{"id":5897,"date":"2025-05-08T17:06:05","date_gmt":"2025-05-08T09:06:05","guid":{"rendered":"https:\/\/nullthought.net\/?p=5897"},"modified":"2025-05-08T17:06:07","modified_gmt":"2025-05-08T09:06:07","slug":"%e5%9f%ba%e4%ba%8e%e5%a4%9aai%e6%99%ba%e8%83%bd%e4%bd%93%e6%89%93%e9%80%a0ai%e7%a7%91%e5%ad%a6%e5%ae%b6%ef%bc%88ai-co-scientist%ef%bc%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5897","title":{"rendered":"\u57fa\u4e8e\u591aAI\u667a\u80fd\u4f53\u6253\u9020AI\u79d1\u5b66\u5bb6\uff08AI co-scientist\uff09"},"content":{"rendered":"\n<p>\u79d1\u5b66\u53d1\u73b0\u4f9d\u8d56\u4e8e\u79d1\u5b66\u5bb6\u63d0\u51fa\u65b0\u9896\u7684\u7814\u7a76\u5047\u8bbe\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u4e25\u683c\u7684\u5b9e\u9a8c\u9a8c\u8bc1\u3002\u4e3a\u4e86\u589e\u5f3a\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u8bba\u6587<strong><a href=\"https:\/\/storage.googleapis.com\/coscientist_paper\/ai_coscientist.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Towards an AI co-scientist<\/a><\/strong>\u5f15\u5165\u4e86\u201cAI co-scientist\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e Gemini 2.0 \u6784\u5efa\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002AI co-scientist\u7684\u76ee\u6807\u662f\u5e2e\u52a9\u53d1\u73b0\u5168\u65b0\u7684\u539f\u521b\u6027\u77e5\u8bc6\uff0c\u5e76\u5728\u65e2\u6709\u8bc1\u636e\u57fa\u7840\u4e0a\u3001\u9075\u5faa\u79d1\u5b66\u5bb6\u63d0\u4f9b\u7684\u7814\u7a76\u76ee\u6807\u4e0e\u6307\u5bfc\uff0c\u751f\u6210\u53ef\u88ab\u9a8c\u8bc1\u7684\u65b0\u9896\u7814\u7a76\u5047\u8bbe\u4e0e\u63d0\u6848\u3002\u8be5\u7cfb\u7edf\u7684\u8bbe\u8ba1\u91c7\u7528\u4e86\u201c\u751f\u6210\u2014\u8fa9\u8bba\u2014\u6f14\u5316\u201d\u7684\u5047\u8bbe\u751f\u6210\u65b9\u6cd5\uff0c\u7075\u611f\u6e90\u81ea\u79d1\u5b66\u65b9\u6cd5\uff0c\u5e76\u901a\u8fc7\u6269\u5c55\u63a8\u7406\u65f6\u8ba1\u7b97\u80fd\u529b\u6765\u52a0\u901f\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u672c\u8bba\u6587\u7814\u7a76\u7684\u5173\u952e\u8d21\u732e\u5305\u62ec\uff1a\uff081\uff09\u4e00\u4e2a\u5177\u6709\u5f02\u6b65\u4efb\u52a1\u6267\u884c\u6846\u67b6\u7684\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff0c\u4ee5\u5b9e\u73b0\u7075\u6d3b\u7684\u8ba1\u7b97\u8d44\u6e90\u6269\u5c55\uff1b\uff082\uff09\u901a\u8fc7\u9526\u6807\u8d5b\u5f0f\u6f14\u5316\u6d41\u7a0b\uff0c\u81ea\u6211\u6539\u8fdb\u5730\u751f\u6210\u7814\u7a76\u5047\u8bbe\u3002\u81ea\u52a8\u5316\u8bc4\u4f30\u663e\u793a\uff0c\u63a8\u7406\u65f6\u8ba1\u7b97\u8d44\u6e90\u7684\u6301\u7eed\u6269\u5c55\u53ef\u6301\u7eed\u63d0\u5347\u5047\u8bbe\u8d28\u91cf\u3002\u5c3d\u7ba1\u8be5\u7cfb\u7edf\u5177\u6709\u901a\u7528\u6027\uff0c\u672c\u7814\u7a76\u805a\u7126\u4e8e\u4e09\u4e2a\u751f\u7269\u533b\u5b66\u9886\u57df\u7684\u5f00\u53d1\u4e0e\u9a8c\u8bc1\uff1a\u836f\u7269\u518d\u5b9a\u4f4d\u3001\u65b0\u9776\u70b9\u53d1\u73b0\uff0c\u4ee5\u53ca\u89e3\u91ca\u7ec6\u83cc\u8fdb\u5316\u4e0e\u6297\u83cc\u7d20\u6297\u6027\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u5728\u836f\u7269\u518d\u5b9a\u4f4d\u4efb\u52a1\u4e2d\uff0c\u7cfb\u7edf\u63d0\u51fa\u4e86\u591a\u79cd\u5019\u9009\u836f\u7269\u5e76\u83b7\u5f97\u4e86\u6709\u524d\u666f\u7684\u9a8c\u8bc1\u7ed3\u679c\uff0c\u5176\u4e2d\u5305\u62ec\u7528\u4e8e\u6025\u6027\u9ad3\u6027\u767d\u8840\u75c5\u7684\u5019\u9009\u836f\u7269\uff0c\u5728\u4f53\u5916\u5b9e\u9a8c\u4e2d\u80fd\u5728\u4e34\u5e8a\u9002\u7528\u6d53\u5ea6\u4e0b\u6291\u5236\u80bf\u7624\u751f\u957f\uff1b\u5728\u65b0\u9776\u70b9\u53d1\u73b0\u65b9\u9762\uff0cAI co-scientist\u63d0\u51fa\u4e86\u9488\u5bf9\u809d\u7ea4\u7ef4\u5316\u7684\u5168\u65b0\u8868\u89c2\u9057\u4f20\u9776\u70b9\uff0c\u5e76\u901a\u8fc7\u5728\u4eba\u4f53\u809d\u7c7b\u5668\u5b98\u4e2d\u8868\u73b0\u51fa\u7684\u6297\u7ea4\u7ef4\u5316\u6d3b\u6027\u4e0e\u809d\u7ec6\u80de\u518d\u751f\u80fd\u529b\u5f97\u5230\u4e86\u9a8c\u8bc1\uff1b\u6700\u540e\uff0cAI co-scientist\u8fd8\u901a\u8fc7\u5e76\u884c\u7684\u8ba1\u7b97\u53d1\u73b0\u8fc7\u7a0b\uff0c\u590d\u73b0\u4e86\u5c1a\u672a\u516c\u5f00\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u63ed\u793a\u4e86\u7ec6\u83cc\u8fdb\u5316\u4e2d\u4e00\u79cd\u65b0\u7684\u57fa\u56e0\u8f6c\u79fb\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7814\u7a76\u6210\u679c\u5df2\u5728\u540c\u6b65\u53d1\u8868\u7684\u72ec\u7acb\u62a5\u544a\u4e2d\u8be6\u7ec6\u5448\u73b0\uff0c\u5c55\u793a\u4e86AI\u5728\u589e\u5f3a\u751f\u7269\u533b\u5b66\u4e0e\u79d1\u5b66\u53d1\u73b0\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u5e76\u9884\u793a\u7740\u4e00\u4e2a\u7531AI\u8d4b\u80fd\u79d1\u5b66\u5bb6\u7684\u65b0\u65f6\u4ee3\u7684\u5230\u6765\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aJuraj Gottweis, Wei-Hung Weng, Alexander Daryin, Tao Tu, Anil Palepu, Petar Sirkovic, Artiom Myaskovsky, Felix Weissenberger, Keran Rong, Ryutaro Tanno, Khaled Saab, Dan Popovici, Jacob Blum, Fan Zhang, Katherine Chou, Avinatan Hassidim, Burak Gokturk, Amin Vahdat, Pushmeet Kohli, Yossi Matias, Andrew Carroll, Kavita Kulkarni, Nenad Tomasev, Vikram Dhillon, Eeshit Dhaval Vaishnav, Byron Lee, Tiago R D Costa, Jos\u00e9 R Penad\u00e9s, Gary Peltz, Yunhan Xu, Annalisa Pawlosky, Alan Karthikesalingam \u548c Vivek Natarajan\uff0c\u6765\u81eaGoogle, Houston Methodist, Sequome, Fleming Initiative and Imperial College London, Stanford University\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"995\" height=\"484\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image.png\" alt=\"\" class=\"wp-image-5898\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image.png 995w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image-300x146.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image-768x374.png 768w\" sizes=\"auto, (max-width: 995px) 100vw, 995px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/storage.googleapis.com\/coscientist_paper\/ai_coscientist.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Towards an AI co-scientist<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001AI co-scientist\u7cfb\u7edf\u603b\u4f53\u8bbe\u8ba1\u4e0e\u7ec4\u6210<\/h5>\n\n\n\n<p>AI co-scientist\u662f\u4e00\u4e2a\u57fa\u4e8eGemini 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class=\"wp-block-list\">\n<li>\u4f7f\u7528Elo\u8bc4\u5206\u7cfb\u7edf\u8fdb\u884c\u81ea\u52a8\u8bc4\u4ef7\u4e0e\u6392\u5e8f\uff0c\u652f\u6301\u81ea\u6211\u6539\u8fdb\uff1b<\/li>\n\n\n\n<li>\u5177\u5907\u6301\u7eed\u8bb0\u5fc6\u673a\u5236\uff0c\u53ef\u957f\u671f\u8ffd\u8e2a\u63a8\u7406\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u4e13\u5bb6\u201c\u4eba\u7c7b\u5728\u73af\u201d\u7684\u53cd\u9988\uff0c\u79d1\u5b66\u5bb6\u53ef\u901a\u8fc7\u804a\u5929\u754c\u9762\u53c2\u4e0e\u5f15\u5bfc\u4e0e\u8bc4\u5ba1\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd\u5de5\u5177\u4e0e\u6570\u636e\u5e93\uff0c\u5305\u62ec\u6587\u732e\u68c0\u7d22\u4e0e\u7ed3\u6784\u9884\u6d4b\u5de5\u5177AlphaFold\u7b49\uff1b<\/li>\n\n\n\n<li>\u53ef\u7528\u4e8e\u63a2\u7d22\u9ad8\u5ea6\u590d\u6742\u7684\u79d1\u5b66\u95ee\u9898\uff0c\u4f8b\u5982\u6297\u751f\u7d20\u6297\u6027\u8fdb\u5316\u673a\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u667a\u80fd\u4f53\u6a21\u5757\u8be6\u89e3<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u667a\u80fd\u4f53\uff08Generation Agent\uff09<\/strong>\uff1a\u901a\u8fc7\u7f51\u7edc\u641c\u7d22\u3001\u79d1\u5b66\u8fa9\u8bba\u3001\u81ea\u6211\u53cd\u601d\u3001\u5047\u8bbe\u7ec4\u5408\u7b49\u65b9\u5f0f\u751f\u6210\u521d\u6b65\u5047\u8bbe\uff0c\u5f3a\u8c03\u521b\u65b0\u6027\u3001\u5b9e\u9a8c\u53ef\u9a8c\u8bc1\u6027\u4e0e\u6587\u732e\u652f\u6491\u3002<\/li>\n\n\n\n<li><strong>\u53cd\u601d\u667a\u80fd\u4f53\uff08Reflection Agent\uff09<\/strong>\uff1a\u5bf9\u751f\u6210\u5047\u8bbe\u8fdb\u884c\u591a\u5c42\u6b21\u8bc4\u4f30\uff0c\u5305\u62ec\u521d\u8bc4\u3001\u6df1\u5165\u6587\u732e\u6838\u67e5\u3001\u673a\u5236\u6a21\u62df\u3001\u9519\u8bef\u5206\u89e3\u3001\u73b0\u8c61\u89e3\u91ca\u7b49\u3002\u6a21\u62df\u4eba\u7c7b\u8bc4\u5ba1\u8005\u7684\u601d\u7ef4\u65b9\u5f0f\uff0c\u68c0\u6d4b\u903b\u8f91\u6f0f\u6d1e\u4e0e\u5b9e\u9a8c\u53ef\u884c\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6392\u540d\u667a\u80fd\u4f53\uff08Ranking 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