fd\u76f4\u63a5\u8ba9\u795e\u7ecf\u7f51\u7edc\u5b66\u4f1a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ec0\u4e48\u65f6\u5019\u8be5\u641c\u7d22\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u5b9e\u9a8c\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u6000\u7591\u7ed3\u679c\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u6269\u5927\u6837\u672c\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u63a8\u7ffb\u81ea\u5df1\u7684\u5047\u8bbe\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Faraday \u662f\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684\u4e00\u6b21\u521d\u6b65\u56de\u7b54\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u6700\u540e\u81ea\u5df1\u7528\u4e86\u4e00\u4e2a\u5f88\u51c6\u786e\u7684\u8868\u8fbe\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5b83\u5e0c\u671b\u8bad\u7ec3\u7684\u662f\u4e00\u79cd <strong>research taste<\/strong>\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u53ef\u80fd\u6bd4\u201c\u81ea\u52a8\u5199\u8bba\u6587\u201d\u91cd\u8981\u5f97\u591a\u3002(<a href=\"https:\/\/arxiv.org\/pdf\/2608.13331\">arXiv<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u7684\u603b\u4f53\u8bc4\u4ef7<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4ee5 <strong>10 \u5206\u5236<\/strong>\u8bc4\u4ef7\uff0c\u6211\u4f1a\u7ed9\u8fd9\u7bc7\u8bba\u6587\u5927\u7ea6 <strong>8.5 \u5206<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u662f\u56e0\u4e3a Faraday \u5df2\u7ecf\u6210\u4e3a\u4e86\u201cAI \u79d1\u5b66\u5bb6\u201d\u2014\u2014\u5b83\u663e\u7136\u8fd8\u6ca1\u6709\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u662f\u56e0\u4e3a\u8bba\u6587\u63d0\u51fa\u4e86\u4e09\u4e2a\u76f8\u4e92\u914d\u5408\u3001\u5f88\u6709\u5ef6\u5c55\u6027\u7684\u601d\u60f3\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Replica\uff1a\u7528\u8bba\u6587\u590d\u73b0\u4f5c\u4e3a\u79d1\u7814\u667a\u80fd\u4f53\u7684\u8bad\u7ec3\u8bfe\u7a0b\uff1b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Rubric RL\uff1a\u7528\u7ecf\u8fc7\u4eba\u7c7b\u6821\u51c6\u7684\u8fc7\u7a0b\u8bc4\u4ef7\u8bad\u7ec3\u975e\u53ef\u9a8c\u8bc1\u7684\u957f\u671f\u79d1\u7814\u4efb\u52a1\uff1b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CAT\uff1a\u8bad\u7ec3\u4e00\u4e2a\u79d1\u7814\u51b3\u7b56\u6a21\u578b\uff0c\u53bb\u7ba1\u7406\u66f4\u5f3a\u5927\u7684 coding model\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\u6211\u5c24\u5176\u770b\u597d\u7b2c\u4e09\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765 AI Agent \u7684\u80fd\u529b\u7ade\u4e89\uff0c\u5f88\u53ef\u80fd\u4e0d\u53ea\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u8c01\u7684\u5e95\u5c42\u6a21\u578b\u6700\u5927\uff1f<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4f1a\u9010\u6e10\u53d8\u6210\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u8c01\u80fd\u8bad\u7ec3\u51fa\u6700\u597d\u7684\u201c\u4e0a\u5c42\u51b3\u7b56\u667a\u80fd\u4f53\u201d\uff0c\u53bb\u7ec4\u7ec7\u548c\u6307\u6325\u8d8a\u6765\u8d8a\u5f3a\u7684\u4e13\u4e1a\u6a21\u578b\uff1f<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cFaraday \u4e0e\u5176\u8bf4\u662f\u201c\u4e00\u4e2a\u66f4\u4f1a\u5199\u4ee3\u7801\u7684\u6a21\u578b\u201d\uff0c\u4e0d\u5982\u8bf4\u662f\u5728\u5c1d\u8bd5\u6784\u5efa\u4e00\u79cd\u65b0\u7684\u89d2\u8272\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI Research Director\u2014\u2014AI \u79d1\u7814\u4e3b\u7ba1\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u8fd9\u53ef\u80fd\u6b63\u662f\u4ece\u4eca\u5929\u7684 Coding Agent\uff0c\u8d70\u5411\u771f\u6b63 <strong>AI Scientist<\/strong> \u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u300aTraining AI Scientists to Replicate Research\u300b\u5f88\u503c\u5f97\u5173\u6ce8\u3002\u5b83 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8,36],"tags":[39,63,94],"class_list":["post-7222","post","type-post","status-publish","format-standard","hentry","category-tech","category-36","tag-ai","tag-agentic-ai"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a> <a href=\"https:\/\/nullthought.net\/?cat=36\" rel=\"category\">\u79d1\u5b66<\/a>","rttpg_excerpt":"\u8bba\u6587\u300aTraining AI Scientists to Replicate Research\u300b\u5f88\u503c\u5f97\u5173\u6ce8\u3002\u5b83&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/7222","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7222"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/7222\/revisions"}],"predecessor-version":[{"id":7223,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/7222\/revisions\/7223"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7222"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7222"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7222"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}