{"id":7547,"date":"2026-03-21T11:53:37","date_gmt":"2026-03-21T03:53:37","guid":{"rendered":"http:\/\/www.djking.cn\/?p=7547"},"modified":"2026-03-21T11:53:37","modified_gmt":"2026-03-21T03:53:37","slug":"%e5%96%82%e5%b0%8f%e9%be%99%e8%99%be%ef%bc%8c%e4%bd%a0%e5%be%97%e9%80%89%e7%b2%be%e5%93%81%e9%a5%b2%e6%96%99%ef%bc%81","status":"publish","type":"post","link":"http:\/\/www.djking.cn\/?p=7547","title":{"rendered":"\u5582\u5c0f\u9f99\u867e\uff0c\u4f60\u5f97\u9009\u7cbe\u54c1\u9972\u6599\uff01"},"content":{"rendered":"

\"\"<\/a>
\n\u662f\u7684\uff0c\u5f53\u5927\u5bb6\u90fd\u8fd8\u5728\u6298\u817e\u9f99\u867e\u65f6\u5019\uff0c\u6211\u5173\u6ce8\u7684\u662fMiniMax M2.7, \u5f88\u591a\u8fd8\u6ca1\u6ce8\u610f\u5230\u4e00\u4e2a\u4e8b\u524d\uff0c\u517b\u9f99\u867e\u7684\u6839\u90e8\u95ee\u9898\u4e0d\u662f\u9f99\u867e\u672c\u8eab\uff0c\u800c\u662f\u5582\u7684\u9972\u6599\uff0c\u6240\u4ee5\u5f88\u591a\u4eba\u90fd\u89c9\u5f97\u4e0d\u5c31\u662f\u5582Token\u5417\uff0c\u82b1\u94b1\u5c31\u662f\u4e86\uff0c\u8fd9\u5c31\u5df2\u7ecf\u8bf4\u5230\u95ee\u9898\u672c\u8d28\u4e86 \uff0c\u9972\u6599\u600e\u4e48\u9009\u5f88\u91cd\u8981\uff0c\u5982\u679c\u4ece\u771f\u5b9e\u4f7f\u7528\u5f3a\u5ea6\u6765\u770b\uff0cMiniMax M2.5 \u5728 OpenRouter \u4e0a\u7684\u8868\u73b0\uff0c\u5df2\u7ecf\u4e0d\u662f\u201c\u70ed\u95e8\u6a21\u578b\u201d\uff0c\u800c\u662f\u5178\u578b\u7684\u201c\u6d41\u91cf\u541e\u566c\u8005\u201d\u30022026\u5e742\u6708\u81f33\u6708\uff0c\u591a\u9879\u7b2c\u4e09\u65b9\u7edf\u8ba1\u4e0e\u793e\u533a\u699c\u5355\u5747\u663e\u793a\uff0c\u5176 token \u8c03\u7528\u91cf\u8fde\u7eed\u591a\u5468\u4f4d\u5c45\u524d\u5217\uff0c\u5e76\u7a33\u5b9a\u5904\u5728\u201c\u4e07\u4ebf\u7ea7\/\u5468\u201d\u7684\u6d88\u8017\u533a\u95f4\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728\u5f00\u53d1\u8005\u751f\u6001\u91cc\uff0cM2.5 \u5f88\u53ef\u80fd\u662f\u5f53\u4e0b\u6700\u5178\u578b\u7684\u201c\u5582token\u673a\u5668\u201d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u65e0\u8bba\u662f Kimi \u8fd8\u662f DeepSeek\uff0c\u66f4\u504f\u5411\u80fd\u529b\u6216\u573a\u666f\u4f18\u52bf\uff1b\u800c M2.5\uff0c\u5219\u662f\u5728\u201c\u6210\u672c \u00d7 \u541e\u5410 \u00d7 \u53ef\u6301\u7eed\u8c03\u7528\u201d\u8fd9\u4e00\u7ef4\u5ea6\u4e0a\uff0c\u628a\u89c4\u6a21\u6548\u5e94\u63a8\u5230\u4e86\u6781\u81f4\u3002
\n\"\"<\/a>
\n\u6240\u4ee5\u9700\u8981\u6765\u6df1\u5ea6\u4e86\u89e3\u4e0b\uff0c\u5148\u628a\u516c\u53f8\u5e95\u5b50\u8bf4\u6e05\u695a\uff0c\u907f\u514d\u5927\u5bb6\u4e91\u91cc\u96fe\u91cc\uff0cMiniMax \u5168\u79f0 \u4e0a\u6d77\u7a00\u5b87\u79d1\u6280\u6709\u9650\u516c\u53f8\uff08\u90e8\u5206\u62a5\u9053\u4e5f\u5199\u6210\u4e0a\u6d77\u7a00\u5b87\u6781\u667a\u79d1\u6280\u6709\u9650\u516c\u53f8\uff09\uff0c\u603b\u90e8\u4f4d\u4e8e\u4e0a\u6d77\u5f90\u6c47\u533a\u6a21\u901f\u7a7a\u95f4\u3002\u521b\u59cb\u4eba\u95eb\u4fca\u6770\uff08\u66fe\u53c2\u4e0e\u5546\u6c64\u79d1\u6280\u8ba1\u7b97\u673a\u89c6\u89c9\u9879\u76ee\uff09\u5e26\u7740\u56e2\u961f2021-2023\u5e74\u95f4\u6b63\u5f0f\u8d77\u822a\uff0c\u4e3b\u6253\u201c\u4e0e\u6240\u6709\u4eba\u5171\u521b\u667a\u80fd\u201d\u3002 \u65e9\u671f\u9760 abab\u7cfb\u5217 + \u591a\u6a21\u6001\uff08\u89c6\u9891Hailuo\u3001\u8bed\u97f3Speech\u3001\u97f3\u4e50Music\uff09\u51fa\u5708\u30022023\u5e748\u6708abab\u5927\u6a21\u578b\u901a\u8fc7\u56fd\u5bb6\u9996\u6279\u5907\u6848\uff0c2024\u5e74\u63a8\u51faabab 6.5\u7cfb\u5217\uff0c2025\u5e74\u53d1\u5e03Hailuo 02\u89c6\u9891\u6a21\u578b\uff0c\u4f30\u503c\u4e00\u5ea6\u7834\u767e\u4ebf\u6e2f\u5143\uff0c2026\u5e741\u6708\u5df2\u5728\u6e2f\u4ea4\u6240\u4e0a\u5e02\uff08\u80a1\u7968\u4ee3\u780100100.HK\uff09\uff0c\u5e02\u503c\u6700\u9ad8\u51b2\u52303000\u4ebf+\u6e2f\u5143\u3002 \u4f46\u771f\u6b63\u8ba9MiniMax\u4ece\u201c\u89c6\u9891\u751f\u6210\u516c\u53f8\u201d\u53d8\u6210Agent\u9ed1\u9a6c\u7684\uff0c\u662f2025\u5e74\u5f00\u59cb\u7684 M\u7cfb\u5217\u6587\u672c\u5927\u6a21\u578b\u3002\u4ed6\u4eec\u62bc\u6ce8\u7684\u4e0d\u662f\u5355\u7eaf\u7684\u804a\u5929\u6216\u751f\u6210\uff0c\u800c\u662f\u751f\u4ea7\u529b+Agent+\u81ea\u6211\u8fdb\u5316\u3002M2.7\u5c31\u662f\u8fd9\u4e2a\u6218\u7565\u7684\u5dc5\u5cf0\u4ea7\u7269\u2014\u2014\u5b98\u65b9\u76f4\u63a5\u8bf4\uff1a\u201cM2.7\u662f\u6211\u4eec\u7b2c\u4e00\u4e2a\u6a21\u578b\u6df1\u5ea6\u53c2\u4e0e\u8fed\u4ee3\u81ea\u5df1\u7684\u6a21\u578b\u3002\u201d\u4e00\u53e5\u8bdd\u603b\u7ed3\u516c\u53f8\u5b9a\u4f4d\uff1a\u4e2d\u56fd\u7248\u201c\u5168\u6808Agent\u539f\u751fAI\u516c\u53f8\u201d\u3002\u4e0d\u50cf\u67d0\u4e9b\u5927\u5382\u53ea\u505a\u804a\u5929\uff0c\u5b83\u4ece\u5e95\u5c42\u67b6\u6784\u5230\u5e94\u7528\u5c42\uff08MiniMax Agent APP\u3001\u5f00\u653e\u5e73\u53f0\uff09\u5168\u95ed\u73af\uff0c\u76ee\u6807\u662f\u628aAI\u53d8\u6210\u6bcf\u4e2a\u6253\u5de5\u4eba\u7684\u201c\u8d85\u7ea7\u52a9\u624b+\u56e2\u961f\u201d\u3002<\/p>\n

\"\"<\/a>
\nM2\u7cfb\u5217\u8fdb\u5316\u53f2\uff1aM2.7\u4e0d\u662f\u7a81\u7136\u5192\u51fa\u6765\u7684\uff0cM2.7\u7684\u8bde\u751f\uff0c\u4e5f\u662f\u4e00\u6b65\u4e00\u4e2a\u811a\u5370\u7684\u201c\u8fdb\u5316\u94fe\u201d\uff1a
\n2025\u5e74\u521d\uff1aMiniMax-Text-01\uff08M\u7cfb\u5217\u7956\u5148\uff09\u2014\u2014\u767e\u4e07token\u957f\u4e0a\u4e0b\u6587\uff0c\u6253\u57fa\u7840\u3002
\n2025\u5e746\u6708\uff1aM1\u2014\u2014\u5168\u7403\u9996\u4e2a\u5927\u89c4\u6a21\u6df7\u5408\u6ce8\u610f\u529b\u63a8\u7406\u6a21\u578b\uff08MoE+Lightning Attention\uff09\uff0c\u6b63\u5f0f\u5f00\u542fAgent\u65f6\u4ee3\u3002
\n2025\u5e7410\u6708\uff1aM2\u2014\u2014Agent\u539f\u751f\u6a21\u578b\uff0c230B\u53c2\u6570\uff0c\u4e0a\u4e0b\u6587\u4f18\u5316\uff0c\u901f\u5ea6\/\u6027\u4ef7\u6bd4\u66b4\u589e\uff0c\u5f00\u6e90\u6743\u91cd\u5237\u7206Hugging Face\u3002
\n2025\u5e7412\u6708\uff1aM2.1\u2014\u2014\u591a\u8bed\u8a00\u7f16\u7a0b\u3001\u54cd\u5e94\u901f\u5ea6+30%\uff0c\u529e\u516c\u573a\u666f\u52a0\u5f3a\u3002
\n2026\u5e742\u6708\uff1aM2.5\u2014\u2014\u7f16\u7a0bSWE-Bench Verified 80.2%\uff0c\u591aAgent\u5de5\u5177\u8c03\u7528SOTA\uff0c\u5f15\u5165\u5927\u89c4\u6a21RL\u8bad\u7ec3\uff0c\u901f\u5ea6\u518d\u63d037%\u3002\u6b64\u65f6\u5df2\u80fd\u8ba9\u516c\u53f8\u5185\u90e830%\u4efb\u52a1\u81ea\u4e3b\u5b8c\u6210\u3002
\n2026\u5e743\u670818\u65e5\uff1aM2.7\u2014\u2014\u95ed\u6e90\u65d7\u8230\uff08API+Agent\u5e73\u53f0\u8c03\u7528\uff09\uff0c\u81ea\u6211\u8fdb\u5316\u95ed\u73af\u6b63\u5f0f\u4e0a\u7ebf\u3002\u8ddd\u79bbM2.5\u4ec51\u4e2a\u6708\uff0c\u5374\u5b8c\u6210\u8d28\u53d8\u3002
\n\u5b98\u65b9\u539f\u8bdd\uff1a\u201c\u5728M2\u7cfb\u5217\u53d1\u5e03\u540e\u7684\u51e0\u4e2a\u6708\uff0c\u6211\u4eec\u6536\u5230\u5927\u91cf\u7528\u6237\u53cd\u9988\u2026\u2026\u552f\u4e00\u9014\u5f84\u5c31\u662f\u5f00\u542f\u6a21\u578b\u548c\u7ec4\u7ec7\u7684\u81ea\u6211\u8fdb\u5316\u3002\u201d\u4e8e\u662f\uff0c\u4ed6\u4eec\u7528\u65e9\u671fM2\u642d\u5efa\u201cAgent Harness\u201d\uff08\u667a\u80fd\u4f53\u5916\u5c42\u811a\u624b\u67b6\uff09\uff0c\u8ba9\u6a21\u578b\u81ea\u5df1\u53c2\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1\u3001\u65e5\u5fd7\u5206\u6790\u3001debug\u3001\u8c03\u53c2\u3001\u4ee3\u7801\u63d0\u4ea4\u2026\u2026\u5faa\u73af100+\u8f6e\uff0c\u5185\u90e8\u8bc4\u6d4b\u63d0\u534730%\uff01M2.7\u53c2\u6570\u7ea6229B\uff0c\u4e0a\u4e0b\u658720\u4e07+ token\uff0cAPI\u5b9a\u4ef7\u4eb2\u6c11\uff08highspeed\u7248\u8f93\u51654.2\u5143\/\u767e\u4e07token\uff09\uff0c\u73b0\u5728\u5df2\u5728 MiniMax Agent APP\uff08iOS\/Android\/\u684c\u9762\u7248\uff09\u548cagent.minimaxi.com\u5168\u91cf\u4e0a\u7ebf\u3002<\/p>\n

\"\"<\/a>
\n\u4eae\u70b91\uff1a\u591a\u667a\u80fd\u4f53\u7ec4\u961f\u5e72\u6d3b\uff0c\u6a21\u578b\u81ea\u5df1\u5f53\u201c\u56e2\u961f\u6307\u6325\u201d<\/strong>
\nM2.7 \u8ba9\u6a21\u578b\u667a\u80fd\u4f53\u5199\u4f5c\u80fd\u529b\uff0c \u4e0d\u662f\u9760\u5916\u90e8\u7f16\u6392\u6846\u67b6\uff0c\u800c\u662f\u81ea\u5df1\u5e26\u961f\u5e72\u6d3b\uff0c\u4e5f\u4f1a\u81ea\u6211\u8fdb\u5316\uff0cMinMax\u5185\u90e8\u505a\u8fc7\u4e2a\u75af\u72c2\u6d4b\u8bd5\uff0c\u8ba9\u6a21\u578b\u81ea\u5df1\u5f53\u67b6\u6784\u5e08\uff0c\u4ec5\u9760\u4e00\u4e2a\u4eba\u7c7b\uff0c\u82b1\u4e864\u5929\u65f6\u95f4\uff0c0\u884c\u4eba\u5de5\u4ee3\u7801\uff0c\u5c31\u642d\u51fa\u6765\u4e00\u6574\u5957\u7814\u53d1\u7cfb\u7edf\uff0c\u5b83\u751a\u81f3\u81ea\u5df1\u8dd1\u53bb\u53c2\u52a0\u673a\u5668\u5b66\u4e60\u7ade\u8d5b\uff0c\u4e00\u53e3\u6c14\u62ff\u4e0b\u4e869\u679a\u91d1\u724c\uff0c\u8fc7\u53bb\u9700\u8981\u4e00\u4e2a\u56e2\u961f\u534f\u4f5c\u7684\u5b9e\u9a8c\uff0c\u73b0\u5728M2.7\u81ea\u5df1\u5c31\u5e72\u6389\u4e86\u4e00\u534a\u5de5\u4f5c\u91cf\uff0c\u4ee5\u524dAgent\u534f\u4f5c\u9760\u5916\u90e8\u6846\u67b6\uff08LangChain\/CrewAI\uff09\u786c\u5806\uff0c\u89d2\u8272\u5bb9\u6613\u5d29\u3001\u6c9f\u901a\u4e71\u3002M2.7\u76f4\u63a5\u539f\u751f\u5185\u7f6eAgent Teams\uff1a\u5b83\u81ea\u5df1\u5b9a\u4e49\u89d2\u8272\u8fb9\u754c\u3001\u6267\u884c\u5bf9\u6297\u5f0f\u63a8\u7406\u3001\u9075\u5b88\u534f\u8bae\u3002
\n\u57fa\u51c6\u6570\u636e\uff1aGDPval-AA ELO 1495\u5206\uff08\u5f00\u6e90\u6700\u9ad8\uff0c\u4ec5\u6b21\u4e8eOpus 4.6\/Sonnet 4.6\/GPT-5.4\uff09\u3002\u5b9e\u6d4b\u8868\u73b0\uff1a\u4e00\u4e2aAgent\u5199\u4ee3\u7801\u3001\u4e00\u4e2areview\u3001\u4e00\u4e2a\u6d4b\u8bd5debug\uff0c\u4e92\u76f8challenge\u903b\u8f91\u76f2\u70b9\u300240+\u590d\u6742\u6280\u80fd\uff08\u6bcf\u4e2a>2000 tokens\uff09\u9075\u5b88\u738797%\u3002
\n\u573a\u666f\uff1a\u5199\u4e00\u4e2a\u5b8c\u6574SaaS\u4ea7\u54c1\uff0c\u5b83\u80fd\u62c6\u6210\u201c\u4ea7\u54c1\u7ecf\u7406Agent+\u524d\u7aefAgent+\u540e\u7aefAgent+\u6d4b\u8bd5Agent\u201d\uff0c\u81ea\u4e3b\u534f\u4f5c\u4ea4\u4ed8\u3002\u5b98\u65b9\u8bf4\uff0c\u8fd9\u628a\u5f00\u53d1\u6548\u7387\u63d0\u5347\u5230\u201c\u8303\u5f0f\u7ea7\u201d\u3002<\/p>\n

\u4eae\u70b92\uff1a\u7f16\u7a0b\u80fd\u529b\u4ece\u201c\u5199\u4ee3\u7801\u201d\u8fdb\u5316\u5230\u201c\u4fee\u751f\u6210\u4e8b\u6545\u201d\u2014\u2014SRE\u7ea7\u522b<\/strong>
\n\u4ee5\u524d\u6a21\u578b\u53ea\u4f1a\u751f\u6210\u4ee3\u7801\uff0c\u73b0\u5728M2.7\u662f\u751f\u4ea7\u73af\u5883\u5168\u80fd\u6218\u58eb\u3002
\n\u6536\u5230\u7ebf\u4e0a\u544a\u8b66\u540e\uff0c\u5b83\u80fd\uff1a
\n\u5173\u8054\u76d1\u63a7\u65e5\u5fd7 \u2192 \u6839\u56e0\u5206\u6790\uff08\u8c03\u7528\u94fe+\u6570\u636e\u5e93\u67e5\u8be2\uff09
\n\u6570\u636e\u5e93\u8c03\u4f18\uff08\u53d1\u73b0\u6f0f\u7d22\u5f15 \u2192 \u975e\u963b\u585e\u5efa\u7d22\u5f15\u6b62\u8840\uff09
\n\u4ee3\u7801\u4fee\u590d+\u63d0MR+\u5192\u70df\u6d4b\u8bd5
\n\u6545\u969c\u51b3\u7b56\uff08\u4f18\u5148\u7ea7+\u56de\u6eda\u65b9\u6848\uff09
\n\u57fa\u51c6\uff1a
\nSWE-Pro\uff1a56.22%\uff08\u63a5\u8fd1Claude Opus\u6700\u4f73\uff0c\u5339\u914dGPT-5.3-Codex\uff09
\nVIBE-Pro\uff08\u7aef\u5230\u7aef\u9879\u76ee\u4ea4\u4ed8\uff09\uff1a55.6%
\nTerminal Bench 2\uff08\u590d\u6742\u5de5\u7a0b\u7cfb\u7edf\u7406\u89e3\uff09\uff1a57.0%
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