{"id":5939,"date":"2025-05-19T19:13:37","date_gmt":"2025-05-19T11:13:37","guid":{"rendered":"https:\/\/nullthought.net\/?p=5939"},"modified":"2025-09-11T13:06:30","modified_gmt":"2025-09-11T05:06:30","slug":"alphaevolve%ef%bc%9a%e5%85%b7%e5%a4%87%e5%8f%91%e7%8e%b0%e6%96%b0%e7%9f%a5%e8%af%86%e3%80%81%e4%bc%98%e5%8c%96%e7%b3%bb%e7%bb%9f%e3%80%81%e6%94%b9%e8%bf%9b%e7%ae%97%e6%b3%95%e8%83%bd%e5%8a%9b%e7%9a%84","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5939","title":{"rendered":"AlphaEvolve\uff1a\u5177\u5907\u53d1\u73b0\u65b0\u77e5\u8bc6\u3001\u4f18\u5316\u7cfb\u7edf\u3001\u6539\u8fdb\u7b97\u6cd5\u80fd\u529b\u7684\u81ea\u52a8\u5316\u4ee3\u7801\u8fdb\u5316\u4ee3\u7406\u7cfb\u7edf"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8fd1\u65e5\uff0cDeepMind\u53d1\u5e03\u6280\u672f\u62a5\u544a<strong><a href=\"https:\/\/storage.googleapis.com\/deepmind-media\/DeepMind.com\/Blog\/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms\/AlphaEvolve.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">AlphaEvolve: A coding agent for scientific and algorithmic discovery<\/a><\/strong>\u3002<strong>AlphaEvolve<\/strong>\u5c06\u7a0b\u5e8f\u7ed3\u6784\u4e0e\u95ee\u9898\u641c\u7d22\u7d27\u5bc6\u7ed1\u5b9a\uff0c\u901a\u8fc7\u6f14\u5316\u673a\u5236\u4e0d\u65ad\u8fed\u4ee3\uff0c\u5177\u5907\u53d1\u73b0\u65b0\u77e5\u8bc6\u3001\u4f18\u5316\u7cfb\u7edf\u3001\u6539\u8fdb\u7b97\u6cd5\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u79d1\u5b66\u53d1\u73b0\u548c\u7b97\u6cd5\u521b\u65b0\u5f80\u5f80\u6d89\u53ca\u53cd\u590d\u8bd5\u9a8c\u3001\u63a2\u7d22\u3001\u9a8c\u8bc1\u548c\u56de\u6eaf\u7684\u590d\u6742\u8fc7\u7a0b\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u80fd\u529b\u7684\u98de\u8dc3\uff0c\u4eba\u4eec\u5e0c\u671b\u80fd\u501f\u52a9\u5176\u5728\u751f\u6210\u3001\u63a8\u7406\u3001\u4ee3\u7801\u7406\u89e3\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u63a8\u52a8\u79d1\u5b66\u53d1\u73b0\u548c\u5de5\u7a0b\u4f18\u5316\u7684\u81ea\u52a8\u5316\u3002\u7136\u800c\uff0c\u73b0\u6709LLM\u7cfb\u7edf\u867d\u7136\u5df2\u5728\u751f\u6210\u5047\u8bbe\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u7b49\u65b9\u9762\u53d6\u5f97\u8fdb\u5c55\uff0c\u4f46\u8981\u5b9e\u73b0\u5b8c\u5168\u81ea\u4e3b\u7684\u65b0\u79d1\u5b66\u53d1\u73b0\u4ecd\u6781\u5177\u6311\u6218\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0cDeepMind\u63d0\u51faAlphaEvolve\uff1a\u4e00\u4e2a\u7ed3\u5408\u6f14\u5316\u7b97\u6cd5\u4e0eLLM\u80fd\u529b\u7684\u81ea\u52a8\u5316\u4ee3\u7801\u8fdb\u5316\u4ee3\u7406\u7cfb\u7edf\uff0c\u80fd\u591f\u5728\u7ed9\u5b9a\u95ee\u9898\u4e0e\u8bc4\u4f30\u51fd\u6570\u7684\u524d\u63d0\u4e0b\uff0c\u81ea\u52a8\u751f\u6210\u3001\u4fee\u6539\u3001\u8bc4\u4f30\u548c\u6f14\u5316\u4ee3\u7801\uff0c\u4ece\u800c\u6539\u8fdb\u7b97\u6cd5\u6027\u80fd\u3001\u4f18\u5316\u57fa\u7840\u8bbe\u65bd\u6216\u63d0\u51fa\u5168\u65b0\u79d1\u5b66\u53d1\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"521\" height=\"454\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image-2.png\" alt=\"\" class=\"wp-image-5940\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image-2.png 521w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/05\/image-2-300x261.png 300w\" sizes=\"auto, (max-width: 521px) 100vw, 521px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/storage.googleapis.com\/deepmind-media\/DeepMind.com\/Blog\/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms\/AlphaEvolve.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">AlphaEvolve: A coding agent for scientific and algorithmic discovery<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001AlphaEvolve\u67b6\u6784\u4e0e\u5de5\u4f5c\u673a\u5236<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">AlphaEvolve\u4ee5\u6f14\u5316\u8ba1\u7b97\u4e3a\u57fa\u7840\u67b6\u6784\u6838\u5fc3\uff0c\u5176\u6574\u4f53\u6d41\u7a0b\u4e3a\uff1a\u4eba\u7c7b\u7528\u6237\u5b9a\u4e49\u95ee\u9898\u4e0e\u8bc4\u4f30\u673a\u5236\uff0c\u63d0\u4f9b\u521d\u59cb\u53ef\u6267\u884c\u4ee3\u7801\u5757\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff1b\u7cfb\u7edf\u901a\u8fc7\u4e00\u7ec4LLM\uff08\u5982Gemini 2.0 Pro\u4e0eFlash\uff09\u7684\u534f\u4f5c\uff0c\u751f\u6210\u5019\u9009\u4ee3\u7801\u4fee\u6539\uff08diff\uff09\uff1b\u65b0\u4ee3\u7801\u63d0\u4ea4\u8bc4\u4f30\u5668\u8fdb\u884c\u81ea\u52a8\u8fd0\u884c\u4e0e\u6253\u5206\uff1b\u4f18\u8d28\u7ed3\u679c\u53cd\u9988\u5230\u6570\u636e\u5e93\uff0c\u6210\u4e3a\u4e0b\u4e00\u8f6e\u6f14\u5316\u7684\u79cd\u5b50\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6f14\u5316\u6d41\u7a0b\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u6a21\u5757\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u5b9a\u4e49\u4e0e\u8bc4\u4f30\u51fd\u6570\uff08evaluate\uff09<\/strong>\uff1a\u7528\u6237\u9700\u63d0\u4f9b\u53ef\u673a\u5668\u81ea\u52a8\u6267\u884c\u7684\u8bc4\u4f30\u51fd\u6570\u210e\uff0c\u7528\u4e8e\u5bf9\u4efb\u610f\u5019\u9009\u7a0b\u5e8f\u8f93\u51fa\u4e00\u4e2a\u6807\u91cf\u6216\u591a\u7ef4\u5f97\u5206\uff0c\u4f5c\u4e3a\u6f14\u5316\u65b9\u5411\u7684\u6307\u5bfc\u3002<\/li>\n\n\n\n<li><strong>\u7a0b\u5e8f\u6f14\u5316\u6807\u8bb0<\/strong>\uff1aAlphaEvolve\u652f\u6301\u4ee3\u7801\u6807\u6ce8\u6f14\u5316\u533a\u57df\uff08\u5982<code># EVOLVE-BLOCK-START<\/code>\u4e0e<code># EVOLVE-BLOCK-END<\/code>\uff09\uff0c\u53ef\u7075\u6d3b\u5d4c\u5165\u73b0\u6709\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u63d0\u793a\u5de5\u7a0b\u4e0e\u4e0a\u4e0b\u6587\u6784\u5efa<\/strong>\uff1aLLM\u8f93\u5165\u63d0\u793a\u7531\u7cfb\u7edf\u91c7\u6837\u5148\u524d\u6210\u529f\u7a0b\u5e8f\uff0c\u7ed3\u5408\u95ee\u9898\u80cc\u666f\u3001\u4eba\u7c7b\u6ce8\u91ca\u3001\u8bc4\u4f30\u7ed3\u679c\u7b49\u6784\u5efa\uff0c\u751a\u81f3\u5141\u8bb8\u5143\u63d0\u793a\uff08meta-prompt\uff09\u81ea\u6211\u4f18\u5316\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u4fee\u6539\u4e0e\u751f\u6210<\/strong>\uff1a\u7cfb\u7edf\u8981\u6c42LLM\u4ee5\u201c\u641c\u7d22-\u66ff\u6362\u201ddiff\u683c\u5f0f\u751f\u6210\u4fee\u6539\u65b9\u6848\uff0c\u4fbf\u4e8e\u7cbe\u786e\u8ffd\u8e2a\u4e0e\u4ee3\u7801\u5ba1\u8ba1\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u6d41\u7a0b<\/strong>\uff1a\u53ef\u914d\u7f6e\u591a\u7ea7\u8bc4\u4f30\u3001\u65e9\u671f\u7b5b\u9664\u3001\u5e76\u884c\u5206\u5e03\u5f0f\u6267\u884c\u4ee5\u53caLLM\u8f85\u52a9\u6253\u5206\u7b49\u7b56\u7565\uff0c\u63d0\u9ad8\u6548\u7387\u4e0e\u7a33\u5065\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6f14\u5316\u6570\u636e\u5e93\u4e0e\u7cbe\u82f1\u4fdd\u7559<\/strong>\uff1a\u91c7\u7528\u7ed3\u5408MAP-Elites\u4e0e\u201c\u5c9b\u5c7f\u6a21\u578b\u201d\u7684\u673a\u5236\uff0c\u5e73\u8861\u5f00\u62d3\u6027\u63a2\u7d22\u4e0e\u5bf9\u5df2\u6709\u4f18\u8d28\u7a0b\u5e8f\u7684\u4f18\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u5178\u578b\u5e94\u7528\u573a\u666f\u4e0e\u6210\u679c<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">AlphaEvolve\u5c55\u73b0\u51fa\u5e7f\u6cdb\u7684\u9002\u7528\u6027\uff0c\u5176\u5e94\u7528\u8303\u56f4\u6db5\u76d6\u7b97\u6cd5\u8bbe\u8ba1\u3001\u6570\u5b66\u63a2\u7d22\u4ee5\u53ca\u5de5\u4e1a\u7ea7\u7cfb\u7edf\u4f18\u5316\u3002\u4e3b\u8981\u6210\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u77e9\u9635\u4e58\u6cd5\u7b97\u6cd5\u6539\u8fdb<\/strong>\uff1a\u901a\u8fc7\u5f20\u91cf\u5206\u89e3\u65b9\u6cd5\u5bfb\u627e\u4f4e\u79e9\u8868\u793a\uff0cAlphaEvolve\u572814\u4e2a\u77e9\u9635\u4e58\u6cd5\u4efb\u52a1\u4e0a\u6253\u7834\u4e86\u5df2\u6709\u6700\u4f18\u89e3\uff0c\u5305\u62ec4\u00d74\u590d\u6570\u77e9\u9635\u4e58\u6cd5\u9996\u6b21\u7a81\u7834Strassen\u7b97\u6cd5\u63d0\u51fa56\u5e74\u6765\u7684\u8bb0\u5f55\uff0c\u4ece49\u4e2a\u4e58\u6cd5\u4e0b\u964d\u523048\u4e2a\u3002<\/li>\n\n\n\n<li><strong>\u6570\u5b66\u95ee\u9898\u6c42\u89e3<\/strong>\uff1a\u572850\u591a\u4e2a\u6570\u5b66\u6784\u9020\u95ee\u9898\u4e2d\uff0cAlphaEvolve\u5728\u7ea675%\u4efb\u52a1\u4e2d\u91cd\u65b0\u53d1\u73b0\u5df2\u6709\u6700\u4f18\u6784\u9020\uff0c\u5728\u7ea620%\u4efb\u52a1\u4e2d\u53d1\u73b0\u65b0\u89e3\uff0c\u5982Erd\u0151s\u6700\u5c0f\u91cd\u53e0\u95ee\u9898\u300111\u7ef4Kissing Number\u63d0\u5347\u81f3593\uff0c\u5747\u4e3a\u65b0SOTA\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u4e1a\u7cfb\u7edf\u4f18\u5316<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5728Google\u96c6\u7fa4\u7ba1\u7406\u4e2d\u6539\u8fdb\u4e86\u8d44\u6e90\u8c03\u5ea6\u542f\u53d1\u5f0f\u51fd\u6570\uff0c\u5728\u751f\u4ea7\u7cfb\u7edf\u4e2d\u5b9e\u73b00.7%\u7684\u8d44\u6e90\u56de\u6536\uff1b<\/li>\n\n\n\n<li>\u4e3aGemini\u6a21\u578b\u7684\u77e9\u9635\u4e58\u6cd5\u6838\u81ea\u52a8\u751f\u6210\u6700\u4f18tiling\u7b56\u7565\uff0c\u5e73\u5747\u63d0\u534723%\u6838\u8fd0\u884c\u901f\u5ea6\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316TPU\u4e58\u6cd5\u7535\u8defVerilog\u4ee3\u7801\uff0c\u9a8c\u8bc1\u6b63\u786e\u6027\u540e\u7528\u4e8e\u540e\u7eed\u82af\u7247\uff1b<\/li>\n\n\n\n<li>\u5728XLA\u7f16\u8bd1\u751f\u6210\u7684FlashAttention\u4ee3\u7801\u4e2d\u8fdb\u884c\u76f4\u63a5\u4f18\u5316\uff0cFlashAttention\u52a0\u901f32%\uff0c\u524d\u540e\u5904\u7406\u52a0\u901f15%\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u6280\u672f\u521b\u65b0\u4e0e\u5bf9\u6bd4\u4f18\u52bf<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u8f83\u524d\u4ee3\u7cfb\u7edf\u5982FunSearch\uff0cAlphaEvolve\u5177\u5907\u5982\u4e0b\u5173\u952e\u6539\u8fdb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6f14\u5316\u6574\u4e2a\u4ee3\u7801\u6587\u4ef6\u800c\u975e\u5355\u51fd\u6570\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u5f3a\u5927LLM\uff0c\u652f\u6301\u591a\u8bed\u8a00\u7f16\u7a0b\u3001\u591a\u76ee\u6807\u4f18\u5316\uff1b<\/li>\n\n\n\n<li>\u5927\u5e45\u51cf\u5c11LLM\u8c03\u7528\u6b21\u6570\uff0c\u63d0\u9ad8\u6837\u672c\u6548\u7387\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u590d\u6742\u8bc4\u4f30\u51fd\u6570\uff08\u53ef\u8017\u65f6\u6570\u5c0f\u65f6\uff09\uff0c\u5e76\u884c\u8ba1\u7b97\u663e\u8457\u63d0\u5347\u8fed\u4ee3\u901f\u5ea6\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u957f\u4e0a\u4e0b\u6587\u8f93\u5165\u4e0e\u4e0a\u4e0b\u6587\u81ea\u6211\u6f14\u5316\uff08meta prompt\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u80fd\u529b\u8fdc\u8d85\u4f20\u7edf\u6f14\u5316\u7f16\u7a0b\uff08\u4f9d\u8d56\u624b\u5199\u53d8\u5f02\u89c4\u5219\uff09\u548cAlphaTensor\u7b49\u7279\u5316\u7cfb\u7edf\uff0c\u9002\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u95ee\u9898\u57df\u4e0e\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u5404\u6a21\u5757\u8d21\u732e<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d88\u878d\u5b9e\u9a8c\u5728\u4e24\u4e2a\u5178\u578b\u4efb\u52a1\u4e2d\u5c55\u5f00\uff1a\u4f4e\u79e9\u5f20\u91cf\u5206\u89e3\u4e0eKissing Number\u95ee\u9898\u3002\u7ed3\u679c\u8868\u660e\uff0c\u53bb\u9664\u4efb\u4f55\u6a21\u5757\uff08\u5982\u6f14\u5316\u673a\u5236\u3001\u4e0a\u4e0b\u6587\u63d0\u793a\u3001\u5143\u63d0\u793a\u3001\u81ea\u5b9a\u4e49\u5927\u6a21\u578b\uff09\u90fd\u4f1a\u663e\u8457\u4e0b\u964d\u6027\u80fd\u3002\u5c24\u5176\u662f\u65e0\u6f14\u5316\u673a\u5236\u3001\u65e0\u5b8c\u6574\u4ee3\u7801\u6f14\u5316\u7684\u60c5\u51b5\uff0c\u6027\u80fd\u4e0b\u6ed1\u6700\u4e3a\u4e25\u91cd\uff0c\u8fdb\u4e00\u6b65\u5370\u8bc1AlphaEvolve\u591a\u6a21\u5757\u534f\u540c\u8bbe\u8ba1\u7684\u5fc5\u8981\u6027\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e94\u3001\u76f8\u5173\u5de5\u4f5c\u5bf9\u6bd4\u4e0e\u65b9\u6cd5\u5730\u4f4d<\/h5>\n\n\n\n<p 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