{"id":759730,"date":"2026-04-10T23:59:55","date_gmt":"2026-04-10T15:59:55","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=759730"},"modified":"2026-04-10T23:59:55","modified_gmt":"2026-04-10T15:59:55","slug":"%e8%b5%b0%e5%87%baicu%e7%9a%84ai%e4%b8%89%e5%b0%8f%e9%be%99%ef%bc%8c%e7%a9%b6%e7%ab%9f%e5%81%9a%e5%af%b9%e4%ba%86%e4%bb%80%e4%b9%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=759730","title":{"rendered":"\u8d70\u51faICU\u7684\u201cAI\u4e09\u5c0f\u9f99\u201d\uff0c\u7a76\u7adf\u505a\u5bf9\u4e86\u4ec0\u4e48\uff1f"},"content":{"rendered":"
<\/div>\n
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\u6587 | \u6700\u8bddFunTalk\uff0c\u4f5c\u8005 | \u6797\u4e66\uff0c\u7f16\u8f91\/\u5218\u5b87\u7fd4<\/p>\n<\/blockquote>\n

Anthropic\u7ec8\u4e8e\u5fcd\u4e0d\u4f4f“\u9f99\u867e\u6253\u6d1e”\u4e86\u3002<\/p>\n

\u7f8e\u56fd<\/a>\u65f6\u95f44\u67084\u65e515:00\uff08\u5317\u4eac\u65f6\u95f44\u67085\u65e503:00\uff09\uff0cAnthropic\u65d7\u4e0bClaude Code\u8d1f\u8d23\u4ebaBoris Cherny\u5ba3\u5e03Claude\u8ba2\u9605\uff08Pro\/Max\uff09\u4e0d\u518d\u8986\u76d6OpenClaw\u7b49\u7b2c\u4e09\u65b9\u5e73\u53f0\uff0c\u7528\u6237\u53ea\u80fd\u4f7f\u7528\u989d\u5916\u5957\u9910\u6216Claude API\u5bc6\u94a5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u3002<\/p>\n

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\u7b80\u800c\u8a00\u4e4b\u5c31\u662f\uff0c\u57fa\u4e8e\u4eba\u7c7b\u4f7f\u7528\u4e60\u60ef\u6a21\u5f0f\u7684Anthropic \u7684\u8ba2\u9605\u670d\u52a1\uff0c\u88abOpenClaw \u53d8\u6210\u4e867×24 \u5c0f\u65f6\u81ea\u52a8\u8fd0\u884c\u7684\u7b97\u529b\u6d88\u8017\uff0c\u7ed9\u7cfb\u7edf\u5e26\u6765\u4e86“disproportionate stress”\uff08\u4e0d\u6210\u6bd4\u4f8b\u7684\u538b\u529b\uff09\uff0c\u6536\u5165\u4e0e\u6210\u672c\u5012\u6302\u3002Anthropic\u7684\u5546\u4e1a\u6a21\u5f0f\u88ab\u6316\u5f97\u5343\u75ae\u767e\u5b54\uff0c\u4e0d\u582a\u91cd\u8d1f\u3002<\/p>\n

\u6b64\u5916\uff0cAnthropic\u8fd8\u6709\u4e00\u70b9\u4e0d\u80fd\u5fcd\u7684\u662f\uff0cOpenClaw \u8fdf\u65e9\u4f1a\u5c06Anthropic“\u4f9b\u5e94\u5546\u5316”\u3002<\/p>\n

OpenClaw \u6700\u65b0\u7248\u66f4\u65b0\u652f\u6301\u591a\u6a21\u578b\u81ea\u52a8\/\u624b\u52a8\u5207\u6362\uff0c\u4ece\u4e4b\u524d\u7684Claude \u5355\u70b9\u4f9d\u8d56\uff08\u6b64\u524d 60% \u4f1a\u8bdd\u8dd1\u5728Claude \u4e0a\uff09\u8f6c\u5411“\u6a21\u578b\u6c60”\uff08model pool\uff09\u67b6\u6784\uff0c\u7528\u6237\u53ef\u4ee5\u5728 Claude\u3001GPT-5.4\u3001Gemini\u4ee5\u53ca\u4e2d\u56fd\u56fd\u4ea7\u6a21\u578b\uff08\u5982\u667a\u8c31\u3001MiniMax\uff09\u4e4b\u95f4\u81ea\u7531\u5207\u6362\uff0c\u4e0d\u518d\u9501\u5b9a\u5355\u4e00\u4f9b\u5e94\u5546\u3002<\/p>\n

\u8868\u9762\u4e0a\u770b\uff0c\u8fd9\u6b21\u66f4\u65b0\u662f\u5bf9Anthropic \u548cGoogle \u7684\u5c01\u7981\u7684\u56de\u5e94\uff0c\u901a\u8fc7\u591a\u6a21\u578b\u5197\u4f59\u786e\u4fdd\u670d\u52a1\u8fde\u7eed\u6027\uff0c\u907f\u514d\u8fc7\u4e8e\u4f9d\u8d56\u5355\u4e00\u6a21\u578b\uff0c\u53d7\u5236\u4e8e\u6a21\u578b\u5382\u5546\u7684\u653f\u7b56\u53d8\u52a8\u3002\u4f46\u5176\u5b9e\uff0c\u5373\u4f7f\u6ca1\u6709\u8fd9\u6b21Anthropic\u7684\u5c01\u7981\uff0c\u52a0\u5165Open AI\u540e\uff0cOpenClaw \u521b\u59cb\u4ebaPeter Steinberger \u4e5f\u8fdf\u65e9\u4f1a\u91c7\u53d6“\u6a21\u578b\u6c60”\u6a21\u5f0f\u3002<\/p>\n

\u56e0\u4e3a\u4e00\u65e6\u4e60\u60ef\u4f7f\u7528OpenClaw\u540e\uff0c\u7528\u6237\u5c31\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u4e0d\u4f1a\u518d\u5728\u610f\u7528\u7684\u662f\u54ea\u5bb6\u7684\u6a21\u578b\uff0c\u66f4\u5728\u610f\u7ed3\u679c\uff0cOpenClaw \u6210\u4e86AI\u8d85\u7ea7\u5165\u53e3\uff0c\u800c\u6a21\u578b\u5382\u5546\u5219\u6210\u4e86OpenClaw \u80cc\u540e\u7684“\u4f9b\u5e94\u5546”\u3002<\/strong><\/p>\n

\u663e\u7136\uff0c\u8fd9\u5bf9\u4e8e\u6709\u7740\u957f\u8fdc\u76ee\u6807\u7684Anthropic \u6765\u8bf4\uff0c\u662f\u6ca1\u6cd5\u63a5\u53d7\u7684\uff0c\u4e0e\u5176\u5750\u4ee5\u5f85\u6bd9\uff0c\u4e0d\u5982\u4e3b\u52a8\u91cd\u62f3\u51fa\u51fb\u3002<\/p>\n

\u4f46\u5bf9\u4e8e\u667a\u8c31\u3001MiniMax\u7b49\u4e2d\u56fd\u56fd\u4ea7\u6a21\u578b\u6765\u8bf4\uff0cAnthropic“\u5c01\u6740”OpenClaw\uff0c\u4ee5\u53caOpenClaw\u7684\u591a\u6a21\u578b\u5207\u6362\u529f\u80fd\uff0c\u5374\u662f\u4e00\u4e2a\u91cd\u5927\u673a\u4f1a\u3002<\/strong>\u5f53Claude API \u6210\u672c\u8fc7\u9ad8\u65f6\uff0c\u5f00\u53d1\u8005\u53ef\u80fd\u4f1a\u5207\u6362\u914d\u7f6e\u5230\u667a\u8c31\u3001MiniMax \uff0c\u751a\u81f3\u4e0d\u6392\u9664\u5f53\u4f5c\u4e3a\u4e3b\u529b\u6a21\u578b\u4f7f\u7528\uff0c\u4ee5\u89c4\u907f\u8ba2\u9605\u8f6cAPI \u7684\u9ad8\u6602\u6210\u672c\u3002<\/p>\n

\u6bd5\u7adf\uff0c\u667a\u8c31\u3001MiniMax\u7684Token\u4ef7\u683c\u76f8\u5bf9\u4e8eAnthropic\u7684\uff0c\u8981\u4fbf\u5b9c\u5f97\u591a\u3002<\/p>\n

\u4f46Token\u4fbf\u5b9c\uff0c\u5e76\u4e0d\u662f\u5b83\u4eec\u6700\u5927\u7684\u4f18\u52bf\u3002<\/p>\n

01<\/strong>\u4e09\u5f3a\u7684\u5d1b\u8d77<\/strong><\/h2>\n

2026\u5e744\u67081\u65e5\uff0c\u667a\u8c31\u53d1\u5e03\u4e0a\u5e02<\/a>\u540e\u7684\u7b2c\u4e00\u4efd\u5e74\u62a5\uff0cCEO\u5f20\u9e4f\u5728\u4e1a\u7ee9<\/a>\u4f1a\u4e0a\u53cd\u590d\u5f3a\u8c03\u4e86\u4e24\u4e2a\u5b57\uff1aToken\u91cf\u3002<\/p>\n

\u8fd9\u80cc\u540e\u662f\u4e00\u7cfb\u5217\u4eae\u773c\u7684\u8868\u73b0\uff1a\u667a\u8c312025\u5e74\u5168\u5e74\u8425\u65367.24\u4ebf\u5143\uff0c\u540c\u6bd4\u589e\u957f132%\uff0c\u662f\u56fd\u5185\u6536\u5165\u6700\u5927\u7684\u72ec\u7acb\u5927\u6a21\u578b\u516c\u53f8\uff1bMaaS\u5f00\u653e\u5e73\u53f0\u7684\u5e74\u5ea6\u7ecf\u5e38\u6027\u6536\u5165\uff08ARR\uff09\u8fbe\u523017\u4ebf\u5143\uff0c12\u4e2a\u6708\u66b4\u6da860\u500d\uff1bAPI\u4ef7\u683c\u4e0a\u8c0383%\u4e4b\u540e\uff0c\u8c03\u7528\u91cf\u53cd\u800c\u7ee7\u7eed\u6500\u5347\u3002<\/p>\n

\u5f20\u9e4f\u628a\u8fd9\u79cd\u7f55\u89c1\u7684“\u6da8\u4ef7\u653e\u91cf”\u5f52\u7ed3\u4e3a\u4e00\u4e2a\u516c\u5f0f\uff1aAGI\u5546\u4e1a\u4ef7\u503c = \u667a\u80fd\u4e0a\u754c× Token\u6d88\u8017\u89c4\u6a21\u3002<\/p>\n

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\u6708\u4e4b\u6697\u9762\u7684\u6545\u4e8b\u66f4\u5177\u620f\u5267\u6027\u30022026\u5e741\u670827\u65e5\uff0cKimi K2.5\u53d1\u5e03\uff0c\u4ec5\u4ec5\u4e00\u4e2a\u6708\u540e\uff0cARR\u7a81\u78341\u4ebf\u7f8e\u5143\uff0c20\u5929\u7684\u6536\u5165\u8d85\u8fc72025\u5e74\u5168\u5e74\u30023\u6708\u4e2d\u65ec\uff0c\u516c\u53f8\u5b8c\u6210\u65b0\u4e00\u8f6e\u878d\u8d44<\/a>\uff0c\u4f30\u503c\u4ece43\u4ebf\u7f8e\u5143\u98d9\u5347\u81f3180\u4ebf\u7f8e\u5143——\u4e09\u4e2a\u6708\u7ffb\u4e86\u56db\u500d\u3002<\/p>\n

\u66f4\u8010\u4eba\u5bfb\u5473\u7684\u662f\uff0cKimi\u7684\u6d77\u5916\u6536\u5165\u5df2\u7ecf\u53cd\u8d85\u56fd\u5185\uff0c\u6d77\u5916API\u6536\u5165\u589e\u957f4\u500d\uff0c\u800c\u6768\u690d\u9e9f\u7ad9\u4e0a\u4e86\u82f1\u4f1f\u8fbeGTC\u5927\u4f1a\u7684\u6f14\u8bb2\u53f0\uff0c\u6210\u4e3a\u8be5\u4f1a\u8bae\u4e0a\u552f\u4e00\u4e00\u4f4d\u4e2d\u56fd\u5927\u6a21\u578b\u521b\u59cb\u4eba\uff0c\u8fd9\u65e0\u7591\u6210\u4e86Kimi\u7684\u9ad8\u5149\u65f6\u523b\u3002<\/p>\n

\u540c\u6837\u5730\uff0cMiniMax\u5219\u7528\u53e6\u4e00\u79cd\u65b9\u5f0f\u8bc1\u660e\u4e86\u81ea\u5df1\u7684\u5b58\u5728\u611f\u30022025\u5e74\u5168\u5e74\u6536\u51657904\u4e07\u7f8e\u5143\uff0c\u540c\u6bd4\u589e\u957f159%\u3002\u4f46\u771f\u6b63\u8ba9\u884c\u4e1a\u4fa7\u76ee\u7684\uff0c\u662f2026\u5e74\u524d\u4e24\u4e2a\u6708M2\u7cfb\u5217\u7684API\u8c03\u7528\u91cf——\u8fbe\u5230\u53bb\u5e7412\u6708\u7684\u516d\u500d\uff0c\u5176\u4e2d\u6765\u81ea“\u9f99\u867e”OpenClaw\u7f16\u7a0b\u573a\u666f\u7684Token\u6d88\u8017\u589e\u957f\u8d85\u8fc710\u500d\u3002M2.5\u6a21\u578b\u5728SWE-Bench\u4e0a\u62ff\u523080.2%\u7684\u5f97\u5206\uff0c\u4e0eAnthropic\u7684Claude Opus 4.6\u51e0\u4e4e\u6301\u5e73\uff0c\u800c\u4ef7\u683c\u4ec5\u4e3a\u540e\u8005\u7684\u5341\u5206\u4e4b\u4e00\u3002<\/p>\n

\u5982\u679c\u628a\u65f6\u949f\u62e8\u56de\u4e24\u5e74\u524d\uff0c\u8fd9\u4e09\u5bb6\u516c\u53f8\u6b63\u6324\u5728\u540c\u4e00\u95f4“ICU”\u91cc\u30022024\u5e74\u4e0b\u534a\u5e74\uff0c“AI\u516d\u5c0f\u9f99”\u96c6\u4f53\u9677\u5165\u56f0\u5883\uff0c\u878d\u8d44\u6536\u7d27\u3001\u5546\u4e1a\u5316\u9065\u9065\u65e0\u671f\u3001\u5927\u5382\u73af\u4f3a\u3001“\u516d\u5c0f\u9f99\u4e0d\u5982\u4e00\u6761\u866b”\u7684\u5632\u8bbd\u4e0d\u7edd\u4e8e\u8033\u3002\u5f7c\u65f6\u7684DeepSeek\u521a\u521a\u51ed\u501fV3\u548cR1\u9707\u60ca\u4e16\u754c\uff0c\u98ce\u5934\u4e00\u65f6\u65e0\u4e24\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u667a\u8c31\u3001Kimi\u548cMiniMax\u66f4\u50cf\u662f\u88ab\u5927\u65f6\u4ee3\u629b\u5728\u8eab\u540e\u7684\u914d\u89d2\u3002<\/p>\n

\u53ef\u77ed\u77ed\u4e00\u5e74\u4e4b\u540e\uff0c\u5267\u672c\u5b8c\u5168\u7ffb\u8f6c\u3002<\/p>\n

\u8fd9\u79cd\u7ffb\u8f6c\u5f52\u529f\u4e8e“\u9f99\u867e”\u70ed\u6f6e——2026\u5e74\u6625\u8282\u524d\u540e\uff0cOpenClaw\u4f5c\u4e3a\u5f00\u6e90AI Agent\u6846\u67b6\u5f15\u7206\u4e86\u5168\u7403\u5f00\u53d1\u8005\u793e\u533a\uff0c\u5168\u7403AI Token\u6d88\u8017\u4ece\u6bcf\u54685.6\u4e07\u4ebf\u66b4\u589e\u523014.8\u4e07\u4ebf\uff0c\u4e09\u5f3a\u6070\u597d\u6210\u4e86\u6700\u5927\u7684“\u9972\u6599\u4f9b\u5e94\u5546”\u3002<\/p>\n

\u4e0e\u4f20\u7edf\u5355\u6b21\u5bf9\u8bdd\u4e0d\u540c\uff0cOpenClaw\u6267\u884c\u4e00\u4e2a\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u6570\u5341\u8f6eAPI\u8c03\u7528\uff0cToken\u6d88\u8017\u6210\u500d\u653e\u5927\uff0c\u8fd9\u5c31\u610f\u5473\u7740\u4f7f\u7528\u8d39\u7528\u4e5f\u6025\u5267\u63d0\u9ad8\u3002Token\u8d27\u5e01<\/a>\u5316\u7684\u7ed3\u679c\u5c31\u662f\uff0c\u7528\u6237\u8feb\u5207\u5bfb\u627e\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\u3002<\/strong>\u800c\u5728OpenRouter\u5e73\u53f0\u4e0a\uff0cMiniMax\u548c\u667a\u8c31\u7684\u6536\u8d39\u4ec5\u4e3a\u6d77\u5916\u7ade\u54c1\u5982Claude Opus\u76841\/16\uff08\u8f93\u5165100\u4e07Token\u7ea60.3 vs 5\uff09\uff0c\u8fd9\u5438\u5f15\u4e86\u5927\u91cf\u6d77\u5916\u5f00\u53d1\u8005\u3002<\/p>\n

\u6240\u4ee5\u81ea\u4eca\u5e742\u6708\u8d77\uff0cOpenClaw\u70ed\u6f6e\u63a8\u52a8\u4e0b\uff0c\u5168\u7403\u6700\u5927API\u805a\u5408\u5e73\u53f0OpenRouter \u4e0a\u4e2d\u56fd\u6a21\u578b\u8c03\u7528\u91cf\u4e09\u5468\u5927\u6da8127%\uff0c\u9996\u6b21\u8d85\u8d8a\u7f8e\u56fd\u6a21\u578b\uff085.16\u4e07\u4ebf vs 2.7\u4e07\u4ebfToken\uff09\uff0c\u5176\u4e2d2026\u5e74Q1\u667a\u8c31\u7684API\u8c03\u7528\u91cf\u589e\u957f400%\uff0c\u5c31\u90e8\u5206\u5f52\u56e0\u4e8eOpenClaw\u751f\u6001\u7684\u653e\u91cf\u3002\u800cMiniMax M2.5\u5728OpenRouter\u5e73\u53f0\u4e0a\u66fe\u8fde\u7eed\u4e24\u5468\u8749\u8054\u5168\u7403\u8c03\u7528\u91cf\u699c\u9996\uff0c\u5468\u8c03\u7528\u91cf\u8fbe1.63\u4e07\u4ebfToken\u3002<\/p>\n

\u4f46\u4ec5\u4ec5\u628a\u667a\u8c31\u3001MiniMax\u7684\u7ffb\u76d8\u5168\u5f52\u56e0\u4e8eOpenClaw\u4e5f\u5e76\u4e0d\u516c\u5141\uff0c\u667a\u8c31\u548cMiniMax\u7684\u589e\u957f\u8fd8\u5f97\u76ca\u4e8e\u6a21\u578b\u80fd\u529b\u7a81\u7834\uff0c\u667a\u8c31GLM-5\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u767b\u9876\u5f00\u6e90\u6a21\u578b\u699c\u9996\uff0cCoding\u548cAgent\u80fd\u529b\u7a81\u51fa\uff1bMiniMax M2\u4e13\u4e3a\u7f16\u7801\u4e0e\u667a\u80fd\u4f53\u4efb\u52a1\u4f18\u5316\uff0c\u4e5f\u5951\u5408\u4e86Agent\u5de5\u4f5c\u6d41\u9700\u6c42\u3002<\/p>\n

\u65fa\u76db\u7684\u9700\u6c42\u548c\u6a21\u578b\u80fd\u529b\u63d0\u9ad8\uff0c\u4f7f\u5f97\u5b83\u4eec\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u62e5\u6709\u4e86\u518d\u5b9a\u4ef7\u6743\uff0c\u4eca\u5e743\u6708\u667a\u8c31\u5c06API\u4ef7\u683c\u4e0a\u8c0383%\uff0c\u4f46\u8c03\u7528\u91cf\u4f9d\u7136\u4f9b\u4e0d\u5e94\u6c42\u589e\u957f400%\uff0c\u5c31\u8bf4\u660e\u4e86\u8fd9\u70b9\u3002<\/p>\n

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\u96f6\u4e00\u4e07\u7269\u5df2\u7ecf\u653e\u5f03\u4e86\u901a\u7528\u5927\u6a21\u578b\uff0c\u5ba3\u5e03\u4e0d\u518d\u505a\u5355\u4e00\u5927\u6a21\u578b\uff0c\u800c\u662f\u91c7\u7528\u6a21\u578b\u5f00\u653e\u7b56\u7565<\/a>\uff0c\u8f6c\u578b\u505a\u4f01\u4e1a\u7ea7\u90e8\u7f72\u670d\u52a1\uff0c\u6838\u5fc3\u6280\u672f\u56e2\u961f\u5728DeepSeek\u51b2\u51fb\u540e\u5206\u5d29\u79bb\u6790\u3002\u767e\u5ddd\u667a\u80fd\u7684\u521b\u59cb\u4eba\u738b\u5c0f\u5ddd\u7ecf\u5386\u4e86\u4ed6\u6240\u8c13\u7684“\u81f3\u6697\u65f6\u523b”——\u4e1a\u52a1\u7ebf\u6536\u7f29\u3001\u9ad8\u7ba1\u79bb\u804c\u3001\u76ee\u6807\u6447\u6446\uff0c\u6700\u7ec8\u62bc\u6ce8AI\u533b\u7597\u8fd9\u4e2a\u5782\u76f4\u8d5b\u9053\uff0c\u57fa\u672c\u9000\u51fa\u4e86\u901a\u7528\u5927\u6a21\u578b\u7684\u7ade\u4e89\u3002<\/p>\n

\u540c\u4e00\u4e2a\u98ce\u53e3\uff0c\u6709\u4eba\u98de\u5347\uff0c\u6709\u4eba\u5760\u843d\u3002\u5dee\u8ddd\u51fa\u5728\u54ea\uff1f<\/p>\n

\u7b54\u6848\u85cf\u5728\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u903b\u8f91\u91cc\uff1a\u9f99\u867e\u7684\u98ce\u53e3\u4e0d\u662f\u8c01\u90fd\u80fd\u8ffd\uff0c\u5b83\u8003\u7684\u662f\u4f60\u7684\u5e95\u6a21\u591f\u4e0d\u591f\u5f3a\u3001\u5de5\u5177\u94fe\u591f\u4e0d\u591f\u6df1\u3001\u5f00\u53d1\u8005\u751f\u6001\u591f\u4e0d\u591f\u539a\u3002<\/strong><\/p>\n

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\u95ee\u9898\u662f\uff1a\u4e3a\u4ec0\u4e48\u504f\u504f\u662f\u4ed6\u4eec\uff1f<\/p>\n

02<\/strong>\u8303\u5f0f\u7684\u8f6c\u53d8<\/strong><\/h2>\n

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\u8fd9\u4f4dOpenAI<\/a>\u7684\u8054\u5408\u521b\u59cb\u4eba\u3001\u88ab\u5c0a\u4e3a“AI\u5b97\u5e08”\u7684\u4eba\u7269\uff0c\u5728\u90a3\u573a\u7f55\u89c1\u7684\u516c\u5f00\u9732\u9762\u4e2d\u8bf4\u4e86\u4e00\u53e5\u8bdd\uff1a\u6211\u4eec\u6240\u77e5\u9053\u7684\u9884\u8bad\u7ec3\uff0c\u5c06\u6beb\u65e0\u7591\u95ee\u5730\u7ec8\u7ed3\uff0c\u6211\u4eec\u5df2\u7ecf\u89e6\u53ca\u4e86\u6570\u636e\u7684\u9876\u5cf0\uff0c\u4e0d\u4f1a\u518d\u6709\u66f4\u591a\u4e86\u3002<\/p>\n

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\u4e00\u6d3e\u8ba4\u4e3aScaling Law\u6ca1\u6709\u649e\u5899\uff0c\u53ea\u662f\u9700\u8981Scaling\u7684\u5bf9\u8c61\u53d8\u4e86——\u4ece\u4e92\u8054\u7f51\u539f\u59cb\u6570\u636e\u8f6c\u5411\u5408\u6210\u6570\u636e\u3001\u63a8\u7406\u8f68\u8ff9\u3001\u4ee5\u53ca\u63a8\u7406\u65f6\u7684\u8ba1\u7b97\u91cf\u3002\u53e6\u4e00\u6d3e\u5219\u8ba4\u4e3aTransformer\u67b6\u6784\u672c\u8eab\u5df2\u89e6\u53ca\u5929\u82b1\u677f\uff0c\u5927\u6a21\u578b\u9700\u8981\u4e00\u573a\u4ece\u5e95\u5c42\u6570\u5b66\u7ed3\u6784\u5f00\u59cb\u7684\u67b6\u6784\u9769\u547d\u3002<\/p>\n

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Attention Residuals\u8bba\u6587\u83b7\u9a6c\u65af\u514b<\/a>\u70b9\u8d5e\uff0c\u56e0\u4e3a\u5176\u7528softmax\u6ce8\u610f\u529b\u5b9e\u73b0“\u9009\u62e9\u6027\u56de\u5fc6”\uff0c\u4f7f48B\u6a21\u578b\u8fbe\u523060B\u6548\u679c\u3002<\/p>\n

MiniMax\u8def\u5f84\u4e0d\u540c\u4f46\u4fe1\u4ef0\u4e00\u81f4\uff1a\u521b\u59cb\u4eba\u95eb\u4fca\u6770\u575a\u4fe1Scaling Law\u53ca\u6a21\u6001\u7b49\u4ef7\u6027\uff0c\u8fd9\u6784\u6210\u5176\u6280\u672f\u6218\u7565\u7684\u7b2c\u4e00\u6027\u539f\u7406\u3002<\/p>\n

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\u800c\u5728\u6570\u636e\u95ed\u73af\u4e0a\uff0c\u667a\u8c31\u4e0d\u50cf\u5927\u5382\u7684\u6570\u636e\u5206\u6563\u5728\u5404\u5904\uff0c\u5f00\u53d1\u8005\u7528GLM\u5b8c\u6210\u4e00\u4e2aAgent\u4efb\u52a1\uff0c\u63a8\u7406\u8f68\u8ff9\u3001\u7ea0\u9519\u8fc7\u7a0b\u5168\u90e8\u88ab\u8bb0\u5f55\uff0c\u8fd9\u79cd“\u771f\u5b9e\u4efb\u52a1\u6570\u636e”\u7684\u4ef7\u503c\uff0c\u8fdc\u9ad8\u4e8e\u4e92\u8054\u7f51\u722c\u866b\u6216\u5408\u6210\u6570\u636e\u3002\u6a21\u578b\u8d8a\u5f3a\uff0c\u7528\u6237\u8d8a\u591a\uff0c\u98de\u8f6e\u5c31\u8fd9\u6837\u8f6c\u8d77\u6765\u4e86\u3002<\/p>\n

\u4e09\u5bb6\u516c\u53f8\u7684\u8def\u5f84\u5404\u6709\u4e0d\u540c\uff0c\u4f46\u6709\u4e00\u4e2a\u5171\u540c\u7684\u5e95\u5c42\u903b\u8f91\uff1a“\u7b2c\u4e09\u6761\u8def”\u5e26\u6765\u7684\u4e0d\u4ec5\u4ec5\u662f\u6781\u81f4\u7684\u6027\u4ef7\u6bd4\uff0c\u800c\u662f\u5728Token\u6d88\u8017\u91cf\u7206\u70b8\u5f0f\u589e\u957f\u540e\uff0c\u4ecd\u7136\u80fd\u7ef4\u6301\u4efb\u52a1\u8d28\u91cf\u7684\u7a33\u5b9a\u3002<\/strong><\/p>\n

\u9f99\u867e\u573a\u666f\u4e0b\uff0c\u4e00\u4e2a\u7a0d\u590d\u6742\u7684\u7f16\u7a0b\u4efb\u52a1\u5e73\u5747\u6d88\u8017350\u4e07Token——\u662f\u666e\u901a\u5bf9\u8bdd\u7684\u6570\u767e\u500d\u3002\u5728\u8fd9\u79cd\u7ea7\u522b\u7684\u8d1f\u8f7d\u4e0b\uff0c\u6a21\u578b\u7684\u63a8\u7406\u7a33\u5b9a\u6027\u3001\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u6027\u80fd\u8870\u51cf\u63a7\u5236\u3001\u4ee5\u53ca\u7aef\u5230\u7aef\u7684\u5ef6\u8fdf\u7ba1\u7406\uff0c\u624d\u662f\u5f00\u53d1\u8005\u9009\u62e9\u8c01\u7684\u771f\u6b63\u6807\u51c6\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u4fbf\u5b9c\u53ea\u662f\u5165\u573a\u5238\uff0c\u7a33\u5b9a\u624d\u662f\u7559\u4e0b\u6765\u7684\u7406\u7531\u3002<\/p>\n

03<\/strong>DeepSeek\u6700\u5927\u7684\u6311\u6218<\/strong><\/h2>\n

\u5982\u679c\u4e09\u5f3a\u7684\u5d1b\u8d77\uff0c\u4ee3\u8868\u4e86“\u7b2c\u4e09\u6761\u8def”\u7684\u80dc\u5229\uff0c\u90a3\u4e48\u53e6\u4e00\u4e2a\u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff1a\u4e3a\u4ec0\u4e48\u4e0e\u4e09\u5f3a\u540c\u4e3a\u5927\u6a21\u578b\u4f01\u4e1a\u51fa\u8eab\u7684DeepSeek\uff0c\u6ca1\u6709\u7387\u5148\u5b9e\u73b0\u8fd9\u6837\u7684\u7a81\u7834\uff1f<\/p>\n

\u5766\u767d\u8bf4\uff0cDeepSeek\u5728\u5927\u6a21\u578b1.0\u65f6\u4ee3\u521b\u9020\u7684\u6210\u5c31\uff0c\u81f3\u4eca\u4ecd\u4ee4\u4eba\u656c\u4f69\u3002<\/p>\n

V3\u548cR1\u4ee5\u6781\u4f4e\u7684\u8bad\u7ec3\u6210\u672c\u5b9e\u73b0\u4e86SOTA\u7ea7\u522b\u7684\u6027\u80fd\uff0cMLA\uff08\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff09\u548c\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\u7684\u7ec4\u5408\uff0c\u5728\u5f53\u65f6\u582a\u79f0\u60ca\u8273\u3002\u6881\u6587\u950b\u4ee5\u6781\u81f4\u7684\u3001\u52c7\u731b\u7684\u5de5\u7a0b\u5b66\u601d\u7ef4\uff0c\u628a\u6bcf\u4e00\u5757GPU\u7684\u6027\u4ef7\u6bd4\u538b\u69a8\u5230\u4e86\u6781\u81f4——\u8fd9\u79cd“\u529b\u51fa\u4e00\u5b54”\u7684\u80fd\u529b\uff0c\u6b63\u662f\u5927\u6a21\u578b1.0\u65f6\u4ee3\u6700\u91cd\u8981\u7684\u7ade\u4e89\u529b\u3002<\/p>\n

\u4f461.0\u65f6\u4ee3\u7684\u7ade\u4e89\u903b\u8f91\uff0c\u548c2.0\u65f6\u4ee3\u6709\u6839\u672c\u7684\u4e0d\u540c\u3002<\/p>\n

\u5230\u4e862.0\u65f6\u4ee3\uff0c\u95ee\u9898\u53d8\u4e86\u3002\u5f53Ilya\u5ba3\u544a“\u6211\u4eec\u6240\u77e5\u9053\u7684\u9884\u8bad\u7ec3\u5c06\u8981\u7ec8\u7ed3”\u4e4b\u540e\uff0c\u884c\u4e1a\u9762\u4e34\u7684\u4e0d\u518d\u662f“\u600e\u4e48\u628a\u6a21\u578b\u505a\u5f97\u66f4\u5927”\uff0c\u800c\u662f“\u4e0b\u4e00\u6b65\u5f80\u54ea\u8d70\uff1f”<\/p>\n

\u662f\u7ee7\u7eedScaling\u522b\u7684\u4e1c\u897f\uff0c\u8fd8\u662f\u5f7b\u5e95\u6362\u67b6\u6784\uff1f\u8fd9\u662f\u4e00\u4e2a\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u5c94\u8def\u53e3\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u5c94\u8def\u53e3\u4e0a\uff0cDeepSeek\uff08\u4ee5\u4e0b\u7b80\u79f0DS\uff09\u9047\u5230\u4e86\u4e24\u4e2a\u7ed3\u6784\u6027\u7684\u56f0\u96be\u3002<\/p>\n

\u7b2c\u4e00\u4e2a\u56f0\u96be\u6765\u81ea\u5546\u4e1a\u5316\u7684\u7f3a\u5931\uff0c\u5bfc\u81f4\u5176\u65e0\u6cd5\u6301\u7eed\u5730Scaling\u3002<\/p>\n

DS\u81f3\u4eca\u6ca1\u6709\u7cfb\u7edf\u6027\u7684\u5546\u4e1a\u5316\u8fd0\u8425\uff0c\u5176API\u867d\u7136\u88ab\u5927\u91cf\u4f7f\u7528\uff0c\u4f46\u56e0\u4e3aDS\u662f\u5f00\u6e90\u7684\uff0c\u56e0\u6b64\u5927\u91cf\u4f01\u4e1a\u628aDS\u6743\u91cd\u4e0b\u8f7d\u4e0b\u6765\uff0c\u79c1\u6709\u5316\u90e8\u7f72\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u8fd9\u90e8\u5206\u7528\u6237\u7684\u6570\u636e\u5b8c\u5168\u5728\u4f01\u4e1a\u5185\u7f51\u91cc\uff0cDS\u7684\u6bcd\u4f53\u4e00\u4e2a\u5b57\u4e5f\u6536\u4e0d\u5230\uff0c\u540c\u65f6\u8fd8\u6709\u5927\u91cf\u5f00\u53d1\u8005\u901a\u8fc7\u963f\u91cc\u4e91\u3001\u817e\u8baf<\/a>\u4e91\u3001\u767e\u5ea6<\/a>\u4e91\u7b49\u7b2c\u4e09\u65b9\u5e73\u53f0\u8c03\u7528DS\uff0c\u6570\u636e\u7559\u5728\u4e86\u4e91\u5382\u5546\u90a3\u91cc\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u5730\u65b9\u5728\u4e8e\uff1aDS\u514d\u8d39\u6216\u8d85\u4f4e\u4ef7\u7684API\u5b9a\u4ef7\uff0c\u96be\u4ee5\u652f\u6491\u6570\u636e\u5de5\u7a0b\u7684\u8fd0\u8f6c\u6210\u672c\uff0c\u8fd9\u610f\u5473\u7740DS\u7528\u6237\u8d8a\u591a\u8d8a\u4e8f\uff0c\u7528\u6237\u7ffb\u500d\uff0c\u4e8f\u635f\u4e5f\u7ffb\u500d\uff0c\u8fd9\u4f7f\u5176\u65e0\u6cd5\u50cf\u4e09\u5f3a\u90a3\u6837\uff0c\u5728\u9f99\u867e\u5b9e\u6218\u4e2d\u4e0d\u65ad\u8fed\u4ee3\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u56f0\u96be\u66f4\u52a0\u5fae\u5999\uff0c\u4e5f\u662f\u5236\u7ea6DS\u67b6\u6784\u521b\u65b0\u7684\u74f6\u9888\u3002<\/p>\n

DeepSeek\u7684\u56e2\u961f\u81f3\u4eca\u4e0d\u5230140\u4eba\uff0c\u5e73\u5747\u5e74\u9f84\u53ea\u670928\u5c81\uff0c\u6210\u5458\u51e0\u4e4e\u6e05\u4e00\u8272\u6765\u81ea\u56fd\u5185\u9876\u5c16\u9ad8\u6821\u7684\u5e94\u5c4a\u6bd5\u4e1a\u751f\u548c\u5728\u8bfb\u535a\u58eb\u751f\u3002\u8fd9\u4e2a\u9009\u62e9\u5e76\u975e\u65e0\u610f\u4e3a\u4e4b\uff0c\u6881\u6587\u950b\u66fe\u516c\u5f00\u8868\u8fbe\u8fc7\u4ed6\u7684\u4eba\u624d\u54f2\u5b66\uff1a“\u7ecf\u9a8c\u5e76\u4e0d\u610f\u5473\u7740\u80fd\u529b\uff0c\u53cd\u800c\u53ef\u80fd\u9650\u5236\u521b\u65b0\u3002”<\/p>\n

\u4f46\u8fd9\u91cc\u6709\u4e00\u4e2a\u9690\u60a3\uff0c\u57282.0\u65f6\u4ee3\u7684\u67b6\u6784\u521b\u65b0\u9700\u6c42\u4e0b\uff0c\u67b6\u6784\u5c42\u9762\u7684\u771f\u6b63\u7a81\u7834\uff0c\u5f80\u5f80\u9700\u8981\u7684\u4e0d\u53ea\u662f\u806a\u660e\u7684\u5e74\u8f7b\u4eba\uff0c\u8fd8\u9700\u8981\u89c1\u8fc7\u4e0d\u540c\u8303\u5f0f\u7684\u4eba\u4e4b\u95f4\u7684\u77e5\u8bc6\u78b0\u649e\u3002<\/strong><\/p>\n

\u6768\u690d\u9e9f\u5728Google Brain\u89c1\u8fc7Transformer\u5982\u4f55\u4ece\u8bba\u6587\u53d8\u6210\u5de5\u4e1a\u7ea7\u7cfb\u7edf\uff1b\u667a\u8c31\u521b\u59cb\u4eba\u5510\u6770\u7684\u56e2\u961f\uff0c\u4e0d\u4ec5\u6709\u7740\u624e\u6839\u6e05\u534e\u7684\u5b66\u672f\u80cc\u666f\uff0c\u4e5f\u5e26\u9886KEG\u5b9e\u9a8c\u5ba4\u6df1\u8015\u4e86\u8fd1\u4e8c\u5341\u5e74\uff0c\u53d1\u8868\u4e86\u8d85\u8fc7500\u7bc7\u9876\u5c16\u8bba\u6587\u3002<\/p>\n

\u8fd9\u79cd“\u591a\u5c42\u4ee3\u9645\u3001\u591a\u79cd\u80cc\u666f”\u7684\u77e5\u8bc6\u5bc6\u5ea6\uff0c\u624d\u4f7f\u5f97\u67b6\u6784\u9769\u547d\u4e0e\u521b\u65b0\u6210\u4e3a\u4e86\u53ef\u80fd\u3002<\/p>\n

\u4ece\u552f\u7269\u4e3b\u4e49\u7684\u89d2\u5ea6\u4e0a\u8bf4\uff0c\u6280\u672f\u521b\u65b0\u7684\u5fc5\u8981\u6761\u4ef6\uff0c\u4e0d\u662f\u53ea\u662f\u5929\u624d\u7684“\u7075\u5149\u4e00\u95ea”\uff0c\u66f4\u9700\u8981\u770b\u77e5\u8bc6\u3001\u4eba\u624d\u7684\u5bc6\u5ea6\u3001\u591a\u6837\u6027\u662f\u5426\u8fbe\u5230\u4e86\u4e00\u5b9a\u7684\u9608\u503c\u548c\u4e30\u5ea6\u3002<\/p>\n

\u8bf4\u5230\u5e95\uff0cDS\u7684\u95ee\u9898\u4e0d\u662f“\u6280\u672f\u4e0d\u591f\u5f3a”\uff0c\u800c\u662f\u5b83\u4e0d\u80fd\u518d\u7528\u5927\u6a21\u578b1.0\u7684\u601d\u7ef4\u62532.0\u7684\u4ed7\u3002<\/p>\n

\u5f88\u591a\u4eba\u90fd\u559c\u6b22\u628a\u8bad\u7ec3\u5927\u6a21\u578b\u53eb\u505a“\u70bc\u4e39”\uff0c\u8fd9\u4e0d\u662f\u6bb5\u5b50\uff0c\u800c\u662f\u4e00\u79cd\u7cbe\u51c6\u7684\u9690\u55bb\u3002<\/p>\n

\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u672c\u8d28\uff0c\u5c31\u662f\u628a\u6d77\u91cf\u6570\u636e\uff08\u539f\u6599\uff09\u6295\u5165\u795e\u7ecf\u7f51\u7edc\uff08\u7089\u5b50\uff09\uff0c\u7ecf\u8fc7\u6f2b\u957f\u7684\u53c2\u6570\u8c03\u6574\uff08\u706b\u5019\uff09\uff0c\u6700\u7ec8\u671f\u5f85\u6d8c\u73b0\u51fa\u4e00\u79cd\u96be\u4ee5\u9884\u6d4b\u7684“\u667a\u80fd”\u3002\u4f60\u4e8b\u5148\u5e76\u4e0d\u5b8c\u5168\u77e5\u9053\u4ea7\u51fa\u4f1a\u662f\u4ec0\u4e48——\u8c03\u4e00\u4e0b\u5b66\u4e60\u7387\uff0c\u6539\u4e00\u4e0bBatch Size\uff0c\u6a21\u578b\u7684\u8868\u73b0\u5c31\u53ef\u80fd\u9661\u7136\u63d0\u5347\uff0c\u8fd9\u79cd\u9ad8\u5ea6\u4f9d\u8d56\u7ecf\u9a8c\u4e0e\u76f4\u89c9\u7684\u6478\u7d22\u8fc7\u7a0b\uff0c\u548c\u53e4\u4eba\u5728\u4e39\u7089\u524d\u7684\u53cd\u590d\u8bd5\u63a2\u5982\u51fa\u4e00\u8f99\u3002<\/p>\n

1.0\u65f6\u4ee3\u66f4\u8bb2\u7a76“\u70bc\u4e39\u5e08”\u7684\u4e2a\u4eba\u6d1e\u89c1\uff0c\u4e00\u4e2a\u5929\u624d\u578b\u7684\u521b\u59cb\u4eba\uff0c\u5e26\u7740\u4e00\u5c0f\u7fa4\u7cbe\u82f1\uff0c\u5728\u4e39\u7089\u524d\u53cd\u590d\u5b9e\u9a8c\uff0c\u76f4\u5230\u70bc\u51fa\u60ca\u4e16\u9a87\u4fd7\u7684\u6210\u679c\u3002\u8fd9\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\u662f\u6709\u6548\u7684\u3002<\/p>\n

\u4f462.0\u65f6\u4ee3\u9700\u8981\u7684\uff0c\u66f4\u53ef\u80fd\u662f“\u5236\u836f\u5382<\/a>”\u5f0f\u7684\u4f53\u7cfb\u5316\u521b\u65b0\u3002<\/p>\n

\u4ec0\u4e48\u53eb\u5236\u836f\u5382\uff1f\u5b83\u4e0d\u4f9d\u8d56\u4efb\u4f55\u4e00\u4e2a\u836f\u5242\u5e08\u7684\u7075\u611f\uff0c\u800c\u662f\u9760\u53ef\u590d\u5236\u7684\u7814\u53d1\u6d41\u7a0b\u3001\u53ef\u91cf\u5316\u7684\u8d28\u91cf\u6807\u51c6\u3001\u548c\u6301\u7eed\u4e0d\u65ad\u7684\u4e34\u5e8a\u53cd\u9988\u6765\u7a33\u5b9a\u5730\u4ea7<\/a>\u51fa\u65b0\u836f\u3002<\/strong><\/p>\n

\u5728\u5927\u6a21\u578b2.0\u65f6\u4ee3\uff0c\u6301\u7eed\u7684\u4f53\u7cfb\u5316\u521b\u65b0\u80fd\u529b\uff0c\u6bd4\u4efb\u4f55\u4e00\u6b21\u5355\u70b9\u6280\u672f\u7a81\u7834\u90fd\u91cd\u8981\u5f97\u591a\u3002\u8c01\u80fd\u628a“\u521b\u65b0”\u4ece\u4e2a\u4eba\u82f1\u96c4\u4e3b\u4e49\u53d8\u6210\u7ec4\u7ec7\u7ea7\u7684\u7a33\u5b9a\u4ea7\u51fa\uff0c\u8c01\u5c31\u80fd\u5728\u8fd9\u4e2a\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u65f6\u4ee3\u91cc\u638c\u63e1\u4e3b\u52a8\u6743\u3002<\/p>\n

\u4ee5Kimi\u4e3a\u4f8b\uff0c3\u670816\u65e5\uff0cKimi\u53d1\u5e03Attention Residuals\u8bba\u6587\uff0c\u88ab\u9a6c\u65af\u514b\u70b9\u8d5e\uff0c\u4e4b\u540eReddit\u4e0a\u5df2\u6709\u5f00\u53d1\u8005\u5728\u590d\u73b0\u3002\u8fd9\u80cc\u540e\u53cd\u6620\u7684\uff0c\u5b9e\u9645\u4e0a\u662f\u5176\u4e00\u79cd\u7cfb\u7edf\u5316\u3001\u56e2\u961f\u5316\u7684\u77e5\u8bc6\u79ef\u7d2f\u4f53\u7cfb\u3002<\/p>\n

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