{"id":8544,"date":"2026-09-28T21:01:05","date_gmt":"2026-09-28T13:01:05","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/09\/28\/6%e5%a4%a9%e7%83%a7%e5%85%892000%e5%a4%9a%e4%b8%87%ef%bc%8c%e6%8b%bf%e4%b8%8b%e5%bc%80%e6%ba%90%e7%ac%ac%e4%b8%80%ef%bc%81%e5%b0%8f%e7%b1%b3%e5%8f%b2%e6%97%a0%e5%89%8d%e4%be%8b%e3%80%8c%e7%82%bc\/"},"modified":"2026-09-28T21:01:05","modified_gmt":"2026-09-28T13:01:05","slug":"6%e5%a4%a9%e7%83%a7%e5%85%892000%e5%a4%9a%e4%b8%87%ef%bc%8c%e6%8b%bf%e4%b8%8b%e5%bc%80%e6%ba%90%e7%ac%ac%e4%b8%80%ef%bc%81%e5%b0%8f%e7%b1%b3%e5%8f%b2%e6%97%a0%e5%89%8d%e4%be%8b%e3%80%8c%e7%82%bc","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/09\/28\/6%e5%a4%a9%e7%83%a7%e5%85%892000%e5%a4%9a%e4%b8%87%ef%bc%8c%e6%8b%bf%e4%b8%8b%e5%bc%80%e6%ba%90%e7%ac%ac%e4%b8%80%ef%bc%81%e5%b0%8f%e7%b1%b3%e5%8f%b2%e6%97%a0%e5%89%8d%e4%be%8b%e3%80%8c%e7%82%bc\/","title":{"rendered":"6\u5929\u70e7\u51492000\u591a\u4e07\uff0c\u62ff\u4e0b\u5f00\u6e90\u7b2c\u4e00\uff01\u5c0f\u7c73\u53f2\u65e0\u524d\u4f8b\u300c\u70bc\u4e39\u76f4\u64ad\u300d\u6536\u5b98"},"content":{"rendered":"
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\"6\u5929\u70e7\u51492000\u591a\u4e07\uff0c\u62ff\u4e0b\u5f00\u6e90\u7b2c\u4e00\uff01\u5c0f\u7c73\u53f2\u65e0\u524d\u4f8b\u300c\u70bc\u4e39\u76f4\u64ad\u300d\u6536\u5b98\"\/<\/div><\/figure>\n
\"6\u5929\u70e7\u51492000\u591a\u4e07\uff0c\u62ff\u4e0b\u5f00\u6e90\u7b2c\u4e00\uff01\u5c0f\u7c73\u53f2\u65e0\u524d\u4f8b\u300c\u70bc\u4e39\u76f4\u64ad\u300d\u6536\u5b98\"\/<\/div><\/figure>\n
\"6\u5929\u70e7\u51492000\u591a\u4e07\uff0c\u62ff\u4e0b\u5f00\u6e90\u7b2c\u4e00\uff01\u5c0f\u7c73\u53f2\u65e0\u524d\u4f8b\u300c\u70bc\u4e39\u76f4\u64ad\u300d\u6536\u5b98\"\/<\/div><\/figure>\n

6\u5929\uff0c2000\u591a\u4e07\uff0c\u5c0f\u7c73\u8fd9\u573a\u53f2\u65e0\u524d\u4f8b\u7684\u300c\u70bc\u4e39\u76f4\u64ad\u300d\u7ec8\u4e8e\u5c18\u57c3\u843d\u5b9a\u3002<\/p>\n

\u8fc7\u53bb\u8fd9\u516d\u5929\uff0c\u5c0f\u7c73\u628a\u4e00\u573a\u5927\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u642c\u8fdb\u76f4\u64ad\u95f4\uff0c\u773c\u770b\u7740\u7f8e\u5143\u8ba1\u4ef7\u5668\u4e00\u8def\u72c2\u8df3\u3002<\/p>\n

\u5982\u4eca\uff0cMiMo-V2.6\u7684Pro\u548cFlash\u53cc\u53cc\u8dd1\u5b8c30\u4e2a\u8bad\u7ec3Step\uff0c\u6700\u7ec8\u8d26\u5355\u5b9a\u683c\u5728350\u4e07\u7f8e\u5143\uff08\u7ea6\u5408\u4eba\u6c11\u5e012344\u4e07\u5143\uff09\u3002<\/p>\n

\u94b1\u70e7\u5b8c\u4e86\uff0c\u6a21\u578b\u4e5f\u51b2\u4e0a\u53bb\u4e86\u3002<\/p>\n

MiMo-V2.6-Pro\uff0c1.02\u4e07\u4ebf\u53c2\u6570\uff0c420\u4ebf\u6fc0\u6d3b\uff0c\u5728Artificial Analysis Intelligence Index\u4e0a\u62ff\u523046\u5206\uff0c\u4f4d\u5217\u5f00\u6e90\u7b2c\u4e00\u3002<\/p>\n

Hugging Face CEO\u4e5f\u79f0\u8d5e\u8bf4\uff0c\u300c\u592a\u68d2\u4e86\u300d\u3002<\/p>\n

\u5e76\u4e14\u5728\u591a\u6570Agent\u8bc4\u6d4b\u4e2d\uff0cPro\u7684\u6210\u7ee9\u5df2\u7ecf\u903c\u8fd1Claude Opus 5\u548cGPT-5.6 Sol\u3002<\/p>\n

\u7f57\u798f\u8389\u5c06\u5176\u79f0\u4e3a\u300c\u8fc4\u4eca\u4e3a\u6b62\u4efb\u4f55\u5f00\u6e90\u6a21\u578b\u56e2\u961f\u6240\u8fdb\u884c\u7684\u89c4\u6a21\u6700\u5927\u7684\u5355\u6b21\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e4b\u4e00\u300d\u3002<\/p>\n

\u8fd8\u6ca1\u5b8c\uff0c\u66f4\u731b\u7684\u8fd8\u5728\u540e\u9762\uff0c\u8fd9\u4f4d\u66fe\u53c2\u4e0eDeepSeek-R1\u7814\u53d1\u7684\u5c0f\u7c73MiMo\u8d1f\u8d23\u4eba\u76f4\u8a00\uff1a<\/p>\n

\u5728\u6211\u770b\u6765\uff0c\u5b83\u80cc\u540e\u7684\u7814\u7a76\u521b\u65b0\u548c\u5de5\u7a0b\u6311\u6218\uff0c\u8d85\u8fc7\u4e86\u6211\u66fe\u53c2\u4e0e\u5176\u4e2d\u7684DeepSeek-R1\u3002<\/p>\n

\u8fd9\u8bdd\u5206\u91cf\u6709\u591a\u91cd\uff1f\u770b\u5b8cMiMo-V2.6\u7684\u8bad\u7ec3\u7ec6\u8282\u5c31\u77e5\u9053\u4e86\u3002<\/p>\n

2000\u591a\u4e07\u70e7\u5b8c\uff0c\u5f00\u6e90\u6a21\u578b\u51b2\u8fdb\u95ed\u6e90\u524d\u6cbf<\/p>\n

\u804a\u6280\u672f\u4e4b\u524d\uff0c\u5148\u5e26\u5927\u5bb6\u5feb\u901f\u8fc7\u4e00\u4e0b\u8fd9\u6b21\u76f4\u64ad\u7684\u300c\u6536\u5b98\u6218\u62a5\u300d\u3002<\/p>\n

MiMo-V2.6-Pro\u8dd1\u5b8c30\u4e2aStep\uff0c\u7528\u65f65\u59293\u5c0f\u65f6\uff0c\u82b1\u6389\u7ea6260\u4e07\u7f8e\u5143\uff1b<\/p>\n

Flash\u540c\u6837\u8dd1\u5b8c30\u4e2aStep\uff0c\u7528\u65f63\u592910\u5c0f\u65f6\uff0c\u82b1\u6389\u7ea690\u4e07\u7f8e\u5143\u3002<\/p>\n

\u6bcf\u4e2aStep\u5305\u542b1568\u4e2aPrompt\uff0c\u6bcf\u9053\u9898\u8ba9\u6a21\u578b\u5c1d\u8bd516\u6761\u4e0d\u540c\u8def\u7ebf\uff0c\u4e00\u8f6e\u5c31\u4f1a\u4ea7\u751f\u8d85\u8fc72.5\u4e07\u6761Rollout\u3002<\/p>\n

\u6309\u6280\u672f\u62a5\u544a\u5355\u6b652.7B~3.7B training tokens\u8ba1\u7b97\uff0cPro\u5168\u7a0b\u7d2f\u8ba1\u5904\u7406\u7ea681B~111B Tokens\uff0c\u76f8\u5f53\u4e8e\u585e\u6ee1\u8d85\u8fc78\u4e07\u4e2a\u767e\u4e07Token\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n

\u8fd9\u4e48\u591aToken\u548c\u771f\u91d1\u767d\u94f6\u7838\u4e0b\u53bb\uff0c\u6548\u679c\u4e5f\u76f8\u5f53\u76f4\u63a5\u3002<\/p>\n

30\u4e2aStep\u7ed3\u675f\u540e\uff0cFlash\u7684\u5e73\u5747\u901a\u8fc7\u7387\u76f8\u5bf9\u63d0\u534725%\uff0cPro\u76f8\u5bf9\u63d0\u534712%\u3002<\/p>\n

\u6574\u4f53\u4e0a\u6da8\u4e4b\u5916\uff0c\u66f4\u6709\u8bf4\u670d\u529b\u7684\u53d8\u5316\u51fa\u73b0\u5728DeepSWE v1.1\u8fd9\u9879\u6837\u672c\u5916\u6d4b\u8bd5\u4e0a\u3002<\/p>\n

Pro\u4ece58.4\u5206\u6da8\u523072.57\u5206\uff0c\u63d0\u5347\u7ea614\u5206\uff1b<\/p>\n

Flash\u4ece48.7\u5206\u6da8\u523065.68\u5206\uff0c\u63d0\u5347\u7ea617\u5206\u3002<\/p>\n

DeepSWE v1.1\u4e13\u95e8\u8003\u5bdfCoding Agent\u80fd\u4e0d\u80fd\u5728\u771f\u5b9e\u5f00\u6e90\u4ee3\u7801\u5e93\u4e2d\u6301\u7eed\u5de5\u4f5c\uff0cOpenAI\u548cAnthropic\u4e5f\u5df2\u5c06\u5176\u5217\u4e3a\u524d\u6cbf\u6a21\u578b\u53d1\u5e03\u65f6\u7684\u91cd\u70b9\u8bc4\u6d4b\u9879\u3002<\/p>\n

MiMo-V2.6\u7684\u8868\u73b0\u4fa7\u9762\u8bf4\u660e\uff0c\u8fd9\u8f6eRL\u4e0d\u662f\u5728\u8bad\u7ec3\u96c6\u4e0a\u539f\u5730\u5237\u5206\uff0c\u53ea\u8dd130\u4e2aStep\uff0c\u6a21\u578b\u4e0d\u4ec5\u6301\u7eed\u53d8\u5f3a\uff0c\u8fd8\u628a\u80fd\u529b\u8fc1\u79fb\u5230\u4e86\u6ca1\u89c1\u8fc7\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e0a\uff0c\u6837\u672c\u6548\u7387\u548c\u6837\u672c\u5916\u6cdb\u5316\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7ecf\u4f4f\u4e86\u68c0\u9a8c\u3002<\/p>\n

\u5c24\u5176\u662fFlash\uff0c30\u4e2aStep\u8dd1\u5b8c\u82b1\u8d39\u4ec5\u4e3aPro\u7684\u7ea6\u4e09\u5206\u4e4b\u4e00\uff0c\u76f8\u5bf9\u63d0\u5347\u53cd\u800c\u66f4\u5927\uff0c\u582a\u79f0\u8fd9\u6b21\u8bad\u7ec3\u7684\u300c\u6027\u4ef7\u6bd4\u9009\u624b\u300d\u3002<\/p>\n

\u81f3\u4e8ePro\uff0c\u8d1f\u8d23\u7684\u5219\u662f\u51b2\u51fb\u80fd\u529b\u4e0a\u9650\u3002<\/p>\n

\u5728Artificial Analysis Intelligence Index\u4e2d\uff0cMiMo-V2.6-Pro\u62ff\u523046\u5206\uff0c\u6210\u529f\u767b\u4e0a\u5168\u7403\u5f00\u6e90\u738b\u5ea7\u3002<\/p>\n

\u90e8\u5206Agent\u8bc4\u6d4b\u4e2d\uff0c\u5b83\u4e5f\u5df2\u7ecf\u548c\u5934\u90e8\u95ed\u6e90\u6a21\u578b\u6253\u5f97\u6709\u6765\u6709\u56de\u3002<\/p>\n

\u4f8b\u5982AutomationBench\u4e0a\uff0cPro\u62ff\u523053.1\u5206\uff0c\u8d85\u8fc7Claude Opus 5\u768450.3\u5206\u548cGPT-5.6 Sol\u768445.8\u5206\u3002<\/p>\n

\u518d\u7ed3\u5408\u5176\u4ed6\u8bc4\u6d4b\u6765\u770b\uff0cMiMo-V2.6-Pro\u5728\u5168\u7403\u6a21\u578b\u5e02\u573a\u4e2d\u7684\u4f4d\u7f6e\u5df2\u7ecf\u76f8\u5f53\u6e05\u6670\uff1a<\/p>\n

\u51b2\u8fdb\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00\u68af\u961f\uff0c\u5e76\u5728\u90e8\u5206Agent\u4efb\u52a1\u4e0a\u6478\u5230\u4e86\u95ed\u6e90\u524d\u6cbf\u3002<\/p>\n

\u800c\u4e14\u80fd\u529b\u51b2\u4e0a\u53bb\u4e4b\u540e\uff0c\u4ef7\u683c\u5e76\u6ca1\u6709\u8ddf\u7740\u6da8\u3002<\/p>\n

MiMo-V2.6\u7ee7\u7eed\u6cbf\u7528V2.5\u7684API\u5b9a\u4ef7\uff0cPro\u8f93\u5165\/\u8f93\u51fa\u6bcf\u767e\u4e07Token\u7ea63\u5143\/6\u5143\uff0cFlash\u7ea61\u5143\/2\u5143\u3002<\/p>\n

\u6a2a\u5411\u4e00\u6bd4\u66f4\u5938\u5f20\uff0c\u5728\u540c\u7b49\u667a\u80fd\u6c34\u5e73\u4e0b\uff0cPro\u5b8c\u6210\u4efb\u52a1\u7684\u6210\u672c\u4ec5\u4e3a\u56fd\u9645\u524d\u6cbf\u6a21\u578b\u76841\/20\u81f31\/60\u3002<\/p>\n

\u6309\u7167Artificial Analysis\u7684\u6d4b\u7b97\uff0cMiMo-V2.6-Pro\u5b8c\u6210\u4e00\u9879Intelligence Index\u4efb\u52a1\uff0c\u5e73\u5747\u6210\u672c\u53ea\u67090.13\u7f8e\u5143\uff08\u7ea6\u5408\u4eba\u6c11\u5e010.9\u5143\uff09\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u5c0f\u7c73\u7b2c\u4e00\u6b21\u628a45\u5206\u4ee5\u4e0a\u524d\u6cbf\u6a21\u578b\u7684\u5355\u4efb\u52a1\u6210\u672c\uff0c\u6253\u8fdb\u4e860.1\u7f8e\u5143\u91cf\u7ea7\uff08\u7ea6\u5408\u4eba\u6c11\u5e010.67\u5143\uff09\u3002<\/p>\n

\u5de7\u7684\u662f\uff0c\u540c\u65e5\u53d1\u5e03\u7684\u95ed\u6e90\u6a21\u578bGrok 4.7\uff0c\u5728\u8fd9\u9879\u6307\u6570\u4e0a\u540c\u6837\u62ff\u523046\u5206\uff0c\u4f46\u636eArtificial Analysis\u5b9e\u6d4b\uff0c\u5176xHigh\u7248\u672c\u5b8c\u6210\u4e00\u9879\u4efb\u52a1\u5e73\u5747\u9700\u89813.74\u7f8e\u5143\uff0c\u7ea6\u4e3aMiMo-V2.6-Pro\u768429\u500d\u3002<\/p>\n

\u540c\u6b65\u4e0a\u7ebf\u7684MiMo-V2.6-UltraSpeed\u6a21\u5f0f\uff0c\u6700\u9ad8\u901f\u5ea6\u8fd8\u80fd\u8fbe\u5230\u7ea6900 TPS\u3002<\/p>\n

\u6210\u7ee9\u5355\u6652\u5b8c\uff0c\u5c0f\u7c73\u7d27\u63a5\u7740\u53c8\u628a\u5f00\u6e90\u6e05\u5355\u644a\u5f00\u4e86\uff0c\u4e00\u770b\u9635\u4ed7\u8fd8\u771f\u4e0d\u5c0f\u3002<\/p>\n

Pro\u548cFlash\u6a21\u578b\u6743\u91cd\u3001\u5b8c\u6574\u6280\u672f\u62a5\u544a\u30017000\u591a\u4e2aRL\u4efb\u52a1\u73af\u5883\u3001\u7aef\u5230\u7aefRL\u8bad\u7ec3\u6846\u67b6\uff0c\u4ee5\u53ca\u53ef\u4ee5\u81ea\u7531\u7ec4\u5408\u7684mini-harnesses\uff0c\u5168\u90e8\u5f00\u653e\u3002<\/p>\n

\u6b64\u5916\u8fd8\u6709\u4e00\u4e2aMiMo-V2.6-Distill-Qwen-9B\uff0c\u8fd9\u662f\u4e00\u4e2a\u4ee5Qwen3.5-9B\u4e3a\u5e95\u5ea7\uff0c\u4f7f\u7528MiMo\u751f\u6210\u768477.4B Token\u6570\u636e\u5b8c\u6210\u76d1\u7763\u5fae\u8c03\u7684\u6a21\u578b\u3002<\/p>\n

\u5c0f\u7c73\u5f00\u653e\u7684\u662fSFT\u7248\u672c\uff0c\u4e3b\u8981\u4e5f\u662f\u60f3\u7ed9\u793e\u533a\u63d0\u4f9b\u4e00\u4e2a\u66f4\u5f3a\u7684Agent RL\u8d77\u70b9\u3002<\/p>\n

\u603b\u4e4b\u8fd9\u4e00\u6ce2\uff0c\u6a21\u578b\u3001\u8bad\u7ec3\u573a\u3001\u88c1\u5224\u548c\u8bad\u7ec3\u6d41\u6c34\u7ebf\uff0c\u5c0f\u7c73\u57fa\u672c\u90fd\u7ed9\u914d\u9f50\u4e86\u3002<\/p>\n

\u4e5f\u96be\u602a\u5c0f\u7c73\u4e00\u5f00\u6e90\uff0c\u6574\u4e2aAI\u5708\u77ac\u95f4\u6cb8\u817e\u3002<\/p>\n

\u7f57\u798f\u8389\u672c\u4eba\u7684\u63a8\u6587\u5728\u77ed\u77ed\u51e0\u5c0f\u65f6\u5185\u83b7\u5f97\u51e0\u5341\u4e07\u6d4f\u89c8\uff0c\u4e0d\u5c11\u5927V\u4e5f\u706b\u901f\u4e0b\u573a\u8f6c\u53d1\u8bc4\u8bba\u3002<\/p>\n

Ai2\u540e\u8bad\u7ec3\u8d1f\u8d23\u4ebaNathan Lambert\u76f4\u63a5\u8868\u793a\uff1a<\/p>\n

\u771f\u6b63\u61c2\u5f00\u6e90\u6a21\u578b\u7684\u4eba\uff0c\u65e9\u5c31\u77e5\u9053\u5c0f\u7c73\u5728\u7528MiMo\u618b\u5927\u62db\u3002<\/p>\n

\u4ed6\u5c24\u5176\u70b9\u8d5e\u4e86\u300c\u6700\u9ad8\u5206\u5f00\u6e90\u6a21\u578b\uff0b\u516c\u5f00RL\u4eea\u8868\u76d8\u300d\u8fd9\u4e2a\u7ec4\u5408\uff0c\u76f4\u547c\u5f88\u6709\u8303\u513f\u3002<\/p>\n

Hugging Face\u524d\u7814\u7a76\u5458Elie Bakouch\u5173\u6ce8\u7684\u5219\u662f\u5f00\u6e90\u901f\u5ea6\uff1a<\/p>\n

\u6700\u5938\u5f20\u7684\u662f\uff0c\u4ed6\u4eec\u5728\u6700\u7ec8RL\u8bad\u7ec3\u542f\u52a8\u4e0d\u5230\u4e00\u5468\u540e\uff0c\u5c31\u4ea4\u51fa\u4e86\u6a21\u578b\u3001\u6280\u672f\u62a5\u544a\u30017000\u591a\u4e2aRL\u73af\u5883\u548c\u5b8c\u6574\u8bad\u7ec3\u6846\u67b6\u3002<\/p>\n

AI\u7814\u7a76\u8005Himanshu Raj\u7684\u8bc4\u4ef7\u66f4\u76f4\u63a5\uff1a<\/p>\n

\u5f00\u6e90\u6a21\u578b\u4e0e\u95ed\u6e90\u524d\u6cbf\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u53c8\u88ab\u5927\u5e45\u7f29\u5c0f\u4e86\uff0c\u800c\u4e14\u8fd9\u4e00\u6b21\u51fa\u624b\u7684\u8fd8\u4e0d\u662f\u5927\u5bb6\u719f\u6089\u7684\u4e2d\u56fd\u73a9\u5bb6\u3002<\/p>\n

\u4e00\u7247\u6b22\u547c\u4e4b\u5916\uff0c\u6709\u4eba\u8feb\u4e0d\u53ca\u5f85\u628a\u89c6\u7ebf\u8fdb\u4e00\u6b65\u6295\u5411\u4e86\u300c\u6a21\u578b\u771f\u6b63\u80fd\u505a\u4ec0\u4e48\u300d\u3002<\/p>\n

\u8d85\u8d8aVibe Coding\uff0cMiMo\u76f4\u63a5Vibe World<\/p>\n

\u6a21\u578b\u521a\u8bad\u5b8c\uff0c\u5c0f\u7c73\u5185\u90e8\u5c31\u628aMiMo-V2.6-Pro\u6254\u8fdb\u4e86\u4e00\u4e2a\u6781\u5176\u5201\u94bb\u7684\u79d1\u7814\u573a\u666f\uff0c\u8ba9\u5b83\u8bbe\u8ba1\u65b0\u578bMOF\u6750\u6599\u3002<\/p>\n

\u6b64\u524d\uff0cMiMo-V2.6-Pro\u6ca1\u6709\u4e3a\u79d1\u7814\u573a\u666f\u505a\u8fc7\u4e00\u5929\u7684\u4e13\u9879\u8bad\u7ec3\u3002<\/p>\n

MOF\uff0c\u91d1\u5c5e\u6709\u673a\u6846\u67b6\uff0c2025\u5e74\u8bfa\u8d1d\u5c14\u5316\u5b66\u5956\u521a\u9881\u7ed9\u4e86\u8fd9\u4e2a\u9886\u57df\u3002\u901a\u4fd7\u70b9\u8bf4\u5c31\u662f\u5728\u5206\u5b50\u5c3a\u5ea6\u4e0a\u642d\u5efa\u4e00\u79cd\u300c\u591a\u5b54\u7b3c\u5b50\u300d\uff0c\u53ef\u4ee5\u7cbe\u786e\u5730\u6293\u4f4f\u7279\u5b9a\u7684\u5206\u5b50\u3002<\/p>\n

\u5c0f\u7c73\u524d\u6cbf\u6750\u6599\u56e2\u961f\u7528\u5b83\u6765\u5bf9\u4ed8PFAS\uff0c\u8fd9\u662f\u4e00\u7c7b\u5168\u6c1f\u53d6\u4ee3\u7684\u6709\u673a\u7269\uff0cPFAS\u8fdb\u4e86\u6c34\u548c\u571f\u58e4\u4e4b\u540e\u51e0\u4e4e\u4e0d\u964d\u89e3\uff0c\u88ab\u79f0\u4e3a\u300c\u6c38\u4e45\u6027\u6c61\u67d3\u7269\u300d\u3002<\/p>\n

\u25b3PFOA\uff08\u5168\u6c1f\u8f9b\u9178\uff0c\u4e00\u79cd\u5178\u578b\u7684PFAS\u7c7b\u7269\u8d28\uff09\u7ed3\u6784\u793a\u610f\u56fe<\/p>\n

\u62ffMOF\u53bb\u6293PFAS\uff0c\u662f\u6750\u6599\u79d1\u5b66\u9886\u57df\u4e00\u4e2a\u516c\u8ba4\u7684\u524d\u6cbf\u96be\u9898\u3002<\/p>\n

MiMo-V2.6-Pro\u63a5\u5230\u8fd9\u4e2a\u8bfe\u9898\u4e4b\u540e\uff0c\u5148\u68c0\u7d22\u68b3\u7406\u4e86\u76f8\u5173\u6587\u732e\u548c\u4e13\u5229\uff0c\u63d0\u51fa\u8bbe\u8ba1\u5047\u8bbe\uff0c\u7136\u540e\u81ea\u5df1\u6838\u67e5\u65b9\u6848\u7684\u65b0\u9896\u6027\u3002<\/p>\n

\u300c\u5927\u80c6\u731c\u60f3\u300d\u4e4b\u540e\uff0cMiMo\u4fbf\u5f00\u59cb\u300c\u5c0f\u5fc3\u6c42\u8bc1\u300d\uff0c\u5b83\u81ea\u52a8\u642d\u5efa\u597d\u4e86\u6a21\u62df\u73af\u5883\uff0c\u5e76\u8c03\u7528\u5f00\u6e90\u8ba1\u7b97\u5de5\u5177\uff0c\u8ba1\u7b97\u5b83\u8bbe\u8ba1\u51fa\u6765\u7684MOF\u8ddfPFAS\u4e4b\u95f4\u7684\u7ed3\u5408\u5f3a\u5ea6\u3002<\/p>\n

\u5b83\u7684\u601d\u8def\u662f\uff0c\u5728MOF\u5185\u58c1\u5f15\u5165\u5e26\u6b63\u7535\u7684\u57fa\u56e2\u6765\u5438\u5f15PFAS\u5e26\u8d1f\u7535\u7684\u300c\u5934\u90e8\u300d\uff0c\u540c\u65f6\u5ac1\u63a5\u66f4\u5927\u3001\u66f4\u6241\u5e73\u7684\u82b3\u9999\u57fa\u56e2\u6765\u5bb9\u7eb3PFAS\u7684\u542b\u6c1f\u300c\u5c3e\u5df4\u300d\u3002<\/p>\n

\u6700\u7ec8\uff0c\u6a21\u578b\u8dd1\u51fa\u4e86\u4e24\u4e2a\u5019\u9009\u7ed3\u6784\uff0cA50\u7528\u7684\u662f\u8298\u57fa\u8fde\u63a5\u4ef6\uff0cB50\u7528\u7684\u662f\u4e09\u6c1f\u7532\u57fa\u8054\u82ef\u8fde\u63a5\u4ef6\uff0c\u90fd\u662fUiO-67\u578b\u9506\u57fa\u6846\u67b6\u3002<\/p>\n

\u6a21\u62df\u7ed3\u679c\u663e\u793a\uff0cA50\u548cB50\u5bf9PFAS\u7684\u5438\u9644\u6027\u80fd\u662f\u5bf9\u7167\u6750\u6599C50\uff08\u8054\u82ef\u8fde\u63a5\u4ef6\uff09\u7684\u4e00\u767e\u4e07\u5230\u4e00\u5343\u4e07\u500d\u3002<\/p>\n

\u5bf9\u6b64\uff0c\u5317\u4eac\u5927\u5b66\u6750\u6599\u79d1\u5b66\u4e0e\u5de5\u7a0b\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u7aa6\u91d1\u864e\u6559\u6388\u8bc4\u4ef7\u8bf4\uff0cMiMo-V2.6-Pro\u5728\u8fd9\u4e2a\u9879\u76ee\u4e0a\u7684\u8868\u73b0\uff0c\u76f8\u5f53\u4e8e\u4e00\u4e2a\u8bad\u7ec3\u6709\u7d20\u7684\u535a\u58eb\u7814\u7a76\u5458\u3002<\/p>\n

\u5c0f\u7c73\u65b9\u9762\u62ab\u9732\uff0c\u8be5\u7cfb\u5217\u5df2\u5e94\u7528\u4e8e\u516c\u53f8\u5185\u90e8\u65b0\u6750\u6599\u7814\u53d1\u5de5\u4f5c\uff0c\u6574\u4e2a\u7814\u53d1\u5468\u671f\u4ece\u4e00\u4e2a\u6708\u538b\u7f29\u5230\u4e862\u52303\u5929\uff0c\u6548\u7387\u63d0\u5347\u5341\u500d\u3002<\/p>\n

\u79d1\u7814\u53ea\u662f\u4e00\u4e2a\u5207\u9762\u3002<\/p>\n

MiMo-V2.6\u8fd9\u4e00\u4ee3\u7684\u80fd\u529b\uff0c\u5df2\u7ecf\u4ece\u300cVibe Coding\u300d\u6269\u5c55\u5230\u4e86\u300cVibe World\u300d\u3002<\/p>\n

MiMo\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u4ece\u5199\u4ee3\u7801\u5ef6\u4f38\u5230\u4e86\u66f4\u591a\u573a\u666f\uff0c\u4f8b\u5982Blender 3D\u5efa\u6a21\u3001\u89c6\u9891\u521b\u4f5c\u3001\u97f3\u4e50\u751f\u6210\uff0c\u6d89\u53ca\u5404\u79cd\u4e0d\u540c\u7684\u6a21\u6001\u3002<\/p>\n

\u8fd9\u4e5f\u4f7f\u5f97MiMo\u6210\u4e3a\u4e86\u5f00\u6e90Pro\u7ea7\u6a21\u578b\u5f53\u4e2d\u9c9c\u6709\u7684\u652f\u6301\u5168\u6a21\u6001\u7684\u6a21\u578b\u3002<\/p>\n

\u4e3a\u4e86\u5168\u9762\u5c55\u793a\u8fd9\u4e9b\u80fd\u529b\uff0c\u5c0f\u7c73\u56e2\u961f\u7528MiMo\u642d\u5efa\u4e86\u4e00\u4e2aMiMo\u5c55\u89c8\u9986\uff0c\u91cc\u9762\u7684\u56fe\u50cf\u3001\u89c6\u9891\u3001\u58f0\u97f3\u30013D\u6a21\u578b\u7b49\u5404\u79cd\u5143\u7d20\uff0c\u5168\u90fd\u662f\u7528MiMo\u751f\u6210\u7684\u3002<\/p>\n

\u8fdb\u5165\u8fd9\u5ea7\u5c55\u89c8\u9986\uff0c\u6620\u5165\u773c\u5e18\u7684\u662f\u4e00\u67b6\u94a2\u7434\uff0c\u70b9\u51fb\u4e4b\u540e\uff0c\u94a2\u7434\u5c31\u4f1a\u5f00\u59cb\u81ea\u52a8\u6f14\u594f\uff0c\u6f14\u594f\u7684\u97f3\u4e50\u4e5f\u662f\u7531MiMo\u521b\u4f5c\uff0c\u5e76\u4e14\u7434\u952e\u4e5f\u4f1a\u5339\u914d\u58f0\u97f3\u8282\u594f\u8fdb\u884c\u8fd0\u52a8\u3002<\/p>\n

\u4ece\u94a2\u7434\u65c1\u8d77\u8eab\uff0c\u5c31\u6765\u5230\u4e86\u5de6\u624b\u8fb9\u7684\u5367\u5ba4\uff0c\u5367\u5ba4\u91cc\u6709\u4e00\u53f0\u7535\u8111\uff0c\u8fd9\u53f0\u7535\u8111\u662f\u53ef\u4ee5\u73a9\u7684\u3002<\/p>\n

\u5b83\u4f1a\u4e0d\u65ad\u5730\u63d0\u793a\u4f60\u5bc6\u7801\uff0c\u89e3\u9501\u4e4b\u540e\u4fbf\u6709\u6e38\u620f\u3001PPT\u3001\u7ec8\u7aefCLI\u3001\u89c6\u9891\u7b49\u591a\u4e2a\u6a21\u5757\u3002<\/p>\n

\u6700\u6709\u610f\u601d\u7684\u662f\u6d4f\u89c8\u5668\uff0c\u70b9\u5f00\u4e4b\u540e\u5b83\u4f1a\u81ea\u52a8\u8fdb\u5165\u8fd9\u4e2a\u753b\u5eca\u7684\u9875\u9762\uff0c\u5f62\u6210\u4e86\u5957\u5a03\u3002<\/p>\n

\u5728\u5957\u5a03\u9875\u9762\u91cc\u53ef\u4ee5\u518d\u6b21\u8fdb\u5165\u8fd9\u4e2a\u300c\u7535\u8111\u300d\uff0c\u8fd9\u65f6\u518d\u70b9\u51fb\u6d4f\u89c8\u5668\uff0c\u5c31\u4f1a\u53d1\u73b0MiMo\u56e2\u961f\u7559\u4e0b\u7684\u5f69\u86cb\u3002<\/p>\n

\u8d70\u51fa\u5367\u5ba4\uff0c\u5c31\u80fd\u770b\u5230\u5899\u4e0a\u6302\u7684\u753b\uff0c\u8fd9\u662fMiMo\u5728\u6a21\u4eff\u68b5\u9ad8\u7684\u300a\u7f57\u7eb3\u6cb3\u4e0a\u7684\u661f\u591c\u300b\uff0c\u753b\u5bf9\u9762\u7684\u623f\u95f4\u91cc\uff0c\u85cf\u4e86\u4e00\u5ea7\u57ce\u5821\u3002<\/p>\n

\u6574\u4e2a\u73af\u5883\u76843D\u5efa\u6a21\u548c\u52a8\u753b\uff0c\u4e5f\u90fd\u7531MiMo\u5b8c\u6210\uff0c\u6c34\u9762\u6ce2\u5149\u7cbc\u7cbc\u5730\u53cd\u5c04\u7740\u57ce\u5821\u548c\u6469\u5929\u8f6e\u7684\u5012\u5f71\uff0c\u5929\u7a7a\u4e2d\u8fd8\u6709\u70df\u82b1\u4e0d\u65ad\u7efd\u653e\u3002<\/p>\n

\u4ee3\u7801\u3001\u56fe\u50cf\u3001\u89c6\u9891\u30013D\u3001\u97f3\u4e50\uff0c\u8fd9\u4e9b\u8fc7\u53bb\u9700\u8981\u5206\u522b\u627e\u4e0d\u540c\u5de5\u5177\u7684\u4e8b\uff0cMiMo-V2.6\u4e00\u4e2a\u6a21\u578b\u5c31\u80fd\u7406\u89e3\u548c\u751f\u6210\u3002<\/p>\n

\u751a\u81f3\u5728\u5177\u8eab\u4eff\u771f\u73af\u5883\u91cc\uff0cMiMo\u8fd8\u80fd\u901a\u8fc7\u89c6\u89c9\u53cd\u9988\u95ed\u73af\u63a7\u5236Franka Panda\u673a\u68b0\u81c2\uff0c\u505a\u7269\u4f53\u6293\u53d6\u548c\u989c\u8272\u5206\u62e3\u3002<\/p>\n

\u80fd\u529b\u6da8\u4e86\u3001\u4ef7\u683c\u4e0d\u53d8\u3001\u901f\u5ea6\u8fd8\u66f4\u5feb\u4e86\uff0cMiMo-V2.6-Pro\u7ad9\u5728\u4e86\u300c\u667a\u80fd-\u6210\u672c\u300d\u7684\u5e15\u7d2f\u6258\u524d\u6cbf\u4e0a\uff0c\u6253\u7834\u4e86\u300c\u667a\u80fd\u3001\u6210\u672c\u3001\u901f\u5ea6\u300d\u8fd9\u7ec4\u4e0d\u53ef\u80fd\u4e09\u89d2\u3002<\/p>\n

\u9664\u4e86\u6a21\u578b\u672c\u4f53\uff0c\u914d\u5408\u6a21\u578b\u4e00\u8d77\u4e0a\u7ebf\u7684\u8fd8\u6709MiMo Desktop\u684c\u9762\u5ba2\u6237\u7aef\uff0c\u652f\u6301\u591a\u4e2aAgent\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n

\u6211\u4eec\u8bd5\u7740\u7528MiMo Desktop\u5236\u4f5c\u4e86\u4e00\u4e2a\u300c3D\u4e2d\u5f0f\u5b87\u5b99\u300d\uff0c\u5448\u73b0\u51fa\u4e2d\u5f0f\u5143\u7d20\u6784\u6210\u7684\u865a\u62df\u4e16\u754c\u3002<\/p>\n

MiMo\u5148\u662f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u6574\u4f53\u601d\u8def\uff0c\u7136\u540e\u628a\u4e0d\u540c\u7c7b\u578b\u7ec4\u4ef6\u7684\u6784\u9020\u4efb\u52a1\u5206\u6d3e\u7ed9\u591a\u4e2a\u5b50Agent\u53bb\u5b8c\u6210\u3002<\/p>\n

\u8fd9\u4e9b\u7ec4\u4ef6\u4e4b\u95f4\u76f8\u5bf9\u72ec\u7acb\uff0c\u56e0\u6b64\u80fd\u591f\u5e76\u884c\u8fd0\u884c\uff0c\u76f8\u6bd4\u4e32\u884c\u7701\u4e0b\u4e86\u5927\u91cf\u65f6\u95f4\u3002<\/p>\n

\u540c\u65f6\u4e3bAgent\u4e5f\u6ca1\u95f2\u7740\uff0c\u6b63\u5728\u540c\u6b65\u6784\u5efa\u6838\u5fc3\u5f15\u64ce\u548c\u9875\u9762\u7ed3\u6784\u3002<\/p>\n

\u6700\u7ec8\uff0c\u5b83\u4eec\u5404\u81ea\u7684\u6210\u679c\u518d\u7531\u4e3bAgent\u7edf\u7b79\u6574\u7f16\uff0c\u4ea4\u4ed8\u51fa\u4e86\u8fd9\u6837\u7684\u4f5c\u54c1\uff1a<\/p>\n

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\u6280\u672f\u5c42\u9762\uff0cMiMo\u4e5f\u80fd\u591f\u8bc6\u522b\u591a\u89c6\u89d2\u67e5\u770b\u3001\u7b2c\u4e00\u89c6\u89d2\u6f2b\u6e38\u3001\u5149\u6548\u8fd0\u52a8\u903b\u8f91\u8fd9\u7c7b\u4ea4\u4e92\u7c7b\u8981\u6c42\u3002<\/p>\n

\u603b\u4e4b\uff0c\u9762\u5bf9\u8fd9\u4efd\u8981\u7d20\u7e41\u6742\u7684\u9700\u6c42\uff0cMiMo\u6210\u529f\u6e32\u67d3\u4e86\u5b8f\u5927\u68a6\u5e7b\u7684\u4e1c\u65b9\u4ed9\u5883\uff0c\u8fd8\u539f\u51fa\u4e86\u58ee\u4e3d\u78c5\u7934\u7684\u4f53\u7d20\u53e4\u4ee3\u4e2d\u56fd\u3002<\/p>\n

\u4ece\u8bbe\u8ba1\u65b0\u6750\u6599\u5230\u751f\u6210\u865a\u62df\u4e16\u754c\uff0c\u4ece3D\u5efa\u6a21\u5230\u63a7\u5236\u673a\u68b0\u81c2\u2026\u2026MiMo-V2.6\u5c55\u793a\u4e86\u4e00\u4e2a\u6a21\u578b\u5728\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u81ea\u5982\u5207\u6362\u7684\u901a\u7528\u6027\u3002<\/p>\n

\u76f4\u64ad\u9875\u9762\u6ca1\u8bb2\u7684RL Scaling\u5185\u5e55<\/p>\n

Demo\u770b\u4e0a\u53bb\u786e\u5b9e\u633a\u70ed\u95f9\uff0c\u4f46\u771f\u6b63\u786c\u6838\u7684\u8fd8\u85cf\u5728\u6280\u672f\u62a5\u544a\u91cc\u3002<\/p>\n

\u4e3a\u4e86\u8ba9\u8fd9\u573a\u8d85\u5927\u89c4\u6a21RL\u987a\u5229\u8dd1\u5b8c\uff0c\u5c0f\u7c73\u65e2\u8981\u9632\u6a21\u578b\u300c\u6284\u7b54\u6848\u300d\uff0c\u53c8\u5f97\u5e94\u4ed8\u663e\u5361\u7206\u663e\u5b58\u3001\u8bc4\u5206\u5668\u5931\u8054\u3001MoE\u4e13\u5bb6\u8d1f\u8f7d\u5d29\u584c\u7b49\u4e00\u8fde\u4e32\u610f\u5916\u3002<\/p>\n

\u7f57\u798f\u8389\u53e3\u4e2d\u300c\u4e0d\u53ef\u9519\u8fc7\u300d\u7684\u6280\u672f\u62a5\u544a\uff0c\u771f\u5c31\u8d8a\u6316\u8d8a\u6709~<\/p>\n

\u540e\u8bad\u7ec3\u6280\u5de7\u5927\u516c\u5f00<\/p>\n

\u6700\u6838\u5fc3\u7684\u5f53\u7136\u8fd8\u662fMiMo-V2.6\u91c7\u7528\u7684\u540e\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5c0f\u7c73\u628a\u8fd9\u6b21RL Scaling\u62c6\u6210\u4e86\u4e09\u4e2a\u65b9\u5411\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u6269\u5927\u8bad\u7ec3\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u3002<\/p>\n

\u6574\u4e2a\u7cfb\u7edf\u91c7\u7528\u5b8c\u5168\u5f02\u6b65\u67b6\u6784\u3002<\/p>\n

\u751f\u6210\u3001\u6267\u884c\u3001\u8bc4\u5206\u548c\u8bad\u7ec3\u53ef\u4ee5\u540c\u65f6\u63a8\u8fdb\uff0c\u505a\u5b8c\u7684\u4efb\u52a1\u76f4\u63a5\u8fdb\u5165\u4e0b\u4e00\u73af\uff0c\u4e0d\u5fc5\u7b49\u5f85\u6574\u6279\u4efb\u52a1\u5168\u90e8\u7ed3\u675f\u3002<\/p>\n

\u8fd9\u6837\u4e00\u6765\uff0c\u6570\u4e07\u4e2aAgent\u80fd\u591f\u6301\u7eed\u8fdb\u5165\u4e0d\u540c\u4efb\u52a1\u73b0\u573a\uff0c\u8fb9\u5e72\u6d3b\u3001\u8fb9\u8bd5\u9519\u3001\u8fb9\u4e3a\u6a21\u578b\u79ef\u7d2f\u7ecf\u9a8c\uff0c\u6574\u6761\u8bad\u7ec3\u6d41\u6c34\u7ebf\u4e5f\u4e0d\u4f1a\u88ab\u5c11\u6570\u6162\u4efb\u52a1\u62d6\u4f4f\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u6269\u5927\u6a21\u578b\u53ef\u4ee5\u8fdb\u5165\u7684\u8bad\u7ec3\u73af\u5883\u3002<\/p>\n

\u8fd9\u6b21\u8bad\u7ec3\u628a\u4ee3\u7801\u3001\u901a\u7528Agent\u3001\u89c6\u89c9\u548c\u7f51\u7edc\u5b89\u5168\u4efb\u52a1\u6df7\u8fdb\u540c\u4e00\u6b21RL Run\uff0c\u6a21\u578b\u65e2\u8981\u4fee\u4ee3\u7801\u3001\u64cd\u4f5c\u5de5\u5177\uff0c\u4e5f\u8981\u8bbe\u8ba1\u7f51\u9875\u3001\u590d\u73b0\u6f0f\u6d1e\u3002<\/p>\n

\u800c\u4e14\uff0c\u540c\u4e00\u7c7b\u4efb\u52a1\u8fd8\u4f1a\u642d\u914d\u4e0d\u540c\u7684Agent Harness\u3002<\/p>\n

\u5982\u679c\u6a21\u578b\u53ea\u5728\u4e00\u79cd\u5de5\u4f5c\u53f0\u91cc\u8bad\u7ec3\uff0c\u5f88\u5bb9\u6613\u8bb0\u4f4f\u7279\u5b9a\u64cd\u4f5c\u5957\u8def\uff0c\u56e0\u6b64\u5c0f\u7c73\u8bbe\u8ba1\u4e86\u591a\u79cd\u53ef\u4ee5\u81ea\u7531\u7ec4\u5408\u7684mini-harnesses\uff0c\u8ba9\u6a21\u578b\u5b66\u5230\u80fd\u8fc1\u79fb\u5230\u5176\u4ed6Agent\u6846\u67b6\u4e2d\u7684\u80fd\u529b\u3002<\/p>\n

\u5b9e\u9a8c\u4e2d\uff0c\u5373\u4fbf\u6362\u6210\u8bad\u7ec3\u65f6\u6ca1\u6709\u89c1\u8fc7\u7684Codex\u3001Claude Code\u548cmini-swe-agent\uff0c\u6a21\u578b\u7684\u5e73\u5747\u901a\u8fc7\u7387\u4e5f\u4ece\u7ea650%\u6da8\u5230\u4e8666%\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u4e5f\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u4e00\u70b9\uff0c\u5373\u7ed9\u300c\u5224\u5377\u300d\u8fc7\u7a0b\u589e\u52a0\u7b97\u529b\u3002<\/p>\n

\u5728MiMo-V2.6-Pro\u7684\u8bad\u7ec3\u6210\u672c\u4e2d\uff0c\u8bad\u7ec3\u6a21\u578b\u536043.5%\uff0c\u751f\u6210Rollout\u536043.8%\uff0c\u5269\u4e0b12.7%\u90fd\u82b1\u5728\u4e86Grader\u4e0a\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u573a\u4ef7\u503c260\u4e07\u7f8e\u5143\u7684Pro\u8bad\u7ec3\uff0c\u5149\u7ed9\u6a21\u578b\u300c\u5224\u4f5c\u4e1a\u300d\uff0c\u5c31\u82b1\u6389\u4e86\u7ea633\u4e07\u7f8e\u5143\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u5224\u4e2a\u5206\u4e5f\u8fd9\u4e48\u8d35\uff1f\u56e0\u4e3aAgent\u4efb\u52a1\u4e0d\u662f\u9009\u62e9\u9898\u3002<\/p>\n

\u5047\u8bbe\u4e24\u6761\u4ee3\u7801\u8f68\u8ff9\u6700\u540e\u90fd\u901a\u8fc7\u4e86\u6d4b\u8bd5\uff0c\u4e00\u6761\u53ea\u6539\u4e863\u884c\uff0c\u51c6\u786e\u89e3\u51b3\u95ee\u9898\uff0c\u53e6\u4e00\u6761\u6539\u4e86\u51e0\u767e\u884c\uff0c\u8fd8\u585e\u8fdb\u5927\u91cf\u517c\u5bb9\u5206\u652f\u3001\u5f02\u5e38\u541e\u566c\u548c\u65e0\u5173\u914d\u7f6e\u3002<\/p>\n

\u4f20\u7edf\u5956\u52b1\u53ef\u80fd\u4f1a\u7ed9\u5b83\u4eec\u540c\u6837\u7684\u6ee1\u5206\uff0c\u4f46\u8fd9\u4e24\u4efd\u7b54\u6848\u663e\u7136\u4e0d\u8be5\u83b7\u5f97\u540c\u6837\u7684\u9f13\u52b1\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u5c0f\u7c73\u8bbe\u8ba1\u4e86\u4e24\u5957\u7ec4\u5185\u8bc4\u5206\u673a\u5236\uff1a<\/p>\n

\u4e00\u5957\u63d0\u524d\u4e3a\u4efb\u52a1\u751f\u6210\u300c\u5b9e\u73b0\u8d28\u91cf\u300d\u548c\u300c\u89e3\u51b3\u8fc7\u7a0b\u300d\u8bc4\u5206\u6807\u51c6\uff1b<\/p>\n

\u53e6\u4e00\u5957\u5219\u8ba9\u8bc4\u5206Agent\u540c\u65f6\u67e5\u770b\u540c\u4e00\u9053\u9898\u7684\u591a\u6761\u6210\u529f\u4e0e\u5931\u8d25\u8f68\u8ff9\uff0c\u518d\u7ed9\u901a\u8fc7\u6d4b\u8bd5\u7684\u65b9\u6848\u6392\u51fa\u9ad8\u4f4e\u3002<\/p>\n

\u6539\u52a8\u66f4\u51c6\u786e\u3001\u66f4\u7cbe\u7b80\u3001\u66f4\u7b26\u5408\u539f\u4ee3\u7801\u5e93\u4e60\u60ef\u7684\u8f68\u8ff9\uff0c\u83b7\u5f97\u66f4\u591a\u8bad\u7ec3\u4fe1\u53f7\u3002<\/p>\n

\u9760\u6295\u673a\u65b9\u5f0f\u8fc7\u6d4b\u8bd5\u7684\uff0c\u5956\u52b1\u76f4\u63a5\u5f52\u96f6\u3002<\/p>\n

\u7ed3\u679c\u6a21\u578b\u4e0d\u53ea\u4f1a\u628a\u9898\u505a\u5bf9\uff0c\u8fd8\u5f00\u59cb\u5b66\u4f1a\u7528\u66f4\u77ed\u7684\u8def\u5f84\u3001\u66f4\u5c11\u7684Token\uff0c\u628a\u4e8b\u60c5\u505a\u5f97\u66f4\u5e72\u51c0\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u5c0f\u7c73\u6240\u8c13\u300c\u81ea\u6211\u6539\u8fdb\u95ed\u73af\u300d\u7684\u5173\u952e\u3002<\/p>\n

\u6a21\u578b\u5148\u751f\u6210\u591a\u6761\u8def\u7ebf\uff0c\u518d\u7531\u8bc4\u5206\u5668\u627e\u51fa\u5176\u4e2d\u66f4\u597d\u7684\u529e\u6cd5\uff0c\u6700\u540e\u628a\u5dee\u5f02\u91cd\u65b0\u53d8\u6210\u6a21\u578b\u7684\u5b66\u4e60\u4fe1\u53f7\u3002<\/p>\n

\u25b3\u7ec4\u5185\u667a\u80fd\u4f53\u8bc4\u5206\u673a\u5236<\/p>\n

\u6a21\u578b\u7adf\u7136\u4f1a\u81ea\u5df1\u300c\u5077\u7b54\u6848\u300d\uff1f<\/p>\n

\u542c\u8d77\u6765\u786e\u5b9e\u987a\uff0c\u4f46\u6a21\u578b\u5f88\u5feb\u627e\u5230\u4e86\u53e6\u4e00\u6761\u300c\u63d0\u5347\u5956\u52b1\u300d\u7684\u6377\u5f84\u3002<\/p>\n

\u5b83\u5f00\u59cb\u6284\u7b54\u6848\u4e86\u3002<\/p>\n

\u6280\u672f\u62a5\u544a\u5217\u51fa\u4e86\u4e0d\u5c11\u771f\u5b9e\u6848\u4f8b\uff1a<\/p>\n

\u6709\u7684\u6a21\u578b\u4f1a\u5b89\u88c5\u66f4\u65b0\u7248\u672c\u7684\u8f6f\u4ef6\u5305\uff0c\u76f4\u63a5\u67e5\u770b\u91cc\u9762\u5df2\u7ecf\u4fee\u597d\u7684\u4ee3\u7801\uff1b\u6709\u7684\u4f1a\u4e0b\u8f7d\u4e0a\u6e38\u6e90\u7801\u3001\u514b\u9686\u6700\u65b0\u7248\u4ed3\u5e93\uff1b\u8fd8\u6709\u7684\u5e72\u8106\u641c\u7d22\u539f\u59cbIssue\u3001PR\u548c\u5386\u53f2Commit\uff0c\u7167\u7740\u4eba\u7c7b\u5f00\u53d1\u8005\u516c\u5f00\u7684\u7b54\u6848\u4fee\u6539\u3002<\/p>\n

\u25b3\u62a5\u544a\u7cbe\u9009\u51fa\u7684\u6848\u4f8b<\/p>\n

\u6d4b\u8bd5\u786e\u5b9e\u901a\u8fc7\u4e86\uff0c\u4f46\u9898\u4e0d\u662f\u81ea\u5df1\u505a\u7684\uff0c\u554a\u8fd9\u2026\u2026<\/p>\n

\u4e3a\u4e86\u5835\u4f4f\u8fd9\u4e9b\u8def\uff0c\u5c0f\u7c73\u5148\u6e05\u7406\u8bad\u7ec3\u73af\u5883\u4e2d\u7684\u8865\u4e01\u3001\u6784\u5efa\u65e5\u5fd7\u3001\u7f13\u5b58\u548c\u591a\u4f59Git\u5386\u53f2\uff0c\u518d\u5207\u65ad\u7f51\u7edc\uff0c\u9632\u6b62\u6a21\u578b\u53bb\u5916\u9762\u641c\u73b0\u6210\u7b54\u6848\u3002<\/p>\n

\u8fd9\u8fd8\u4e0d\u591f\u3002<\/p>\n

\u56e2\u961f\u53c8\u4e13\u95e8\u6d3e\u51fa\u4e00\u4e2aHack Agent\uff0c\u4e3b\u52a8\u653b\u51fb\u8bad\u7ec3\u73af\u5883\uff0c\u5bfb\u627e\u53ef\u80fd\u6cc4\u6f0f\u7b54\u6848\u7684\u7f13\u5b58\u3001\u6587\u4ef6\u548c\u5de5\u5177\u6f0f\u6d1e\u3002<\/p>\n

Hack Agent\u627e\u5230\u4e00\u6761\uff0c\u56e2\u961f\u5c31\u5835\u4e00\u6761\uff0c\u5835\u5b8c\u4e4b\u540e\u518d\u8ba9\u5b83\u7ee7\u7eed\u627e\uff0c\u76f4\u5230\u73b0\u6709\u73af\u5883\u91cc\u518d\u4e5f\u627e\u4e0d\u5230\u53ef\u5229\u7528\u7684\u7b54\u6848\uff0c\u624d\u6b63\u5f0f\u6295\u5165\u8bad\u7ec3\u3002<\/p>\n

\u5373\u4fbf\u5982\u6b64\uff0c\u56e2\u961f\u4ecd\u5728RL\u8fc7\u7a0b\u4e2d\u6301\u7eed\u5ba1\u67e5\u8f68\u8ff9\uff0c\u4e00\u65e6\u53d1\u73b0\u65b0\u7684\u4f5c\u5f0a\u65b9\u5f0f\uff0c\u5c31\u628a\u5bf9\u5e94\u5956\u52b1\u6e05\u96f6\u5e76\u7ee7\u7eed\u4fee\u8865\u73af\u5883\u3002<\/p>\n

\u6700\u7ec8\uff0c\u4e24\u6b3e\u6a21\u578b\u88ab\u786e\u8ba4\u5b58\u5728Reward Hacking\u7684\u8f68\u8ff9\uff0c\u6bd4\u4f8b\u90fd\u88ab\u63a7\u5236\u57282%\u4ee5\u4e0b\u3002<\/p>\n

\u25b3\u5956\u52b1\u4f5c\u5f0a\u9884\u9632\u4e0e\u76d1\u63a7\u673a\u5236<\/p>\n

\u6a21\u578b\u521a\u7ba1\u4f4f\uff0c\u786c\u4ef6\u53c8\u51fabug\u4e86<\/p>\n

\u6a21\u578b\u8fd9\u8fb9\u521a\u7ba1\u4f4f\uff0c\u786c\u4ef6\u548c\u57fa\u7840\u8bbe\u65bd\u53c8\u5f00\u59cb\u8f6e\u756a\u51fa\u72b6\u51b5\u3002<\/p>\n

\u76f4\u64ad\u9875\u9762\u91cc\u51fa\u73b0\u8fc7\u591a\u6b21\u8bad\u7ec3\u91cd\u542f\uff1a<\/p>\n

GPU\u663e\u5b58\u53cc\u6bd4\u7279\u9519\u8bef\u3001Cyber\u4efb\u52a1\u96c6\u7fa4Kubernetes\u6545\u969c\u3001\u8bc4\u5206\u5668\u7f51\u7edc\u5931\u8054\u3001\u663e\u5b58\u4e0d\u8db3\uff0c\u4ee5\u53ca\u957f\u8f68\u8ff9\u6491\u7206CPU\u5185\u5b58\u3002<\/p>\n

\u5176\u4e2d\u4e00\u6b21Pro\u8bad\u7ec3\u4e2d\uff0cMoE\u4e13\u5bb6\u5e76\u884c\u4e2d\uff0c\u67d0\u4e2aEP rank\u6536\u5230\u7684Token\u8d1f\u8f7d\u8d85\u8fc7\u5e73\u5747\u503c\u768430\u500d\uff0c\u76f4\u63a5\u628aGPU\u663e\u5b58\u9876\u7206\u3002<\/p>\n

\u56e2\u961f\u7ee7\u7eed\u6392\u67e5\u53d1\u73b0\uff0cRL\u4f1a\u8ba9\u8d1f\u8d23\u5206\u914dToken\u7684MoE Router\u4e0d\u65ad\u6f02\u79fb\u3002<\/p>\n

\u8bad\u7ec3\u5230\u7b2c20\u6b65\u65f6\uff0c\u4e13\u5bb6\u8d1f\u8f7d\u5cf0\u503c\u5df2\u7ecf\u4ece\u5e73\u5747\u503c\u76846\u500d\u6da8\u523016\u500d\uff0c\u300c\u51b7\u4e13\u5bb6\u300d\u6bd4\u4f8b\u4e5f\u4ece0.5%\u5347\u81f322%\u3002<\/p>\n

\u66f4\u5fae\u5999\u7684\u662f\uff0c\u628aRouter\u6062\u590d\u5230RL\u5f00\u59cb\u524d\u7684\u53c2\u6570\u540e\uff0c\u4e13\u5bb6\u8d1f\u8f7d\u9a6c\u4e0a\u6062\u590d\u6b63\u5e38\uff0c\u6a21\u578b\u80fd\u529b\u5374\u6ca1\u6709\u4e0b\u964d\u3002<\/p>\n

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\n

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