{"id":728333,"date":"2026-02-23T13:35:11","date_gmt":"2026-02-23T05:35:11","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=728333"},"modified":"2026-02-23T13:35:11","modified_gmt":"2026-02-23T05:35:11","slug":"%e6%99%ba%e8%b0%b1glm-5%e6%8a%80%e6%9c%af%e5%85%a8%e5%85%ac%e5%bc%80%ef%bc%81%e5%ae%8c%e5%85%a8%e9%80%82%e9%85%8d%e5%8d%8e%e4%b8%ba%e7%ad%89%e5%9b%bd%e4%ba%a7%e8%8a%af%e7%89%87-%e7%be%8e%e5%9b%bd","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=728333","title":{"rendered":"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86"},"content":{"rendered":"<p>GLM-5\u662f\u600e\u4e48\u70bc\u6210\u7684\uff1f<\/p>\n<p>\u73b0\u5728\uff0c\u5b83\u80cc\u540e\u7684\u8bba\u6587\u7ec8\u4e8e\u5b8c\u5168\u516c\u5f00\u4e86\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/9AED28EA6A95DFEAEFA55844788A698723FCAE26_size22_w600_h217.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u8bba\u6587\u7684\u540d\u5b57\u4e5f\u5f88\u76f4\u63a5\uff1a<strong>\u544a\u522bVibe Coding\uff0c\u8fc8\u5165\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agentic Engineering\uff09\u3002<\/strong><\/p>\n<p>\u4e5f\u6b63\u5982\u6211\u4eec\u4e4b\u524d\u5b9e\u6d4b\u7684\u90a3\u822c\uff0c<strong>\u5b83\u53ef\u4ee5\u81ea\u5df1\u8fde\u7eed\u8dd1\u4ee3\u7801\u8d85\u8fc724\u5c0f\u65f6\u3001700\u6b21\u5de5\u5177\u8c03\u7528\u3001800\u6b21\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u4ece\u96f6\u76f4\u63a5\u624b\u6413\u4e00\u4e2aGame Boy Advance\uff08GBA\uff09\u6a21\u62df\u5668\u3002<\/strong><\/p>\n<p>\u4e00\u8a00\u853d\u4e4b\uff0cGLM-5\u628a\u5f00\u6e90AI\u62fd\u8fdb\u4e86\u957f\u4efb\u52a1\u65f6\u4ee3\u3002<\/p>\n<p><strong>\u5916\u56fd\u7f51\u53cb\u76f4\u547c\u201cGLM-5\u662f\u6700\u597d\u7684\u5f00\u6e90\u6a21\u578b\u201d\uff1a<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/014F88EF23D4F5BC1AD9F3C647C08019CFEB6E40_size169_w600_h638.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p><strong>\u5e76\u4e14\u8fd8\u8ba4\u4e3a\u201c\u6781\u5927\u62c9\u5c0f\u4e86\u548cClaude Opus 4.6\u4e4b\u95f4\u7684\u8ddd\u79bb\u201d\uff1a<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/3E0800EC5998D4B2EEE44460D1ACA246C79D750B_size97_w600_h440.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u8d44\u672c\u5e02\u573a\u7684\u8868\u73b0\u4e5f\u662f\u53ef\u4ee5\u4ece\u4fa7\u9762\u5370\u8bc1\u4e00\u5bb6\u5927\u6a21\u578b\u516c\u53f8\u7684\u5b9e\u529b\u3002<\/p>\n<p>\u6bd5\u7adf\u6625\u8282\u671f\u95f4\uff0c\u667a\u8c31\u80a1\u4ef7\u98d9\u5347\u7684\u7a0b\u5ea6\uff0c\u6bcb\u5eb8\u7f6e\u7591\uff0c\u5927\u5bb6\u6709\u76ee\u5171\u7779\u3002<\/p>\n<p>\u73b0\u5982\u4eca\uff0c\u8fd9\u4efd\u957f\u8fbe40\u9875\u7684\u8bba\u6587\uff0c\u5f7b\u5e95\u63ed\u5f00\u4e86\u5b83\u80cc\u540e\u7684\u4e00\u5207\u6280\u672f\u79d8\u5bc6\u3002\u4eae\u70b9\u5982\u4e0b\uff1a<\/p>\n<p>\u67b6\u6784\u65b9\u9762\uff1a<\/p>\n<p><strong>\u5728\u4e0a\u4e00\u4ee3\u7ecf\u8fc7\u9a8c\u8bc1\u7684ARC\uff08\u667a\u80fd\u4f53\u3001\u63a8\u7406\u4e0e\u7f16\u7a0b\uff09\u80fd\u529b\u548cMoE\u4e4b\u4e0a\uff0c\u5f15\u5165DeepSeek\u540c\u6b3e\u7a00\u758f\u6ce8\u610f\u529b\uff08DSA\uff09\uff1b\u6210\u672c\u5927\u5e45\u6253\u4e0b\u6765\u4e86\u7684\u540c\u65f6\uff0c\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5374\u4e00\u70b9\u6ca1\u4e22\u3002<\/strong><\/p>\n<p>\u540e\u8bad\u7ec3\u65b9\u9762\uff1a<\/p>\n<p><strong>\u5168\u65b0\u6784\u5efa\u7684\u5f02\u6b65\u5f3a\u5316\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\uff0c\u628a\u751f\u6210\u548c\u8bad\u7ec3\u89e3\u8026\uff0c\u52a0\u4e0a\u72ec\u521b\u7684\u5f02\u6b65\u667a\u80fd\u4f53RL\u7b97\u6cd5\uff0c\u8ba9\u6548\u7387\u5927\u5e45\u63d0\u5347\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8a%af%e7%89%87\" title=\"View all posts in \u82af\u7247\" target=\"_blank\" class=\"tag_link\">\u82af\u7247<\/a>\u9002\u914d\u65b9\u9762\uff1a<\/p>\n<p><strong>GLM-5\u5b8c\u6210\u4e86\u4e0e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%8d%8e%e4%b8%ba\" title=\"View all posts in \u534e\u4e3a\" target=\"_blank\" class=\"tag_link\">\u534e\u4e3a<\/a>\u6607\u817e\u3001\u6469\u5c14\u7ebf\u7a0b\u3001\u6d77\u5149\u3001\u5bd2\u6b66\u7eaa\u3001\u6606\u4ed1\u82af\u3001\u6c90\u66e6\u4ee5\u53ca\u71e7\u539f\u7b49\u56fd\u4ea7\u82af\u7247\u7684\u5168\u6808\u9002\u914d\u3002<\/strong><\/p>\n<p>\u8fd9\u4e5f\u8ba9\u4e0d\u5c11\u7f51\u53cb\u5728\u770b\u5b8c\u8bba\u6587\u4e4b\u540e\u76f4\u547c\uff1a<\/p>\n<p><strong>\u5728\u6210\u672c\u6548\u7387\u65b9\u9762\uff0c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%be%8e%e5%9b%bd\" title=\"View all posts in \u7f8e\u56fd\" target=\"_blank\" class=\"tag_link\">\u7f8e\u56fd<\/a>\u7684AI\u8d76\u4e0d\u4e0a\u4e2d\u56fd\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/8F78C5A972F5D51B5A0F3C90A7C9F5A51CEEF8C7_size64_w600_h256.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6df1\u5165\u6252\u4e00\u6252\u8fd9\u7bc7\u8ba9\u5916\u56fd\u7f51\u53cb\u7fa1\u6155\u7684\u6280\u672f\u8bba\u6587\u3002<\/p>\n<p><strong>GLM-5\u7684\u4e09\u5927\u5173\u952e\u6280\u672f<\/strong><\/p>\n<p>\u5728\u6df1\u5165\u6280\u672f\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5148\u7406\u89e3GLM-5\u5728\u6280\u672f\u53d1\u5c55\u5f53\u4e0b\u6240\u9762\u4e34\u7684\u96be\u9898\uff0c\u5373\u5927\u6a21\u578b\u9700\u8981\u771f\u6b63\u5f00\u59cb\u5e72\u590d\u6742\u7684\u96be\u6d3b\u513f\u4e86\u3002<\/p>\n<p>\u56e0\u4e3a\u5728GLM-4.5\u65f6\u4ee3\uff0c\u667a\u8c31\u5df2\u7ecf\u8bc1\u660e\u4e86\u5c06ARC\u80fd\u529b\u878d\u5408\u8fdb\u5355\u4e00MoE\u67b6\u6784\u662f\u5b8c\u5168\u53ef\u884c\u7684\u3002<\/p>\n<p>\u4f46\u5f53\u6a21\u578b\u771f\u6b63\u6295\u5165\u5230\u590d\u6742\u7684\u8f6f\u4ef6\u5de5\u7a0b\u3001\u957f\u5468\u671f\u591a\u8f6e\u5bf9\u8bdd\u7684\u771f\u5b9e\u4e1a\u52a1\u4e2d\u65f6\uff0c\u7b97\u529b\u6210\u672c\u548c\u771f\u5b9e\u73af\u5883\u9002\u5e94\u6027\u6210\u4e3a\u4e86\u8001\u5927\u96be\u7684\u95ee\u9898\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/5E177E002D838E537DC2B5DCEC12BF785966C68F_size149_w600_h338.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u25b3GLM-5 \u7684\u6574\u4f53\u8bad\u7ec3\u6d41\u7a0b<\/p>\n<p>GLM-5\u8981\u89e3\u51b3\u7684\u5c31\u662f\u8fd9\u4e9b\u74f6\u9888\u3002\u56e0\u6b64\uff0c\u5b83\u5728\u6838\u5fc3\u6280\u672f\u65b9\u9762\u796d\u51fa\u4e86\u4e09\u628a\u677f\u65a7\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u677f\u65a7\uff1a\u5f15\u5165DeepSeek\u540c\u6b3e\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/p>\n<p>\u5728Transformer\u67b6\u6784\u4e2d\uff0c\u4f20\u7edf\u7684\u5bc6\u96c6\u6ce8\u610f\u529b\u8ba1\u7b97\u590d\u6742\u5ea6\u662f\u968f\u7740\u4e0a\u4e0b\u6587\u957f\u5ea6\u5448\u5e73\u65b9\u7ea7\uff08O(N2)\uff09\u589e\u957f\u7684\u3002<\/p>\n<p>\u5f53\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5c55\u81f3200K\u751a\u81f3\u66f4\u957f\u65f6\uff0c\u8ba1\u7b97\u6210\u672c\u5c06\u53d8\u5f97\u6781\u5176\u6602\u8d35\uff0c\u8fd9\u6210\u4e3a\u9650\u5236\u667a\u80fd\u4f53\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u4e3b\u8981\u74f6\u9888\u3002<\/p>\n<p>GLM-5\u7684\u89e3\u6cd5\u662f\u5f15\u5165DSA\u8fd9\u4e2a\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5b83\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u7528\u52a8\u6001\u7684\u7ec6\u7c92\u5ea6\u9009\u62e9\u673a\u5236\u66ff\u6362\u4f20\u7edf\u7684\u5bc6\u96c6\u6ce8\u610f\u529b\u3002\u4e0e\u56fa\u5b9a\u7684\u6ed1\u52a8\u7a97\u53e3\u6a21\u5f0f\u4e0d\u540c\uff0cDSA \u4f1a\u201c\u5ba1\u89c6\u201d\u5185\u5bb9\uff0c\u52a8\u6001\u51b3\u5b9a\u54ea\u4e9bToken\u662f\u91cd\u8981\u7684\u3002<\/p>\n<p>\u7136\u800c\uff0c\u76f4\u63a5\u8bad\u7ec3\u4e00\u4e2a\u57fa\u4e8eDSA\u7684\u8d85\u5927\u6a21\u578b\u65e0\u5f02\u4e8e\u8d70\u94a2\u4e1d\uff0c\u5f88\u5bb9\u6613\u56e0\u4e3a\u7a00\u758f\u5316\u5e26\u6765\u7684\u4fe1\u606f\u4e22\u5931\u800c\u5bfc\u81f4\u68af\u5ea6\u7206\u70b8\u6216\u6a21\u578b\u5d29\u584c\u3002<\/p>\n<p>\u56e0\u6b64\uff0cGLM-5\u56e2\u961f\u91c7\u53d6\u4e86\u4e00\u79cd\u6781\u5176\u5de7\u5999\u7684\u7ee7\u7eed\u9884\u8bad\u7ec3<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\uff0c\u4e3b\u8981\u5305\u542b\u4e24\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<p>\u7a20\u5bc6\u9884\u70ed\uff08Dense Warm-up\uff09\uff1a\u6a21\u578b\u5e76\u975e\u4e00\u4e0a\u6765\u5c31\u641e\u7a00\u758f\u3002\u5728\u9884\u8bad\u7ec3\u7684\u521d\u59cb\u9636\u6bb5\uff0c\u6a21\u578b\u4f9d\u7136\u4f7f\u7528\u76f8\u5bf9\u7a20\u5bc6\u7684\u6ce8\u610f\u529b\u673a\u5236\uff08\u7c7b\u4f3c\u4e8eMLA\u7684\u53d8\u4f53\uff09\uff0c\u8ba9\u6a21\u578b\u5148\u770b\u5168\u6240\u6709\u7684\u4fe1\u606f\uff0c\u5efa\u7acb\u8d77\u5168\u5c40\u7684\u3001\u7a33\u56fa\u7684\u8bed\u4e49\u8868\u5f81\u80fd\u529b\u3002\u8fd9\u5c31\u597d\u6bd4\u4e00\u4e2a\u4eba\u5728\u5b66\u4e60\u901f\u8bfb\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u624e\u624e\u5b9e\u5b9e\u5730\u7cbe\u8bfb\u3002<\/p>\n<p>\u5e73\u6ed1\u8fc7\u6e21\u4e0e\u7a00\u758f\u8bad\u7ec3\uff08Sparse Training\uff09\uff1a\u5f53\u6a21\u578b\u5177\u5907\u4e86\u826f\u597d\u7684\u57fa\u7840\u540e\uff0c\u5f00\u59cb\u9010\u6b65\u63d0\u9ad8\u7a00\u758f\u5ea6\u3002DSA\u7684\u6838\u5fc3\u903b\u8f91\u662f\uff1a\u5728\u8ba1\u7b97\u5f53\u524dToken\u7684\u6ce8\u610f\u529b\u65f6\uff0c\u4e0d\u518d\u5173\u6ce8\u5386\u53f2\u4e0a\u7684\u6240\u6709Token\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u52a8\u6001\u7684\u8def\u7531\u673a\u5236\uff08Routing Mechanism\uff09\uff0c\u53ea\u6311\u9009\u51fa\u4e0e\u4e4b\u6700\u76f8\u5173\u7684Top-K\u4e2aToken\u8fdb\u884c\u8ba1\u7b97\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/EF8EC3918D487A116DAC208C8A630354A12B4A23_size140_w600_h350.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" 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RL Infrastructure\uff09\u3002<\/p>\n<p>\u5b83\u7684\u6838\u5fc3\u8bbe\u8ba1\u662f\u5c06\u8bad\u7ec3\u5f15\u64ce\u548c\u63a8\u7406\u5f15\u64ce\u89e3\u8026\u5230\u4e0d\u540c\u7684GPU\u8bbe\u5907\u4e0a\u3002\u63a8\u7406\u5f15\u64ce\u6301\u7eed\u751f\u6210\u8f68\u8ff9\uff0c\u4e00\u65e6\u751f\u6210\u6570\u91cf\u8fbe\u5230\u9884\u5b9a\u9608\u503c\uff0c\u8fd9\u6279\u6570\u636e\u5c31\u88ab\u53d1\u9001\u5230\u8bad\u7ec3\u5f15\u64ce\u66f4\u65b0\u6a21\u578b\u3002\u4e3a\u51cf\u5c11\u7b56\u7565\u6ede\u540e\u5e76\u4fdd\u6301\u8bad\u7ec3\u7684\u8fd1\u4f3c\u540c\u7b56\u7565\u6027\uff0c\u63a8\u7406\u5f15\u64ce\u7684\u6a21\u578b\u6743\u91cd\u4f1a\u5b9a\u671f\u4e0e\u8bad\u7ec3\u4fa7\u540c\u6b65\u3002<\/p>\n<p>\u8fd9\u79cd\u5b8c\u5168\u5f02\u6b65\u7684\u8bad\u7ec3\u8303\u5f0f\uff0c\u901a\u8fc7\u51cf\u5c11Agent rollout\u671f\u95f4\u7684\u201c\u6c14\u6ce1\u201d\u65f6\u95f4\uff0c\u663e\u8457\u63d0\u5347\u4e86GPU\u5229\u7528\u7387\u548c\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n<p>\u4f46\u8981\u652f\u6491\u8fd9\u79cd\u5f02\u6b65\u67b6\u6784\uff0c\u8fd8\u6709\u51e0\u4e2a\u5173\u952e\u6280\u672f\u96be\u9898\u9700\u8981\u89e3\u51b3\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\uff0cToken-in-Token-out\uff08TITO\uff09\u4ee3\u66ffText-in-Text-out\u3002<\/strong><\/p>\n<p>\u5728RL rollout\u8bbe\u7f6e\u4e2d\uff0cTITO\u610f\u5473\u7740\u8bad\u7ec3\u6d41\u7a0b\u76f4\u63a5\u6d88\u8d39\u63a8\u7406\u5f15\u64ce\u751f\u6210\u7684\u7cbe\u786etokenization\u548c\u89e3\u7801token\u6d41\u6765\u6784\u5efa\u5b66\u4e60\u8f68\u8ff9\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cText-in-Text-out\u5c06rollout\u5f15\u64ce\u89c6\u4e3a\u8fd4\u56de\u6700\u7ec8\u6587\u672c\u7684\u9ed1\u7bb1\uff0c\u8bad\u7ec3\u5668\u9700\u8981\u91cd\u65b0tokenization\u91cd\u5efa\u8f68\u8ff9\u3002<\/p>\n<p>\u8fd9\u4e2a\u770b\u4f3c\u5fae\u5c0f\u7684\u9009\u62e9\u5b9e\u9645\u4e0a\u5f71\u54cd\u5de8\u5927\uff1a\u91cd\u65b0tokenization\u53ef\u80fd\u5728token\u8fb9\u754c\u3001\u7a7a\u767d\u5904\u7406\u3001\u622a\u65ad\u6216\u7279\u6b8atoken\u653e\u7f6e\u4e0a\u5f15\u5165\u7ec6\u5fae\u4e0d\u5339\u914d\uff0c\u4ece\u800c\u5f71\u54cd\u5bf9\u5355\u4e2atoken\u91c7\u6837\u6982\u7387\u7684\u4f30\u8ba1\u3002GLM-5\u5b9e\u73b0\u4e86\u4e00\u4e2aTITO\u7f51\u5173\uff0c\u62e6\u622arollout\u4efb\u52a1\u7684\u6240\u6709\u751f\u6210\u8bf7\u6c42\u5e76\u8bb0\u5f55\u6bcf\u4e2a\u8f68\u8ff9\u7684tokenID\u548c\u5143\u6570\u636e\uff0c\u5c06\u7e41\u7410\u7684tokenID\u5904\u7406\u4ece\u4e0b\u6e38Agent rollout\u903b\u8f91\u4e2d\u9694\u79bb\u51fa\u6765\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\uff0c\u76f4\u63a5\u53cc\u4fa7\u91cd\u8981\u6027\u91c7\u6837\u89e3\u51b3\u79bb\u7b56\u7565\u504f\u5dee\u3002<\/strong><\/p>\n<p>\u5728\u5f02\u6b65\u8bbe\u7f6e\u4e2d\uff0crollout\u5f15\u64ce\u53ef\u80fd\u5728\u5355\u4e2a\u8f68\u8ff9\u751f\u6210\u8fc7\u7a0b\u4e2d\u7ecf\u5386\u591a\u6b21\u66f4\u65b0\uff0c\u8fd9\u4f7f\u5f97\u8ffd\u8e2a\u5386\u53f2\u8bad\u7ec3\u4fa7\u6a21\u578b\u7684\u7cbe\u786e\u884c\u4e3a\u6982\u7387\u5728\u8ba1\u7b97\u4e0a\u4e0d\u53ef\u884c\u2014\u2014\u7ef4\u62a4\u591a\u4e2a\u5386\u53f2\u6a21\u578b\u6743\u91cd\u663e\u7136\u4e0d\u73b0\u5b9e\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u91c7\u7528\u7b80\u5316\u65b9\u6848\uff1a\u5c06rollout\u671f\u95f4\u751f\u6210\u7684\u5bf9\u6570\u6982\u7387\u4f5c\u4e3a\u76f4\u63a5\u884c\u4e3a\u4ee3\u7406\uff0c\u901a\u8fc7\u8ba1\u7b97\u91cd\u8981\u6027\u91c7\u6837\u6bd4rt(\u03b8) = 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ID\u6620\u5c04\u5230\u56fa\u5b9a\u6570\u636e\u5e76\u884c\uff08DP\uff09rank\uff0c\u5e76\u7ed3\u5408\u54c8\u5e0c\u7a7a\u95f4\u4e0a\u7684\u8f7b\u91cf\u7ea7\u52a8\u6001\u8d1f\u8f7d\u91cd\u65b0\u5e73\u8861\u3002\u8fd9\u907f\u514d\u4e86\u5197\u4f59\u7684\u9884\u586b\u5145\u8ba1\u7b97\uff0c\u65e0\u9700\u8de8DP rank\u7684KV\u540c\u6b65\uff0c\u968f\u7740rollout\u957f\u5ea6\u589e\u52a0\uff0c\u9884\u586b\u5145\u6210\u672c\u4ecd\u4e0e\u589e\u91cftoken\u6210\u6b63\u6bd4\u3002<\/p>\n<p>\u8fd9\u5957\u5f02\u6b65RL\u57fa\u7840\u8bbe\u65bd\u652f\u6491\u4e86GLM-5\u5728\u591a\u9886\u57df\u7684\u6df7\u5408RL\u8bad\u7ec3\uff1a\u6570\u5b66\u3001\u79d1\u5b66\u3001\u4ee3\u7801\u548c\u5de5\u5177\u96c6\u6210\u63a8\u7406\uff08TIR\uff09\u3002\u6570\u636e\u6765\u6e90\u5305\u62ec\u5f00\u6e90\u6570\u636e\u96c6\u3001\u4e0e\u5916\u90e8\u6807\u6ce8\u4f9b\u5e94\u5546\u5171\u540c\u6784\u5efa\u7684STEM\u95ee\u9898\u3001Codeforces\u53caTACO\u7b49\u4ee3\u8868\u6027\u6570\u636e\u96c6\u3002\u8bad\u7ec3\u4e2d\u4e3a\u5404\u9886\u57df\u5206\u914d\u4e13\u5c5e\u88c1\u5224\u6a21\u578b\u6216\u8bc4\u4f30\u7cfb\u7edf\u751f\u6210\u4e8c\u5143\u7ed3\u679c\u5956\u52b1\uff0c\u56db\u4e2a\u9886\u57df\u7684\u6574\u4f53\u6df7\u5408\u5927\u81f4\u4fdd\u6301\u5e73\u8861\u3002<\/p>\n<p><strong>\u7b2c\u4e09\u677f\u65a7\uff1a\u6295\u5582\u771f\u5b9e\u4e16\u754c\u6570\u636e<\/strong><\/p>\n<p>\u4f20\u7edfSFT\u6570\u636e\u5f80\u5f80\u4f9d\u8d56\u6807\u51c6\u7b54\u6848\uff0c\u4f46\u771f\u5b9e\u4e16\u754c\u662f\u590d\u6742\u591a\u53d8\u7684\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u5177\u5907\u771f\u6b63\u7684\u5de5\u7a0b\u80fd\u529b\uff0cGLM-5\u7684\u7b2c\u4e09\u677f\u65a7\uff0c\u5c31\u662f\u6784\u5efa\u5927\u91cf\u53ef\u9a8c\u8bc1\u7684\u771f\u5b9e\u4e16\u754c\u73af\u5883\u6570\u636e\u3002<\/p>\n<p>\u6574\u4e2aSFT\u8bed\u6599\u5e93\u6db5\u76d6\u4e09\u5927\u7c7b\u522b\uff1a\u901a\u7528\u5bf9\u8bdd\u3001\u63a8\u7406\u3001\u7f16\u7a0b\u4e0eAgent\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cGLM-5\u5728SFT\u9636\u6bb5\u5c06\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u81f3202752\u4e2atoken\uff0c\u5e76\u652f\u6301\u4e09\u79cd\u4e0d\u540c\u7684\u601d\u8003\u7279\u5f81\uff1a<\/p>\n<p>\u4ea4\u9519\u601d\u8003\uff1a\u6a21\u578b\u5728\u6bcf\u6b21\u54cd\u5e94\u548c\u5de5\u5177\u8c03\u7528\u524d\u8fdb\u884c\u601d\u8003\uff0c\u63d0\u5347\u6307\u4ee4\u9075\u5faa\u548c\u751f\u6210\u8d28\u91cf\uff1b\u4fdd\u7559\u601d\u8003\uff1a\u5728Coding Agent\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u81ea\u52a8\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4fdd\u7559\u6240\u6709\u601d\u8003\u5757\uff0c\u590d\u7528\u5df2\u6709\u63a8\u7406\u800c\u975e\u91cd\u65b0\u63a8\u5bfc\uff0c\u51cf\u5c11\u4fe1\u606f\u4e22\u5931\u548c\u4e0d\u4e00\u81f4\u6027\uff1b\u8f6e\u7ea7\u601d\u8003\uff1a\u652f\u6301\u5728\u4f1a\u8bdd\u4e2d\u5bf9\u6bcf\u8f6e\u63a8\u7406\u8fdb\u884c\u7cbe\u7ec6\u63a7\u5236\uff0c\u8f7b\u91cf\u7ea7\u8bf7\u6c42\u53ef\u7981\u7528\u601d\u8003\u964d\u4f4e\u5ef6\u8fdf\uff0c\u590d\u6742\u4efb\u52a1\u53ef\u542f\u7528\u601d\u8003\u63d0\u5347\u7cbe\u5ea6\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/92AEC15E08352AF00F7DED3E3E99081A43650329_size158_w600_h320.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u4e3a\u4e86\u652f\u6301Agent RL\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u6784\u5efa\u4e86\u5927\u89c4\u6a21\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u53ef\u6267\u884c\u73af\u5883\uff1a<\/p>\n<p>\u8f6f\u4ef6\u5de5\u7a0b\u73af\u5883\uff1a\u57fa\u4e8e\u771f\u5b9e\u4e16\u754c\u7684Issue-PR\u5bf9\uff0c\u91c7\u7528RepoLaunch\u6846\u67b6\u81ea\u52a8\u5206\u6790\u4ed3\u5e93\u5b89\u88c5\u548c\u4f9d\u8d56\u8bbe\u7f6e\uff0c\u6784\u5efa\u53ef\u6267\u884c\u73af\u5883\u5e76\u751f\u6210\u6d4b\u8bd5\u547d\u4ee4\u3002\u6700\u7ec8\u8de8\u6570\u5343\u4e2a\u4ed3\u5e93\u3001\u6db5\u76d69\u79cd\u7f16\u7a0b\u8bed\u8a00\uff08Python\u3001Java\u3001Go\u3001C\u3001C++\u3001JavaScript\u3001TypeScript\u3001PHP\u3001Ruby\uff09\uff0c\u6784\u5efa\u4e86\u8d85\u8fc710000\u4e2a\u53ef\u9a8c\u8bc1\u73af\u5883\u3002<\/p>\n<p>\u7ec8\u7aef\u73af\u5883\uff1a\u91c7\u7528\u4e09\u9636\u6bb5Agent\u6570\u636e\u5408\u6210\u6d41\u7a0b\u2014\u2014\u4efb\u52a1\u8349\u7a3f\u751f\u6210\u3001\u5177\u4f53\u4efb\u52a1\u5b9e\u73b0\u3001\u8fed\u4ee3\u4efb\u52a1\u4f18\u5316\u3002\u4ece\u79cd\u5b50\u4efb\u52a1\u51fa\u53d1\uff0c\u5229\u7528LLM\u751f\u6210\u53ef\u9a8c\u8bc1\u7684\u7ec8\u7aef\u4efb\u52a1\u8349\u7a3f\uff0c\u7531\u6784\u5efaAgent\u5728Harbor\u683c\u5f0f\u4e2d\u5b9e\u4f8b\u5316\u4e3a\u5177\u4f53\u4efb\u52a1\uff08\u7ed3\u6784\u5316\u4efb\u52a1\u63cf\u8ff0\u3001Docker\u5316\u6267\u884c\u73af\u5883\u3001\u6d4b\u8bd5\u811a\u672c\uff09\uff0c\u518d\u7531\u7cbe\u70bcAgent\u8fed\u4ee3\u4f18\u5316\u3002\u6574\u4f53\u6d41\u7a0b\u4ea7\u51fa\u6570\u5343\u4e2a\u591a\u6837\u5316\u7ec8\u7aef\u73af\u5883\uff0cDocker\u6784\u5efa\u7cbe\u5ea6\u8d85\u8fc790%\u3002<\/p>\n<p>\u641c\u7d22\u4efb\u52a1\uff1a\u6784\u5efaWeb\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ee5\u4f4e\u81f3\u4e2d\u9891\u5b9e\u4f53\u4e3a\u79cd\u5b50\u8282\u70b9\u6269\u5c55\u591a\u8df3\u90bb\u57df\uff0c\u5c06\u6bcf\u4e2a\u5b50\u56fe\u8f6c\u5316\u4e3a\u9690\u5f0f\u7f16\u7801\u591a\u5b9e\u4f53\u5173\u7cfb\u94fe\u7684\u95ee\u9898\u3002\u518d\u7ecf\u8fc7\u4e09\u9636\u6bb5\u8fc7\u6ee4\uff08\u5220\u9664\u65e0\u5de5\u5177\u63a8\u7406\u6a21\u578b\u80fd\u7b54\u5bf9\u7684\u3001\u8fc7\u6ee4\u65e9\u671fAgent\u80fd\u51e0\u6b65\u89e3\u51b3\u7684\u3001\u53cc\u5411\u9a8c\u8bc1\u62d2\u7edd\u975e\u552f\u4e00\u7b54\u6848\u6216\u4e0d\u4e00\u81f4\u8bc1\u636e\u7684\uff09\uff0c\u6700\u7ec8\u83b7\u5f97\u9ad8\u8d28\u91cf\u3001\u9ad8\u96be\u5ea6\u7684\u591a\u8df3\u95ee\u7b54\u5bf9\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4D3BFCA369914DFA7ED0872803068458B0C4F816_size129_w600_h372.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>PPT\u751f\u6210\uff1a\u91c7\u7528\u591a\u5c42\u7ea7\u5956\u52b1\u673a\u5236\u2014\u2014\u7b2c1\u7ea7\u5173\u6ce8\u9759\u6001\u6807\u8bb0\u5c5e\u6027\uff08\u5b9a\u4f4d\u3001\u95f4\u8ddd\u3001\u989c\u8272\u3001\u5b57\u4f53\u7b49\uff09\uff0c\u7b2c2\u7ea7\u8bc4\u4f30\u8fd0\u884c\u65f6\u6e32\u67d3\u5c5e\u6027\uff08\u5143\u7d20\u5bbd\u9ad8\u3001\u8fb9\u754c\u6846\u7b49\uff09\uff0c\u7b2c3\u7ea7\u5f15\u5165\u89c6\u89c9\u611f\u77e5\u7279\u5f81\uff08\u5f02\u5e38\u7a7a\u767d\u6a21\u5f0f\u7b49\uff09\u3002\u6700\u7ec8\u751f\u6210\u7684\u9875\u9762\u4e2d\u4e25\u683c\u7b26\u540816:9\u5bbd\u9ad8\u6bd4\u7684\u6bd4\u4f8b\u4ece40%\u63d0\u5347\u81f392%\uff0c\u9875\u9762\u6ea2\u51fa\u663e\u8457\u51cf\u5c11\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/2E1B361F231A75F8E126049D6E71ADFCFA6B36B4_size192_w600_h356.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p><strong>\u5927\u6a21\u578b\u7684\u6d4b\u8bd5\u4e5f\u66f4\u96be\u4e86<\/strong><\/p>\n<p>\u6280\u672f\u7684\u8fdb\u6b65\u6700\u7ec8\u9700\u8981\u7ecf\u53d7\u8bc4\u6d4b\u7684\u68c0\u9a8c\u3002<\/p>\n<p>GLM-5\u7684\u8bba\u6587\u4e0d\u4ec5\u5c55\u793a\u4e86\u5176\u5728\u4f20\u7edf\u699c\u5355\u4e0a\u7684\u6210\u7ee9\uff0c\u66f4\u63ed\u793a\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5927\u6a21\u578b\u7684\u6d4b\u8bd5\u6b63\u5728\u53d8\u5f97\u66f4\u96be\u3001\u66f4\u8d34\u8fd1\u771f\u5b9e\u3002<\/p>\n<p>\u5728Humanity\u2019s Last Exam\uff08HLE\uff09\u3001SWE-bench Verified\u3001BrowseComp\u7b49\u5173\u952e\u699c\u5355\u4e0a\uff0c\u6570\u636e\u663e\u793a\uff0cGLM-5\u5728SWE-bench Verified\u4e0a\u5f97\u520677.8%\uff0c\u5728\u5f00\u6e90\u6a21\u578b\u4e2d\u8fbe\u5230SOTA\uff0c\u4f18\u4e8eGemini 3 Pro\uff0c\u5e76\u4e0eClaude Opus 4.5\u76f8\u5f53\u3002<\/p>\n<p>\u5728HLE\uff08\u542b\u5de5\u5177\uff09\u6d4b\u8bd5\u4e2d\uff0cGLM-5\u5f97\u520650.4\uff0c\u4f18\u4e8eClaude Opus 4.5\u548cGemini 3 Pro\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/09B223E7D5F82B1BD53746F07DE09DAD4A2E7CAA_size216_w600_h582.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u5728Artificial Analysis Intelligence Index v4.0\u4e2d\uff0cGLM-5\u5f97\u523050\u5206\uff0c\u6210\u4e3a\u65b0\u7684\u5f00\u6e90SOTA\u6a21\u578b\uff0c\u8fd9\u662f\u5f00\u653e\u6743\u91cd\u6a21\u578b\u9996\u6b21\u5728\u8be5\u6307\u6570\u4e2d\u8fbe\u523050\u5206\u3002<\/p>\n<p>\u7136\u800c\uff0c\u667a\u8c31\u56e2\u961f\u8ba4\u4e3a\uff0c\u4f20\u7edf\u7684SWE-bench\u5df2\u7ecf\u4e0d\u591f\u770b\u4e86\u3002<\/p>\n<p>\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2a\u9759\u6001\u3001\u516c\u5f00\u4e14\u53d1\u5e03\u8d85\u8fc72\u5e74\u7684\u6d4b\u8bd5\u96c6\uff0c\u6a21\u578b\u53ef\u80fd\u5b58\u5728\u8bb0\u5fc6\u6548\u5e94\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c<strong>GLM-5\u56e2\u961f\u63a8\u51fa\u4e86CC-Bench-V2\uff0c\u4e00\u4e2a\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u3001\u6a21\u62df\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u7684\u8bc4\u6d4b\u96c6\uff0c\u6db5\u76d6\u524d\u7aef\u3001\u540e\u7aef\u548c\u957f\u7a0b\u4efb\u52a1\u3002<\/strong><\/p>\n<p>\u5728\u524d\u7aef\u8bc4\u4f30\u4e2d\uff0c\u56e2\u961f\u5f15\u5165\u4e86Agent-as-a-Judge\u6280\u672f\uff0c\u901a\u8fc7GUI Agent\u6a21\u62df\u7528\u6237\u4ea4\u4e92\uff0c\u9a8c\u8bc1\u751f\u6210\u9879\u76ee\u7684\u529f\u80fd\u6b63\u786e\u6027\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/24FD39B15858870044CEED39E3959CA701F50127_size143_w600_h220.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0cGLM-5\u7684\u6784\u5efa\u6210\u529f\u7387\uff08BSR\uff09\u8fbe\u523098.0%\uff0c\u5728\u68c0\u67e5\u9879\u6210\u529f\u7387\uff08CSR\uff09\u4e0a\u4e0eClaude Opus 4.5\u5177\u5907\u7ade\u4e89\u529b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/8F24035B800444D518C331B65752B5AC5042C76A_size97_w600_h289.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u5728\u540e\u7aef\u8bc4\u4f30\u4e2d\uff0cGLM-5\u5728\u771f\u5b9e\u5f00\u6e90\u9879\u76ee\u4e0a\u7684Pass@1\u8fbe\u523025.8%\uff0c\u4e0eClaude Opus 4.5\u76f8\u5f53\uff0c\u663e\u8457\u9886\u5148\u4e8eGLM-4.7\u3002<\/p>\n<p>\u66f4\u503c\u5f97\u4e00\u63d0\u7684\u662f\u957f\u7a0b\u4efb\u52a1\u8bc4\u4f30\u3002CC-Bench-V2\u901a\u8fc7\u6316\u6398\u5df2\u5408\u5e76\u7684Pull Request\u6784\u5efa\u591a\u6b65\u94fe\u5f0f\u4efb\u52a1\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u589e\u91cf\u5f00\u53d1\u4e2d\u7684\u4e0a\u4e0b\u6587\u8ddf\u8e2a\u4e0e\u89c4\u5212\u80fd\u529b\u3002<\/p>\n<p>\u867d\u7136GLM-5\u5728\u6b64\u9879\u4e0a\u8f83GLM-4.7\u6709\u663e\u8457\u63d0\u5347\uff0c\u4f46\u4e0eClaude Opus 4.5\u4ecd\u6709\u5dee\u8ddd\u3002\u56e2\u961f\u5766\u8a00\uff0c\u8fd9\u662f\u56e0\u4e3a\u94fe\u5f0f\u4efb\u52a1\u4e2d\u9519\u8bef\u4f1a\u7d2f\u79ef\u653e\u5927\uff0c\u7f29\u5c0f\u8fd9\u4e00\u5dee\u8ddd\u9700\u8981\u5728\u957f\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u548c\u957f\u7a0b\u81ea\u7ea0\u9519\u65b9\u9762\u7ee7\u7eed\u7a81\u7834\u3002<\/p>\n<p>\u8fd9\u4e00\u7cfb\u5217\u8bc4\u6d4b\u7ed3\u679c\u91ca\u653e\u4e86\u4e24\u4e2a\u660e\u786e\u4fe1\u53f7\uff1a<\/p>\n<p>\u7b2c\u4e00\uff0cGLM-5 \u662f\u5f00\u6e90\u754c\u7684\u7b2c\u4e00\u4e2a\u201c\u5168\u7ad9\u5de5\u7a0b\u5e08\u201d\uff0c\u8ba9 AI \u80fd\u81ea\u4e3b\u6267\u884c\u8d85\u957f\u3001\u8d85\u590d\u6742\u7684\u4efb\u52a1\uff1b<\/p>\n<p>\u7b2c\u4e8c\uff0c\u901a\u8fc7\u5355\u4f53MoE\u67b6\u6784\u7edf\u4e00Agent\u3001\u63a8\u7406\u4e0e\u4ee3\u7801\u80fd\u529b\u7684\u53ef\u884c\u6027\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u540c\u65f6\u8bc1\u660e\u4e86RL\u5728\u590d\u6742\u4ee3\u7801\u751f\u6210\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002\u8fd9\u5bf9\u95ed\u6e90\u6a21\u578b\u800c\u8a00\uff0c\u65e0\u7591\u662f\u4e00\u79cd\u5de8\u5927\u7684\u51b2\u51fb\u3002<\/p>\n<p><strong>One More Thing<\/strong><\/p>\n<p>\u5728\u8bba\u6587\u7684\u6700\u540e\uff0c\u56e2\u961f\u900f\u9732\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u5f69\u86cb\u2014\u2014Pony Alpha\u5b9e\u9a8c\u3002<\/p>\n<p>\u5728\u8bba\u6587\u516c\u5f00\u524d\uff0cGLM-5\u66fe\u4ee5Pony Alpha\u4e3a\u4ee3\u53f7\uff0c\u533f\u540d\u53d1\u5e03\u5728OpenRouter\u5e73\u53f0\u4e0a\u3002\u9690\u53bb\u54c1\u724c\u4fe1\u606f\u540e\uff0c\u6a21\u578b\u51ed\u501f\u5353\u8d8a\u7684\u6027\u80fd\u5728\u793e\u533a\u5f15\u53d1\u8f70\u52a8\u3002<\/p>\n<p>\u521d\u6b65\u7edf\u8ba1\u663e\u793a\uff0c25%\u7684\u7528\u6237\u63a8\u6d4b\u5b83\u662fClaude Sonnet 5\uff0c20%\u8ba4\u4e3a\u662fGrok\u7684\u65b0\u7248\u672c\uff0c\u4ec5\u6709\u90e8\u5206\u7528\u6237\u731c\u4e2d\u4e86GLM-5\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/B855BC49B15E4F89CC53E6B708C2C104DFFA1B0B_size361_w600_h254.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u667a\u8c31GLM-5\u6280\u672f\u5168\u516c\u5f00\uff01\u5b8c\u5168\u9002\u914d\u534e\u4e3a\u7b49\u56fd\u4ea7\u82af\u7247 \u7f8e\u56fd\u7f51\u53cb\u9178\u4e86\"  \/><\/p>\n<p>\u8fd9\u6b21\u533f\u540d\u6d4b\u8bd5\u6253\u7834\u4e86\u5148\u5165\u4e3a\u4e3b\u7684\u5730\u7f18\u504f\u89c1\uff0c\u8ba9\u793e\u533a\u7684\u8ba4\u53ef\u56de\u5f52\u5230\u4e86\u201c\u597d\u7528\u4e0e\u5426\u201d\u8fd9\u4e00\u6700\u7eaf\u7cb9\u7684\u6280\u672f\u672c\u8d28\u3002<\/p>\n<p>\u6700\u7ec8\u786e\u8ba4Pony Alpha\u771f\u8eab\u5373\u662fGLM-5\uff0c\u8fd9\u5bf9\u56e2\u961f\u662f\u4e00\u6b21\u5de8\u5927\u7684\u9f13\u821e\uff0c\u4e5f\u6709\u529b\u56de\u51fb\u4e86\u957f\u671f\u4ee5\u6765\u5916\u754c\u5bf9\u4e2d\u56fd\u672c\u571f\u6a21\u578b\u6280\u672f\u6c34\u51c6\u7684\u8d28\u7591\u3002<\/p>\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0c\u8fd9\u6b21GLM-5\u8bba\u6587\u516c\u5e03\u4e4b\u540e\uff0c\u5728\u6d77\u5916\u5df2\u7ecf\u6709\u4e0d\u5c11\u4eba\u5f53\u6559\u7a0b\u6765\u5b66\u4e60\u4e86\u3002<\/p>\n<\/p>\n<p>(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GLM-5\u662f\u600e\u4e48\u70bc\u6210\u7684\uff1f \u73b0\u5728\uff0c\u5b83\u80cc\u540e\u7684\u8bba\u6587\u7ec8\u4e8e\u5b8c\u5168\u516c\u5f00\u4e86\u3002 \u8bba\u6587\u7684\u540d\u5b57\u4e5f\u5f88\u76f4\u63a5\uff1a\u544a\u522bVibe Coding\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[71,23,88,367,339],"views":30,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/728333"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=728333"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/728333\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=728333"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=728333"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=728333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}