{"id":1908,"date":"2026-02-12T19:43:30","date_gmt":"2026-02-12T11:43:30","guid":{"rendered":"https:\/\/147227.xyz\/?p=1908"},"modified":"2026-02-13T19:49:38","modified_gmt":"2026-02-13T11:49:38","slug":"%e5%85%a8%e7%bd%91%e9%a6%96%e6%b5%8b%ef%bc%81minimax-m2-5%e5%8f%91%e5%b8%83%ef%bc%8c%e8%b7%91openclaw%e5%ae%9e%e6%b5%8b%e7%9c%9f%e9%a6%99","status":"publish","type":"post","link":"https:\/\/147227.xyz\/?p=1908","title":{"rendered":"\u5168\u7f51\u9996\u6d4b\uff01MiniMax M2.5\u53d1\u5e03\uff0c\u8dd1OpenClaw\u5b9e\u6d4b\u771f\u9999"},"content":{"rendered":"

\u9605\u8bfb\u9884\u8ba1 8 \u5206\u949f<\/p>

\u672c\u6587\u8f6c\u8f7d\u81ea\u5168\u7f51\u9996\u6d4b\uff01MiniMax M2.5\u53d1\u5e03\uff0c\u8dd1OpenClaw\u5b9e\u6d4b\u771f\u9999<\/a><\/p>\n

\n
<\/span><\/figure>\n

2026 \u5e74\u5f00\u5e74\uff0cAI Coding \u8d5b\u9053\u7a81\u7136\u52a0\u901f\uff0cOpenAI \u7684 Codex 5.3 \u53f7\u79f0\u4ee3\u7801\u751f\u6210\u901f\u5ea6\u63d0\u5347 25%\uff0cClaude Opus 4.6 \u5728 SWE-bench \u4e0a\u7ee7\u7eed\u5237\u699c\uff0c\u667a\u8c31 GLM-5 \u76f4\u63a5\u4e0a\u4e86 745 \u4ebf\u53c2\u6570\u3002<\/span><\/p>\n

\u4f46\u6bd4\u8d77 benchmark \u4e0a\u7684\u5206\u6570\uff0c\u6211\u7684\u94b1\u5305\u5148\u5403\u4e86\u762a\uff0c\u5feb\u901f\u7248 Opus4.6 \u6536\u8d39 6 \u500d\uff0c\u518d\u914d\u4e0a\u591a Agent \u96c6\u6210\uff0c\u8fd9\u4ef7\u683c\u5c31\u7b97\u6253\u4e86\u9aa8\u6298\u90fd\u4e0d\u4fbf\u5b9c\u3002\u6211\u5c31\u7528\u4e86\u4e09\u5929\u3002\u3002\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u76f4\u5230\u540e\u6765\u53d1\u73b0 MiniMax \u7684\u00a0<\/span>\u7684 Codeing Plan\uff0c\u4ef7\u683c\u4fbf\u5b9c\uff0c\u91cf\u5927\u7ba1\u9971\uff0c\u679c\u65ad\u5207\u4e86\u8fc7\u53bb\u3002\u7528\u4e86\u4e00\u9635\u5b50\u4f53\u611f\u4e0d\u9519\uff0c\u65e5\u5e38\u5199\u4ee3\u7801\u591f\u7528\uff0c\u54cd\u5e94\u901f\u5ea6\u4e5f\u5feb\u3002<\/span><\/p>\n

\u7136\u540e\u5c31\u8d76\u4e0a\u4e86 MiniMax \u66f4\u65b0 M2.5\u3002<\/span><\/p>\n

\u65e2\u7136\u5305\u6708\u5df2\u7ecf\u4e70\u4e86\uff0c\u4e0d\u6d4b\u767d\u4e0d\u6d4b\u3002\u6211\u7b2c\u4e00\u65f6\u95f4<\/span>\u8981\u4e86API\u5185\u6d4b\u8d44\u683c\uff0c<\/span>\u628a M2.5 \u63a5\u5165\u4e86\u6700\u5e38\u7528\u7684 Claude Code\uff0c\u51c6\u5907\u4ece\u7b80\u5355\u5230\u590d\u6742\u62c9\u901a\u6d4b\u4e00\u904d\u3002<\/span><\/p>\n

\n<\/span>Case 1\uff1a\u7761\u524d\u4e0b\u5355\uff0c\u9192\u6765\u9a8c\u8d27<\/span><\/span><\/span>
\n<\/h2>\n

\u5148\u62ff\u4e2a\u5b9e\u9645\u9700\u6c42\u8bd5\u8bd5\u6c34\u3002<\/span><\/p>\n

\u6211\u624b\u91cc\u6709\u4e00\u5957\u4e5d\u5e74\u7ea7\u82f1\u8bed\u6559\u6750\u7684\u8d44\u6599\uff0cJSON \u683c\u5f0f\u7684\u5355\u5143\u77e5\u8bc6\u70b9\u3001Excel \u7684\u8bcd\u6c47\u8868\u3001PDF \u7684\u8bfe\u6587\u539f\u6587\u3002\u6211\u60f3\u628a\u5b83\u4eec\u505a\u6210\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u5b66\u4e60\u7f51\u7ad9\uff0c\u8981\u7b26\u5408\u73b0\u4ee3\u6559\u80b2\u7406\u5ff5\uff0c\u80fd\u505a\u6d4b\u9a8c\u3001\u80fd\u8ffd\u8e2a\u8fdb\u5ea6\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u6b63\u597d\u62ff\u6765\u5f53\u7b2c\u4e00\u4e2a\u6d4b\u8bd5\u3002\u6211\u5c31\u5728 Prompt \u91cc\u5199\u4e86\u4e00\u53e5\u72e0\u8bdd\uff1a<\/span><\/p>\n

\n<\/span><\/p>\n

\u201c\u628a\u8fd9\u4e9b\u505a\u6210\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u5b66\u4e60\u7f51\u7ad9\uff0c\u505a\u5b8c\u518d\u63d0\u9192\u6211\uff0c\u5982\u679c\u6ca1\u5f04\u5b8c\u505c\u4e86\u5c31\u81ea\u5df1\u60f3\u529e\u6cd5\u63a8\u8fdb\uff0c\u4e0d\u8981\u8ba9\u5b83\u505c\u4e0b\u6765\u3002\u201d<\/span><\/p>\n<\/blockquote>\n

\u8bf4\u767d\u4e86\uff0c\u6211\u5728\u6d4b\u8bd5 M2.5 \u7684\u81ea\u4e3b\u6267\u884c\u80fd\u529b\uff0c\u4e0d\u5149\u5f97\u4f1a\u5199\u4ee3\u7801\uff0c\u8fd8\u5f97\u4f1a\u81ea\u5df1\u201c\u63a8\u6d3b\u513f\u201d\u3002<\/span><\/p>\n

\u7136\u540e\u6211\u5c31\u53bb\u7761\u4e86\u3002<\/span><\/p>\n

\u7b2c\u4e8c\u5929\u9192\u6765\u4e00\u770b\u7ec8\u7aef\u65e5\u5fd7\uff0cM2.5 \u5e72\u4e86\u8fd9\u4e9b\u4e8b\uff1a<\/span><\/p>\n

    \n
  1. \n
    \u8bfb\u53d6 JSON+Excel+PDF \u4e09\u79cd\u683c\u5f0f\u7684\u6559\u6750\u6587\u4ef6<\/span><\/section>\n<\/li>\n
  2. \n
    \u81ea\u52a8\u5b89\u88c5\u9879\u76ee\u4f9d\u8d56<\/span><\/section>\n<\/li>\n
  3. \n
    \u642d\u5efa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684 FastAPI \u540e\u7aef\u9879\u76ee<\/span><\/section>\n<\/li>\n
  4. \n
    \u5b9e\u73b0\u4e86 3 \u4e2a API \u6a21\u5757\u2014\u2014\u5355\u5143\u5185\u5bb9\u3001\u6d4b\u9a8c\u7cfb\u7edf\u3001\u8fdb\u5ea6\u8ffd\u8e2a<\/span><\/section>\n<\/li>\n
  5. \n
    \u5199\u4e86\u5b8c\u6574\u7684\u524d\u7aef\u9875\u9762<\/span><\/section>\n<\/li>\n
  6. \n
    \u542f\u52a8\u670d\u52a1\u5e76\u81ea\u6d4b API<\/span><\/section>\n<\/li>\n<\/ol>\n

    \u6253\u5f00\u7f51\u7ad9\u4e00\u770b\uff0c14 \u4e2a\u5355\u5143\u7684\u77e5\u8bc6\u70b9\u5168\u90e8\u7ed3\u6784\u5316\u5448\u73b0\uff0c\u6d4b\u9a8c\u7cfb\u7edf\u652f\u6301\u9009\u62e9\u9898\u3001\u586b\u7a7a\u9898\u3001\u7ffb\u8bd1\u9898\u4e09\u79cd\u9898\u578b\uff0c\u8fd8\u6709\u5b66\u4e60\u8fdb\u5ea6\u6761\u548c\u54cd\u5e94\u5f0f\u5e03\u5c40\u3002<\/span><\/p>\n

    <\/section>\n

    \u8fd9\u5b8c\u6210\u5ea6\uff0c\u8bf4\u5b9e\u8bdd\u8d85\u51fa\u9884\u671f\u3002<\/span><\/p>\n

    \u4e0d\u8fc7\u6709\u4e2a\u5c0f\u63d2\u66f2\uff1a\u9996\u9875\u8def\u7531\u8fd4\u56de\u4e86\u88f8 JSON\uff0c\u9875\u9762\u6ca1\u6e32\u67d3\u51fa\u6765\u3002M2.5 \u53d1\u73b0\u8fd9\u4e2a\u95ee\u9898\u540e\uff0c\u81ea\u5df1 debug \u4e86 3 \u8f6e\uff0c\u7b2c\u4e00\u8f6e\u5b9a\u4f4d\u5230\u8def\u7531\u914d\u7f6e\u95ee\u9898\uff0c\u7b2c\u4e8c\u8f6e\u4fee\u4e86\u6a21\u677f\u6e32\u67d3\uff0c\u7b2c\u4e09\u8f6e\u8dd1\u901a\u81ea\u6d4b\u3002<\/span><\/p>\n

    <\/section>\n

    \u4e0d\u9700\u8981\u6211\u4ecb\u5165\uff0c\u81ea\u5df1\u641e\u5b9a\u4e86\u3002<\/span><\/p>\n

    \u867d\u7136 3 \u8f6e debug \u8bf4\u660e\uff0c\u5b83\u7684\u4e00\u6b21\u901a\u8fc7\u7387\u8fd8\u6709\u63d0\u5347\u7a7a\u95f4\uff0c\u4f46\u80fd\u201c\u53d1\u73b0\u95ee\u9898 \u2192 \u5b9a\u4f4d \u2192 \u4fee\u590d \u2192 \u9a8c\u8bc1\u201d\u8fd9\u5957\u81ea\u4e3b\u95ed\u73af\u8dd1\u901a\uff0c\u5df2\u7ecf\u662f Agent \u80fd\u529b\u7684\u786c\u6307\u6807\u4e86\u3002<\/span><\/p>\n

    \u9192\u6765\u6536\u5230\u4e00\u4e2a\u80fd\u7528\u7684\u7f51\u7ad9\uff0c\u8fd9\u611f\u89c9\u786e\u5b9e\u4e0d\u9519\u3002<\/span><\/p>\n

    \n<\/span>Case 2\uff1a\u5efa\u7f51\u7ad9\u53ea\u662f\u70ed\u8eab\uff0c\u6765\u770b\u770b\u6570\u5b66\u529f\u5e95<\/span><\/span><\/span>
    \n<\/h2>\n

    \u63a5\u5165\u5de5\u4f5c\u6d41\u7528\u4e86\u4e00\u4e0b\u5348\uff0c\u6211\u53d1\u73b0\u5168\u6808\u5f00\u53d1\u786e\u5b9e\u662f M2.5 \u7684\u8212\u9002\u533a\u3002\u5b98\u65b9\u4e5f\u8bf4\u4e86\uff0c\u7f16\u7a0b\u548c\u667a\u80fd\u4f53\u6027\u80fd\u6bd4\u80a9 Opus 4.6 \u8fd9\u4e2a\u7ea7\u522b\u7684\u65d7\u8230\u3002\u90a3\u6211\u6362\u4e2a\u8d5b\u9053\uff0c\u770b\u770b\u5b83\u5728\u6570\u5b66\u548c\u7269\u7406\u65b9\u9762\u7684\u7406\u89e3\u529b\u3002<\/span><\/p>\n

    \u6211\u627e\u4e86\u4e00\u4e2a\u53cc\u6446\u6df7\u6c8c\u8fd0\u52a8\u7684\u6570\u5b66\u53ef\u89c6\u5316\u89c6\u9891\uff0c\u9644\u4e0a\u5b8c\u6574\u7684\u6587\u6848\u89e3\u8bf4\uff0c\u7ed9 M2.5 \u4e0b\u4e86\u4e2a\u9700\u6c42\uff1a<\/span><\/p>\n

    \n<\/span><\/p>\n

    \u201c\u7406\u89e3\u8fd9\u4e2a\u89c6\u9891\u7684\u6570\u5b66\u4e4b\u7f8e\uff0c\u9009\u53d6\u6700\u7cbe\u5f69\u7684\u90e8\u5206\uff0c\u7528\u4ee3\u7801\u91cd\u73b0\u53ef\u89c6\u5316\u52a8\u753b\u3002\u201d<\/span><\/p>\n<\/blockquote>\n

    \u8fd9\u4e2a\u4efb\u52a1\u6709\u610f\u601d\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u53ea\u662f\u5199\u4e2a\u7269\u7406\u6a21\u62df\u90a3\u4e48\u7b80\u5355\uff0c\u5f97\u5148\u770b\u61c2\u89c6\u9891\u91cc\u8bb2\u4e86\u4ec0\u4e48\uff0c\u7406\u89e3\u6df7\u6c8c\u8fd9\u4e2a\u6982\u5ff5\u5728\u53cc\u6446\u7cfb\u7edf\u4e2d\u7684\u5177\u4f53\u8868\u73b0\uff0c\u7136\u540e\u9009\u62e9\u5408\u9002\u7684\u53ef\u89c6\u5316\u65b9\u6848\u6765\u590d\u73b0\u8fd9\u79cd\u6570\u5b66\u4e4b\u7f8e\u3002<\/span><\/p>\n

    M2.5 \u7b2c\u4e00\u6b21\u7406\u89e3\u9519\u4e86\u3002\u5b83\u4ee5\u4e3a\u6211\u8981\u505a\u89c6\u9891\u526a\u8f91\uff0c\u62ff ffmpeg \u5f00\u59cb\u62c6\u5e27\u91cd\u62fc\u3002\u3002<\/span><\/p>\n

    <\/span><\/figure>\n

    \u6211\u7ea0\u6b63\u4e86\u4e00\u4e0b\uff1a\u201c\u4e0d\u662f\u526a\u89c6\u9891\uff0c\u662f\u7528\u4ee3\u7801\u6a21\u62df\u7269\u7406\u8fc7\u7a0b\u3002\u201d<\/span><\/p>\n

    \u7ea0\u6b63\u4e4b\u540e\uff0c\u5b83\u7684\u8868\u73b0\u8ba9\u6211\u6709\u70b9\u610f\u5916\u3002<\/span><\/p>\n

    M2.5 \u5199\u51fa\u4e86\u4e00\u6574\u5957\u7269\u7406\u5f15\u64ce\uff1a<\/span><\/p>\n

      \n
    • \n
      \u62c9\u683c\u6717\u65e5\u529b\u5b66\u8fd0\u52a8\u65b9\u7a0b\uff1a<\/span><\/strong>\u53cc\u6446\u7cfb\u7edf\u7684\u6838\u5fc3\u6570\u5b66\u63cf\u8ff0<\/span><\/section>\n<\/li>\n
    • \n
      \u56db\u9636\u9f99\u683c-\u5e93\u5854\u79ef\u5206\u5668\uff1a<\/span><\/strong>\u6570\u503c\u6c42\u89e3\u5fae\u5206\u65b9\u7a0b\u7684\u7ecf\u5178\u65b9\u6cd5<\/span><\/section>\n<\/li>\n
    • \n
      Phase Space \u989c\u8272\u6620\u5c04\uff1a<\/span><\/strong>\u628a\u6446\u7684\u8fd0\u52a8\u72b6\u6001\u6620\u5c04\u5230\u989c\u8272\u7a7a\u95f4<\/span><\/section>\n<\/li>\n
    • \n
      \u6df7\u6c8c\u7ffb\u8f6c\u68c0\u6d4b\uff1a<\/span><\/strong>\u5224\u65ad\u53cc\u6446\u4f55\u65f6\u8fdb\u5165\u6df7\u6c8c\u72b6\u6001<\/span><\/section>\n<\/li>\n
    • \n
      40×40 \u7f51\u683c\u6a21\u62df\uff1a<\/span><\/strong>1600 \u4e2a\u53cc\u6446\u540c\u65f6\u6f14\u7b97<\/span><\/section>\n<\/li>\n<\/ul>\n

      \u66f4\u8ba9\u6211\u610f\u5916\u7684\u662f\uff0c\u89c6\u9891\u91cc\u63d0\u5230\u7684\u201c\u674f\u4ec1\u72b6\u7a33\u5b9a\u533a\u201d\u548c\u201c\u6df7\u6c8c\u6d77\u6d0b\u4e2d\u7684\u7a33\u5b9a\u5c9b\u201d\u8fd9\u4e9b\u6982\u5ff5\uff0c\u5b83\u90fd\u51c6\u786e\u7406\u89e3\u4e86\uff0c\u5728\u4ee3\u7801\u91cc\u505a\u4e86\u5bf9\u5e94\u7684\u5b9e\u73b0\u3002\u6700\u540e\u7528 Remotion \u642d\u5efa\u4e86\u4e00\u4e2a\u89c6\u9891\u9879\u76ee\uff0c\u5305\u542b Intro\u3001\u53cc\u6446\u9635\u5217\u3001\u7f51\u683c\u573a\u666f\u4e09\u4e2a\u6bb5\u843d\uff0c\u5b8c\u6574\u53ef\u8fd0\u884c\u3002<\/span><\/p>\n

      <\/section>\n

      \u5f53\u7136\uff0c\u7b2c\u4e00\u6b21\u8bef\u89e3\u4e3a\u89c6\u9891\u526a\u8f91\u8fd9\u4e2a\u5931\u8bef\u503c\u5f97\u8bb0\u4e00\u7b14\u3002\u4f46\u7ea0\u6b63\u540e\u80fd\u5feb\u901f\u5207\u6362\u5230\u6b63\u786e\u7684\u6280\u672f\u8def\u5f84\uff0c\u800c\u4e14\u7269\u7406\u5f15\u64ce\u7684\u5b9e\u73b0\u76f8\u5f53\u4e13\u4e1a\u3002\u8fd9\u8bf4\u660e M2.5 \u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u786e\u5b9e\u7a33\u624e\u7a33\u6253\u3002<\/span><\/p>\n

      \n<\/span>Case 3\uff1a\u7b97\u6cd5\u80fd\u529b\u8fc7\u5173\u4e86\uff0c\u90a3\u5de5\u7a0b\u80fd\u529b\u5462\uff1f\u76f4\u63a5\u4e0a Boss \u7ea7<\/span><\/span><\/span>
      \n<\/h2>\n

      \u524d\u4e24\u4e2a Case\uff0c\u4e00\u4e2a\u6d4b\u5168\u6808\u5f00\u53d1\uff0c\u4e00\u4e2a\u6d4b\u6570\u5b66\u7406\u89e3\uff0cM2.5 \u90fd\u4ea4\u51fa\u4e86\u4e0d\u9519\u7684\u7b54\u5377\u3002\u4f46\u771f\u6b63\u8003\u9a8c\u4e00\u4e2a\u6a21\u578b\u5de5\u7a0b\u80fd\u529b\u7684\uff0c\u662f\u5927\u578b\u9879\u76ee\u3002\u6a21\u5757\u591a\u3001\u4f9d\u8d56\u590d\u6742\u3001\u9700\u8981\u8de8\u6587\u4ef6\u534f\u8c03\u7684\u90a3\u79cd\u3002<\/span><\/p>\n

      \u6211\u76f4\u63a5\u7ed9\u4e86\u4e2a Boss \u7ea7\u4efb\u52a1\uff1a<\/span><\/p>\n

      \n<\/span><\/p>\n

      \u72ec\u7acb\u5f00\u53d1\u4e00\u4e2a\u4f01\u4e1a\u7ea7 CMS \u5185\u5bb9\u7ba1\u7406\u7cfb\u7edf\u3002<\/span><\/p>\n

      \u6280\u672f\u6808\u8981\u6c42\uff1aNestJS + Next.js + Prisma ORM + PostgreSQL + Docker Compose + K8s \u90e8\u7f72\u3002\u5916\u52a0 OpenClaw \u63a5\u53e3\u5bf9\u63a5\uff0c\u652f\u6301\u81ea\u52a8\u53d1\u5e16\u3002<\/span><\/p>\n<\/blockquote>\n

      \u8fd9\u4e2a\u96be\u5ea6\u4ec0\u4e48\u6982\u5ff5\u5462\uff1f\u76f8\u5f53\u4e8e\u8ba9\u4e00\u4e2a\u7a0b\u5e8f\u5458\u72ec\u7acb\u641e\u5b9a\u4e00\u4e2a\u5c0f\u578b\u521b\u4e1a\u516c\u53f8\u7684\u6838\u5fc3\u4ea7\u54c1\u3002<\/span><\/p>\n

      \u540e\u7aef 8 \u4e2a\u6a21\u5757\u5316\u670d\u52a1\uff0c\u524d\u7aef\u5b8c\u6574\u7ba1\u7406\u540e\u53f0\uff0c\u52a0\u4e0a Docker \u548c K8s \u914d\u7f6e\u3002\u8fd9\u5de5\u7a0b\u91cf\uff0c\u624b\u5199\u81f3\u5c11\u5f97\u4e00\u4e2a\u5c0f\u56e2\u961f\u5e72\u4e00\u5468\u3002<\/span><\/p>\n

      <\/span><\/figure>\n

      M2.5 \u628a\u6574\u5957\u7cfb\u7edf\u642d\u4e86\u51fa\u6765\u3002\u540e\u53f0\u7ba1\u7406\u754c\u9762\u6e05\u6670\uff0c\u5185\u5bb9\u53ef\u7f16\u8f91\u3001\u53ef\u53d1\u5e03\uff0c\u6743\u9650\u3001\u641c\u7d22\u3001\u7edf\u8ba1\u4eea\u8868\u76d8\u4e00\u5e94\u4ff1\u5168\u3002<\/span><\/p>\n

      <\/section>\n

      \u4f46 M2.5 \u5199\u51fa\u6765\u7684\u7248\u672c\u6709 Bug \u5417\uff1f\u6709\u300212 \u4e2a\u30025 \u4e2a\u540e\u7aef\uff0c7 \u4e2a\u524d\u7aef\u3002<\/span><\/p>\n

      \u6211\u7ffb\u4e86\u4e00\u4e0b\u8fd9\u4e9b Bug\uff0c\u53d1\u73b0\u4e00\u4e2a\u633a\u660e\u663e\u7684\u89c4\u5f8b\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u4e09\u7c7b\u95ee\u9898\u4e0a\uff1a<\/span><\/p>\n

        \n
      • \n
        \u8de8\u6587\u4ef6\u4e00\u81f4\u6027<\/span><\/strong>\uff1a\u540c\u4e00\u4e2a extractData \u89e3\u5305\u903b\u8f91\u5728 3 \u4e2a\u5730\u65b9\u5199\u6cd5\u4e0d\u4e00\u81f4<\/span><\/section>\n<\/li>\n
      • \n
        ORM \u517c\u5bb9\u6027<\/span><\/strong>\uff1a\u90e8\u5206\u5199\u6cd5\u5728 SQLite \u4e0b\u80fd\u8dd1\uff0c\u4f46 PostgreSQL \u62a5\u9519<\/span><\/section>\n<\/li>\n
      • \n
        \u529f\u80fd\u5b8c\u6574\u5ea6<\/span><\/strong>\uff1a\u5c11\u4e86\u51e0\u4e2a\u64cd\u4f5c\u6309\u94ae<\/span><\/section>\n<\/li>\n<\/ul>\n

        \u7b80\u5355\u7406\u89e3\u662f\uff0cM2.5 \u5728\u5355\u6a21\u5757\u5185\u7684\u903b\u8f91\u4e0a\u51e0\u4e4e\u6ca1\u95ee\u9898\uff0c\u4f46\u56e0\u4e3a\u6fc0\u6d3b\u53c2\u6570\u53ea\u6709 10B\uff0c\u5728\u5904\u7406\u5927\u578b\u9879\u76ee\u65f6\uff0c\u6ce8\u610f\u529b\u5206\u914d\u5230\u5341\u51e0\u4e2a\u6587\u4ef6\u4e0a\uff0c\u96be\u514d\u4f1a\u6709\u987e\u6b64\u5931\u5f7c\u7684\u5730\u65b9\u3002\u5355\u4e2a\u6a21\u5757\u5185\u7684\u903b\u8f91\u51e0\u4e4e\u6ca1\u95ee\u9898\uff0c\u4f46\u591a\u4e2a\u6a21\u5757\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u7ef4\u62a4\uff0c\u5c31\u5bb9\u6613\u51fa\u7f1d\u9699\u3002<\/span><\/p>\n

        \u5176\u5b9e\u8fd9\u4e5f\u662f\u76ee\u524d AI \u7f16\u7a0b\u6a21\u578b\u7684\u5171\u6027\u77ed\u677f\u3002\u5199\u4e00\u4e2a\u6587\u4ef6\u5f88\u5f3a\uff0c\u8de8\u5341\u4e2a\u6587\u4ef6\u4fdd\u6301\u4e00\u81f4\u5c31\u5bb9\u6613\u51fa\u7eb0\u6f0f\u3002\u53ea\u662f M2.5 \u56e0\u4e3a\u53c2\u6570\u66f4\u8f7b\uff0c\u8fd9\u4e2a\u95ee\u9898\u4f1a\u66f4\u660e\u663e\u4e00\u4e9b\u3002<\/span><\/p>\n

        \u6211\u628a\u8fd9 12 \u4e2a Bug \u4ea4\u7ed9 Claude Opus 4.6 \u6765\u4fee\uff0c38 \u5206\u949f\u5c31\u5168\u90e8\u641e\u5b9a\u4e86\u3002<\/span><\/p>\n

        \u8fd9\u4e5f\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u5f88\u5b9e\u7528\u7684\u5de5\u4f5c\u6d41\uff1aM2.5 \u8d1f\u8d23\u5feb\u901f\u642d\u5efa\u9879\u76ee\u9aa8\u67b6\u548c\u6838\u5fc3\u529f\u80fd\uff0cOpus \u8d1f\u8d23\u7cbe\u4fee\u548c debug\u3002\u4e00\u4e2a\u51b2\u950b\u4e00\u4e2a\u6536\u5c3e\uff0c\u6548\u7387\u76f8\u5f53\u6050\u6016\u3002<\/span><\/p>\n

        \n<\/span>\u610f\u5916\u6536\u83b7\uff1a\u517c\u5bb9\u6027\u597d\u5230\u79bb\u8c31<\/span><\/span><\/span>
        \n<\/h2>\n

        \u6d4b\u5b8c\u4e09\u4e2a Case \u4e4b\u540e\uff0c\u6211\u672c\u6765\u60f3\u6536\u5de5\u4e86\u3002\u4f46\u51fa\u4e8e\u597d\u5947\uff0c\u591a\u8bd5\u4e86\u4e00\u6b65\uff1a\u628a M2.5 \u63a5\u5230\u4e0d\u540c\u7684\u5de5\u5177\u91cc\uff0c\u770b\u770b\u517c\u5bb9\u6027\u3002<\/span><\/p>\n

        \u6211\u5206\u522b\u6d4b\u8bd5\u4e86\u6700\u706b\u7684 4 \u4e2a\u5f00\u53d1\u5de5\u5177\uff0cClaude Code\u3001Claude SDK\u3001OpenClaw\u3001OpenCode\uff0c\u7ed3\u8bba\u662f\uff1a<\/span>\u5168\u90e8\u517c\u5bb9\uff0c\u5373\u63d2\u5373\u7528\uff0c\u96f6\u9002\u914d\u6210\u672c<\/span><\/strong>\u3002<\/span><\/p>\n

        <\/span><\/figure>\n

        \u5176\u4e2d OpenClaw \u7684\u8868\u73b0\u6700\u8ba9\u6211\u5370\u8c61\u6df1\u523b\uff1a\u5728 Telegram \u91cc\u901a\u8fc7 OpenClaw \u5207\u6362\u5230 MiniMax-M2.5 \u540e\uff0c\u76f4\u63a5\u5c31\u80fd\u6b63\u5e38\u5bf9\u8bdd\u3002<\/span><\/p>\n

        \u5bf9\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u4f60\u73b0\u6709\u7684\u5de5\u5177\u94fe\uff0c\u4e0d\u7ba1\u662f\u5728\u7528 Claude Code \u5199\u4ee3\u7801\uff0c\u8fd8\u662f\u7528 SDK \u642d Agent\uff0c\u751a\u81f3\u5728\u7528\u7b2c\u4e09\u65b9\u5de5\u5177\uff0c\u90fd\u53ef\u4ee5\u65e0\u7f1d\u5207\u6362\u5230 M2.5\uff0c\u4e0d\u9700\u8981\u6539\u4e00\u884c\u4ee3\u7801\u3002\u8fd9\u4e2a API \u517c\u5bb9\u6027\uff0c\u5728\u56fd\u4ea7\u6a21\u578b\u91cc\u76f8\u5f53\u7f55\u89c1\u3002<\/span><\/p>\n

        MiniMax \u663e\u7136\u6ce8\u610f\u5230\u4e86\u8fd9\u4e00\u70b9\u3002\u667a\u80fd\u4f53\u539f\u751f\u67b6\u6784\u4e0d\u53ea\u662f\u8bf4\u8bf4\uff0cAgent \u811a\u624b\u67b6\u7684\u6cdb\u5316\u6027\u786e\u5b9e\u505a\u5230\u4e86\u3002\u80fd\u5728 Claude Code \u8fd9\u79cd\u5bf9\u6a21\u578b\u80fd\u529b\u8981\u6c42\u6781\u9ad8\u7684\u73af\u5883\u91cc\u7a33\u5b9a\u5de5\u4f5c\uff0c\u8bf4\u660e\u51fd\u6570\u8c03\u7528\u3001\u5de5\u5177\u4f7f\u7528\u3001\u591a\u8f6e\u5bf9\u8bdd\u7ba1\u7406\u8fd9\u4e9b\u5e95\u5c42\u80fd\u529b\u90fd\u5230\u4f4d\u4e86\u3002<\/span><\/p>\n

        \n<\/span>10B \u7684\u79d8\u5bc6\uff1a\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5c0f\u4e5f\u80fd\u8fd9\u4e48\u5f3a\uff1f<\/span><\/span><\/span>
        \n<\/h2>\n

        10B \u6fc0\u6d3b\u53c2\u6570\u8dd1\u51fa\u65d7\u8230\u6210\u7ee9\uff0c\u542c\u8d77\u6765\u6709\u70b9\u7384\u5b66\u3002\u4ece\u5185\u90e8\u6280\u672f\u6253\u542c\u540e\uff0c\u6211\u5927\u6982\u7406\u89e3\u4e86\u4ed6\u4eec\u7684\u601d\u8def\u3002<\/span><\/p>\n

        \u4e09\u4e2a\u5b57\uff1a\u4e13\u95e8\u7ec3\u3002<\/span><\/p>\n

        \u4f20\u7edf\u7684\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u5148\u7ec3\u901a\u7528\u5e95\u5ea7\uff0c\u518d\u5fae\u8c03\u5230\u5177\u4f53\u573a\u666f\u3002M2.5 \u53cd\u8fc7\u6765\uff0c\u4ece\u8bad\u7ec3\u9636\u6bb5\u5c31\u628a Agent \u573a\u666f\u653e\u5728\u4e86\u6838\u5fc3\u4f4d\u7f6e\u3002<\/span><\/p>\n

        MiniMax \u6b64\u6b21\u642d\u4e86\u4e00\u5957\u539f\u751f\u7684 Agent RL \u8bad\u7ec3\u6846\u67b6\uff0c\u628a\u8bad\u7ec3\u5f15\u64ce\u548c Agent \u73af\u5883\u5f7b\u5e95\u89e3\u8026\u3002\u5f15\u64ce\u53ea\u7ba1\u5904\u7406 token \u6570\u636e\uff0c\u5bf9\u5916\u66b4\u9732\u6807\u51c6\u7684 OpenAI \u63a5\u53e3\uff0cAgent \u90a3\u8fb9\u53ea\u9700\u8981\u4e13\u6ce8\u73af\u5883\u4ea4\u4e92\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u3002<\/span><\/p>\n

        \u8fd9\u4e2a\u8bbe\u8ba1\u5e26\u6765\u4e00\u4e2a\u5f88\u76f4\u63a5\u7684\u597d\u5904\uff0c\u4efb\u610f Agent \u90fd\u80fd\u63a5\u5165\u8bad\u7ec3\u3002Claude Code \u4e5f\u597d\uff0cOpenClaw \u4e5f\u597d\uff0c\u7b2c\u4e09\u65b9\u5de5\u5177\u4e5f\u597d\uff0cM2.5 \u5728\u8bad\u7ec3\u9636\u6bb5\u5c31\u5df2\u7ecf\u89c1\u8fc7\u5404\u79cd\u811a\u624b\u67b6\u548c\u5de5\u5177\u94fe\u4e86\u3002<\/span><\/p>\n

        \u7b97\u6cd5\u4e0a\u4e5f\u6709\u8bb2\u7a76\u3002M2.5 \u6cbf\u7528\u4e86 MiniMax \u81ea\u7814\u7684 CISPO \u7b97\u6cd5\uff0c\u9488\u5bf9 Agent \u573a\u666f\u91cc\u52a8\u4e0d\u52a8\u51e0\u5341\u8f6e\u5bf9\u8bdd\u7684\u957f\u4e0a\u4e0b\u6587\u95ee\u9898\uff0c\u4ed6\u4eec\u5f15\u5165\u4e86\u66f4\u6709\u9488\u5bf9\u6027\u7684\u5956\u52b1\u673a\u5236\uff08Process Reward\uff09\u3002\u5bf9\u4e2d\u95f4\u6bcf\u4e00\u6b65\u7684\u751f\u6210\u8d28\u91cf\u8fdb\u884c\u6253\u5206\uff0c\u5168\u94fe\u8def\u76d1\u63a7\u3002<\/span><\/p>\n

        \u8fd8\u6709\u4e00\u4e2a\u5f88\u806a\u660e\u7684\u8bbe\u8ba1\uff0c\u5373\u901a\u8fc7\u8bc4\u4f30 Agent \u6267\u884c\u8f68\u8ff9\u7684\u8017\u65f6\uff0c\u5728\u6a21\u578b\u667a\u80fd\u5ea6\u548c\u54cd\u5e94\u901f\u5ea6\u4e4b\u95f4\u627e\u6700\u4f18\u5e73\u8861\u3002\u8fd9\u5c31\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 M2.5 \u8dd1\u8d77\u6765\u53c8\u5feb\u53c8\u4e0d\u50bb\u3002<\/span><\/p>\n

        \u5de5\u7a0b\u5c42\u9762\u66f4\u786c\u6838\u3002\u636e\u79f0\u4ed6\u4eec\u5b9e\u73b0\u4e86\u7ea6 40 \u500d\u7684\u8bad\u7ec3\u52a0\u901f\u300240 \u500d\uff1f\uff1f\uff1f<\/span><\/p>\n

        \u8fd9\u5c31\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 10B \u80fd\u6253\u51fa\u65d7\u8230\u6210\u7ee9\u3002\u53c2\u6570\u5c11\uff0c\u4f46\u6bcf\u4e2a\u53c2\u6570\u90fd\u5728 Agent \u573a\u666f\u4e0a\u7ec3\u5230\u4f4d\u4e86\u3002\u522b\u4eba\u9760\u5806\u53c2\u6570\u8986\u76d6\u80fd\u529b\uff0cM2.5 \u9760\u7cbe\u51c6\u8bad\u7ec3\u628a\u6709\u9650\u53c2\u6570\u7684\u6548\u7387\u62c9\u6ee1\u3002<\/span><\/p>\n

        \n<\/span>\u603b\u7ed3\uff1a\u8fd9\u5339\u9ed1\u9a6c\uff0c\u51ed\u4ec0\u4e48\uff1f<\/span><\/span><\/span>
        \n<\/h2>\n

        \u6d4b\u5b8c\u8fd9\u4e09\u4e2a Case \u52a0\u4e0a\u517c\u5bb9\u6027\u9a8c\u8bc1\uff0c\u6211\u5bf9 MiniMax-M2.5 \u6709\u4e86\u4e00\u4e2a\u6bd4\u8f83\u5b8c\u6574\u7684\u5224\u65ad\u3002<\/span><\/p>\n

        \u5148\u8bf4\u80fd\u529b\u5c42\u9762\u3002\u7f16\u7a0b\u548c Agent \u80fd\u529b\u786e\u5b9e\u8fbe\u5230\u4e86\u7b2c\u4e00\u68af\u961f\u2014\u2014\u5168\u6808 Web \u5f00\u53d1\u3001\u6570\u5b66\u7269\u7406\u6a21\u62df\u3001\u4f01\u4e1a\u7ea7\u7cfb\u7edf\u642d\u5efa\uff0c\u4e09\u4e2a\u573a\u666f\u90fd\u4ea4\u51fa\u4e86\u6709\u8bf4\u670d\u529b\u7684\u7b54\u5377\u3002Vibe Coding \u652f\u6301 PC\/App\/React Native \u8de8\u7aef\u5f00\u53d1\uff0c\u8fd8\u80fd\u641e Flutter\uff0c\u524d\u540e\u7aef\u5168\u6808\u5e26\u6570\u636e\u5e93\uff0c\u8fd9\u4e2a\u80fd\u529b\u8986\u76d6\u9762\u653e\u5728\u56fd\u4ea7\u6a21\u578b\u91cc\u662f\u9876\u914d\u4e86\u3002<\/span><\/p>\n

        \u518d\u8bf4\u6548\u7387\u5c42\u9762\u3002M2.5 \u652f\u6301 100 TPS \u8d85\u9ad8\u541e\u5410\u91cf\uff0c\u63a8\u7406\u901f\u5ea6\u662f Opus \u7684 3 \u500d\u3002\u5b9e\u6d4b\u4e0b\u6765\uff0c9 \u5206\u949f\u642d\u5b8c\u4e00\u4e2a\u5168\u6808\u5b66\u4e60\u7f51\u7ad9\uff0c\u8fd9\u4e2a\u901f\u5ea6\u786e\u5b9e\u914d\u5f97\u4e0a\u6781\u81f4\u63a8\u7406\u6548\u7387\u7684\u6807\u7b7e\u3002<\/span><\/p>\n

        \u4f46\u6700\u8ba9\u6211\u89c9\u5f97\u8fd9\u4e8b\u513f\u6709\u70b9\u4e1c\u897f\u7684\uff0c\u662f\u5b83\u7684<\/span>\u53c2\u6570\u6548\u7387<\/span><\/strong>\u3002<\/span><\/p>\n

        MiniMax-M2.5 \u7684\u6fc0\u6d3b\u53c2\u6570\u91cf\u4ec5 10B\u3002\u8fd9\u662f\u7b2c\u4e00\u68af\u961f\u65d7\u8230\u6a21\u578b\u91cc\u53c2\u6570\u6700\u5c0f\u7684\u3002\u4ec0\u4e48\u6982\u5ff5\uff1f\u540c\u6837\u7684\u663e\u5b58\u9884\u7b97\uff0c\u522b\u4eba\u53ea\u80fd\u8dd1\u4e00\u4e2a\u5b9e\u4f8b\uff0c\u4f60\u53ef\u80fd\u8dd1\u5f97\u8d77\u4e09\u4e2a\u3002\u5bf9\u4e8e\u9700\u8981\u79c1\u6709\u5316\u90e8\u7f72\u7684\u4f01\u4e1a\u6765\u8bf4\uff0c\u8fd9\u4e2a\u663e\u5b58\u5360\u7528\u548c\u63a8\u7406\u80fd\u6548\u6bd4\u7684\u4f18\u52bf\u662f\u538b\u5012\u6027\u7684\u3002<\/span><\/p>\n

        \u5f53\u7136\uff0c\u7f3a\u70b9\u4e5f\u8981\u8bf4\u3002<\/span><\/p>\n

        \u8de8\u6587\u4ef6\u4e00\u81f4\u6027\u3001\u9996\u6b21\u7406\u89e3\u504f\u5dee\u3001\u5927\u578b\u9879\u76ee\u7684 Bug \u7387\uff0c\u636e\u8bf4\u8fd9\u4e9b\u95ee\u9898\u4ed6\u4eec\u8fd8\u5728\u7ee7\u7eed\u4f18\u5316\uff0c\u770b\u7740\u8fed\u4ee3\u8d8a\u6765\u8d8a\u5feb\uff0c\u975e\u5e38\u671f\u5f85\u4e0b\u4e00\u4e2a\u7248\u672c\u3002\u4e0b\u6b21\u7761\u524d\u7ed9 AI \u4e0b\u9700\u6c42\uff0c\u9192\u6765\u53ef\u80fd\u6536\u5230\u7684\u4e0d\u53ea\u662f\u4e00\u4e2a\u7f51\u7ad9\uff0c\u800c\u662f\u4e00\u6574\u5957\u4e1a\u52a1\u7cfb\u7edf\u3002<\/span><\/p>\n

        \u76ee\u524d\uff0cM2.5 \u5df2\u5728 MiniMax Agent \u4e0a\u7ebf\uff0c\u4e14\u5373\u5c06\u5f00\u653e API\uff0c\u63a8\u8350\u5927\u5bb6\u53bb\u8bd5\u8bd5\u3002<\/span><\/p>\n

        <\/section>\n
        <\/section>\n
        <\/section>\n
        <\/section>\n<\/section>\n

        <\/span><\/section>\n

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