{"id":750683,"date":"2026-03-20T13:15:15","date_gmt":"2026-03-20T05:15:15","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=750683"},"modified":"2026-03-20T13:15:15","modified_gmt":"2026-03-20T05:15:15","slug":"%e5%ae%9e%e6%b5%8b-minimax-m2-7%ef%bc%9aai-%e7%8b%a0%e8%b5%b7%e6%9d%a5%ef%bc%8c%e8%bf%9e%e8%87%aa%e5%b7%b1%e9%83%bd%e5%8d%b7","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=750683","title":{"rendered":"\u5b9e\u6d4b MiniMax M2.7\uff1aAI \u72e0\u8d77\u6765\uff0c\u8fde\u81ea\u5df1\u90fd\u5377"},"content":{"rendered":"

\"\u5b9e\u6d4b<\/p>\n

\u9f99\u867e\u7206\u706b\u4e4b\u540e\uff0c\u5168\u7f51\u7684\u6ce8\u610f\u529b\u90fd\u76ef\u7740\u300c\u5b83\u8be5\u600e\u4e48\u7528\u300d\u2014\u2014\u672c\u5730\u90e8\u7f72\u8fd8\u662f\u4e91\u7aef\u3001\u4e00\u952e\u5b89\u88c5\u8fd8\u662f\u6572\u547d\u4ee4\u3001\u8981\u4e0d\u8981\u63a5\u5fae\u4fe1<\/a>\u98de\u4e66\u2026\u2026\u53cd\u800c\u6ca1\u4eba\u518d\u8ba4\u771f\u95ee\u90a3\u4e2a\u8001\u95ee\u9898\uff1a\u9a71\u52a8\u9f99\u867e\u7684\u90a3\u9897\u300c\u5927\u8111\u300d\uff0c\u591f\u4e0d\u591f\u806a\u660e\uff1f<\/p>\n

\u8fd9\u5012\u4e0d\u5947\u602a\u3002OpenAI<\/a> \u548c Google \u6700\u8fd1\u53d1\u5e03\u7684\u51e0\u6b3e\u65b0\u6a21\u578b\uff0c\u6e05\u4e00\u8272\u90fd\u662f Mini\u3001Flash \u6b3e\uff0c\u5b98\u65b9\u6f5c\u53f0\u8bcd\u51e0\u4e4e\u5199\u5728\u8138\u4e0a\uff1a\u4e13\u95e8\u7ed9 Agent \u5927\u91cf\u6d88\u8017 Token \u51c6\u5907\u7684\u3002<\/p>\n

\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u53cd\u800c\u6210\u4e86\u6700\u4e0d\u88ab\u8ba8\u8bba\u7684\u8bdd\u9898\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

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\u6700\u8fd1\uff0cMiniMax \u6b63\u5f0f\u63a8\u51fa\u4e86\u5168\u65b0\u7684 MiniMax M2.7 \u6a21\u578b\uff0c\u4e3b\u6253\u300c\u5f00\u542f AI \u7684\u81ea\u6211\u8fdb\u5316<\/strong>\u300d\u548c\u505a\u300c\u6700\u5f3a\u7684 Cowork Agent \u6a21\u578b<\/strong>\u300d\uff0c\u65e2\u80fd\u5904\u7406\u4ee3\u7801\u5de5\u4f5c\u3001\u5e38\u89c1\u7684 Office \u4efb\u52a1\uff0c\u8fd8\u80fd\u4e3b\u52a8\u5b66\u4e60\u6784\u5efa\u7a33\u5b9a\u7684 Agent \u7cfb\u7edf\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

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\u529e\u516c\u573a\u666f\u91cc\u5b83\u5df2\u7ecf\u591f\u7528\u4e86<\/strong>\u3002 Excel\u3001Word\u3001PPT \u7684\u590d\u6742\u7f16\u8f91\u548c\u591a\u8f6e\u4fee\u6539\uff0cM2.7 \u5728\u8fd9\u5757\u6709\u660e\u663e\u63d0\u5347\uff0c\u91d1\u878d\u5206\u6790\u8fd9\u7c7b\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6 + \u683c\u5f0f\u4ea4\u4ed8\u7684\u573a\u666f\u5c24\u5176\u660e\u663e\u3002\u4e0d\u80fd\u8bf4\u5b83\u53ef\u4ee5\u5b8c\u5168\u66ff\u4ee3\u4e13\u4e1a\u4eba\u58eb\uff0c\u4f46\u662f\u771f\u6b63\u8fdb\u5165\u5de5\u4f5c\u6d41\uff0c\u4f5c\u4e3a\u8f85\u52a9\u5b8c\u5168\u53ef\u4ee5\u3002<\/p>\n

\u5b83\u5728\u591a Agent \u534f\u4f5c\u91cc\u4e0d\u4f1a\u300c\u65ad\u6389\u300d<\/strong>\u3002 \u8fd9\u662f M2.7 \u4e13\u9879\u6253\u78e8\u7684\u80fd\u529b\uff0c\u591a\u89d2\u8272\u573a\u666f\u4e0b\u8fb9\u754c\u6e05\u6670\uff0c\u9762\u5bf9\u5305\u542b 50+ Skills \u7684\u590d\u6742\u73af\u5883\uff0c\u4f9d\u7136\u80fd\u4fdd\u6301\u6781\u9ad8\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002<\/p>\n

\u7136\u540e\u662f\u8fd9\u6b21\u66f4\u65b0\u7684\u91cd\u70b9\uff0c\u5b83\u5f00\u59cb\u53c2\u4e0e\u4f18\u5316\u81ea\u5df1\u4e86<\/strong>\u3002 MiniMax \u8bf4 M2.7 \u662f\u4ed6\u4eec\u7b2c\u4e00\u4e2a\u6df1\u5ea6\u53c2\u4e0e\u8fed\u4ee3\u81ea\u5df1\u7684\u6a21\u578b\uff0c\u4e0d\u53ea\u662f\u300c\u8f85\u52a9\u8fed\u4ee3\u300d\uff0c\u662f\u300c\u6df1\u5ea6\u53c2\u4e0e\u8fed\u4ee3\u81ea\u5df1\u300d\u3002\u80fd\u591f\u81ea\u6211\u8fdb\u5316\uff0cM2.7 \u53ef\u4ee5\u81ea\u4e3b\u8fed\u4ee3 Agent Harness\uff08\u667a\u80fd\u4f53\u811a\u624b\u67b6\uff09\u6765\u80dc\u4efb\u5927\u90e8\u5206\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n

\u5b9e\u6218\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4e5f\u8ba9 MiniMax M2.7 \u4e00\u53d1\u5e03\u5c31\u5728\u9f99\u867e\u699c\u4e0a\u8fc5\u901f\u6500\u5347\uff0c\u6765\u5230\u4e86\u6700\u9ad8\u5206\u6392\u884c\u699c\u7684\u7b2c\u56db\u540d\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u25b2PinchBench \u6392\u884c\u699c\u662f\u4e3a OpenClaw \u91cf\u8eab\u5b9a\u505a\u7684\u6a21\u578b\u8bc4\u4f30\u57fa\u51c6\uff0c\u5b83\u6d4b\u8bd5\u7684\u662f\u5927\u6a21\u578b\u5728 OpenClaw \u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e0b\u7684\u8868\u73b0\uff0c\u56fe\u4e2d\u4e3a\u4efb\u52a1\u6210\u529f\u7387\u6307\u6807\uff0cMiniMax M2.7 \u6392\u540d\u7b2c\u56db\uff0c\u5728 Claude Opus 4.6 \u4e4b\u540e\uff5chttps:\/\/pinchbench.com\/<\/p>\n

\u6211\u4eec\u4e5f\u5728 Claude Code\u3001\u672c\u5730\u90e8\u7f72\u7684\u9f99\u867e\u91cc\uff0c\u90fd\u63a5\u5165\u4e86 MiniMax M2.7 \u6a21\u578b\uff0c\u4ee5\u53ca MiniMax \u63d0\u4f9b\u7684 MaxClaw\uff0c\u7136\u540e\u628a\u771f\u5b9e\u7684\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684 Bug\u3001\u67af\u71e5\u7684\u91d1\u878d\u6570\u636e\uff0c\u8fd8\u6709\u5927\u91cf\u7684\u957f\u6d41\u7a0b\u4efb\u52a1\u7edf\u7edf\u4ea4\u7ed9\u5b83\u3002<\/p>\n

\u4e24\u5929\u7684\u6d4b\u8bd5\u4e0b\u6765\uff0c\u6211\u4eec\u53d1\u73b0\u4e0d\u4ec5\u8f6f\u4ef6\u8981\u4e3a\u4e86 AI \u91cd\u505a\uff0c\u5c31\u8fde AI \u6a21\u578b\u672c\u8eab\uff0c\u9664\u4e86\u8981\u7406\u89e3\u4eba\u7c7b\u7684\u7528\u610f\u548c\u4ea7\u51fa\u4eba\u7c7b\u6ee1\u610f\u7684\u7ed3\u679c\uff0c\u6a21\u578b\u66f4\u9700\u8981\u61c2\u5f97 AI \u7684\u5de5\u4f5c\u65b9\u5f0f\u548c\u5de5\u4f5c\u6d41\uff0c\u8fd8\u5f97\u5b66\u4f1a\u81ea\u5df1\u4f18\u5316\u81ea\u5df1<\/strong>\u3002<\/p>\n

\u7528 AI \u7684\u5de5\u4f5c\u6d41\u5f53\u4eba\u7c7b\u7684\u52a9\u624b<\/p>\n

\u5728 OpenClaw \u7b49 Agent \u6846\u67b6\u7206\u706b\u540e\uff0c\u771f\u6b63\u7684\u300cAI \u65f6\u4ee3\u5de5\u4f5c\u6d41\u300d\u5e94\u8be5\u662f\uff0cAI \u4f5c\u4e3a\u6838\u5fc3\u8fd0\u8f6c\u67a2\u7ebd\uff0c\u53bb\u8c03\u7528\u51e0\u5341\u4e2a\u5de5\u5177\u3001\u53bb\u6307\u6325\u5176\u4ed6 AI \u961f\u53cb\u3001\u751a\u81f3\u53bb\u4f18\u5316 AI \u81ea\u5df1\u7684\u4ee3\u7801\u3002<\/p>\n

\u5728\u6d4b\u8bd5 MiniMax M2.7 \u662f\u5982\u4f55\u81ea\u6211\u8fdb\u5316\u4e4b\u524d\uff0c\u6211\u60f3\u5148\u770b\u770b\u5b83\u7684 AI \u5de5\u4f5c\u6d41\u5982\u4f55\u3002\u5b83\u5230\u5e95\u662f\u4e0d\u662f\u4e00\u4e2a\u597d\u7528\u7684 Agent \u6a21\u578b\uff0c\u8fd8\u662f\u8bf4\u62ff\u53bb\u8dd1\u4e2a benchmark \u597d\u770b\uff0c\u5b9e\u9645\u7528\u8d77\u6765\u4e00\u8a00\u96be\u5c3d\u3002<\/p>\n

\u6211\u4eec\u4ece\u77e5\u540d\u7684\u673a\u5668\u5b66\u4e60<\/a>\u6311\u6218\u8d5b Kaggle \u7684\u7f51\u7ad9\u4e0a\u4e0b\u8f7d\u4e86\u4e00\u4efd\u80a1\u7968\u7684\u5386\u53f2\u6570\u636e\uff0c\u7136\u540e\u6309\u7167\u6bd4\u8d5b\u7684\u8981\u6c42\uff0c\u544a\u8bc9 MiniMax M2.7 \u5e2e\u6211\u5b9e\u73b0\u5bf9\u5e94\u7684\u9700\u6c42\uff0c\u5373\u6839\u636e\u7ed9\u5b9a\u7684\u6570\u636e\uff0c\u8fdb\u884c\u5408\u9002\u7684\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\uff0c\u4e3a\u6211\u751f\u6210\u4e00\u4efd\u53ef\u89c6\u5316\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n

\u6574\u4e2a\u6570\u636e\u96c6\u7684\u5185\u5bb9\u76f8\u5f53\u5e9e\u5927\uff0c\u6709\u8d85\u8fc7 3000 \u884c\u7684\u8868\u683c\u6570\u636e\uff0c\u6574\u4f53\u6587\u4ef6\u5927\u5c0f\u6765\u5230 446.35 MB\u3002\u628a 5 \u4e2a\u8868\u683c\u6570\u636e\u6587\u4ef6\u4e0b\u8f7d\u5230\u672c\u5730\u4e4b\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u63a5\u5165\u4e86 MiniMax M2.7 \u7684 Claude Code \u6765\u5b8c\u6210\u8fd9\u9879\u5de5\u4f5c\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

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\u9762\u5bf9\u8fd9\u6837\u4e00\u4e2a\u590d\u6742\u7684\u4efb\u52a1\uff0cMiniMax M2.7 \u5145\u5206\u5229\u7528\u4e86\u6211\u5df2\u7ecf\u5b89\u88c5\u7684\u5404\u79cd Skills\uff0c\u5b83\u5148\u4f7f\u7528 Anthropic \u5b98\u65b9\u63d0\u4f9b\u7684 xlsx \u5b8c\u6210\u4e86\u8868\u683c\u6570\u636e\u7ed3\u6784\u7684\u4fe1\u606f\u8bfb\u53d6\uff0c\u63a5\u7740\u5f00\u59cb\u7f16\u5199 Python \u4ee3\u7801\uff0c\u81ea\u52a8\u5b89\u88c5 Pandas \u5e93\uff08\u5e38\u7528\u6765\u5904\u7406\u8868\u683c\u6570\u636e\uff09\uff0c\u4e00\u6b65\u4e00\u6b65\u8fdb\u884c\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u6700\u540e\uff0cMiniMax M2.7 \u4e5f\u4ea4\u51fa\u4e86\u4e00\u4efd\u5b8c\u6574\u7684\u53ef\u89c6\u5316\u65b9\u6848\uff0c\u5b83\u540c\u65f6\u751f\u6210\u4e86\u591a\u5f20\u56fe\u7247\u7528\u6765\u5c55\u793a\u6536\u76ca\u7387\u5206\u5e03\uff0c\u4e0d\u540c\u7279\u5f81\u7684\u91cd\u8981\u6027\u548c\u7c7b\u522b\u6392\u540d\uff0c\u4ee5\u53ca\u7efc\u5408\u4eea\u8868\u76d8\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u800c\u5728\u53ef\u89c6\u5316\u7684\u7f51\u9875\u91cc\uff0c\u5b83\u5229\u7528 Streamlit \u5e93\u5c06\u6570\u636e\u811a\u672c\u76f4\u63a5\u8f6c\u6210\u4e86\u53ef\u4ea4\u4e92\u7684\u7f51\u9875\u7cfb\u7edf\uff0c\u6240\u6709\u7684\u4fe1\u606f\u90fd\u53ef\u4ee5\u76f4\u63a5\u52a8\u6001\u67e5\u770b\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u8fd9\u79cd\u5927\u578b\u7684\u9879\u76ee\u4efb\u52a1\uff0cMiniMax \u80fd\u591f\u987a\u5229\u5b8c\u6210\uff0c\u6211\u4eec\u65e5\u5e38\u5de5\u4f5c\u4e2d\u7684\u529e\u516c\u548c\u7f16\u7a0b\u4efb\u52a1\uff0c\u5c31\u66f4\u4e0d\u7528\u8bf4\u4e86\u3002<\/p>\n

\u6211\u4eec\u5148\u662f\u5728\u624b\u673a\u4e0a\u64cd\u4f5c\u9f99\u867e\uff0c\u8ba9\u5b83\u5e2e\u6211\u603b\u7ed3\u6211\u653e\u5728\u7535\u8111\u4e0a\u7684\u6587\u4ef6\uff0c\u7136\u540e\u8981\u6c42 MiniMax M2.7 \u6839\u636e\u8fd9\u4efd\u6587\u4ef6\uff0c\u5e2e\u6211\u5199\u4e00\u4e2a\u7814\u7a76\u8ba1\u5212 Word \u6587\u4ef6\uff0c\u518d\u6574\u7406\u4e00\u4efd\u76f8\u5173\u8bba\u6587\u7684 Excel \u6587\u6863\uff0c\u6700\u540e\u662f\u4e00\u4e2a\u7528\u6765\u7ec4\u4f1a\u505a\u6c47\u62a5\u7684 PPT \u6587\u6863\uff0c\u76f4\u63a5\u5728\u624b\u673a\u4e0a\u5c31\u80fd\u64cd\u4f5c\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u25b2\u63a5\u5165 MiniMax M2.7 \u7684\u9f99\u867e\u80fd\u5feb\u901f\u56de\u5e94\u9700\u6c42<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u25b2Office \u4e09\u4ef6\u5957\u7684\u5904\u7406\u5982\u4eca\u662f\u4e0d\u5728\u8bdd\u4e0b<\/p>\n

\u5728\u529e\u516c\u9886\u57df\u7684\u4f18\u52bf\uff0c\u4e5f\u8ba9 MiniMax M2.7 \u5728\u8861\u91cf\u4e13\u4e1a\u77e5\u8bc6\u4e0e\u4efb\u52a1\u4ea4\u4ed8\u80fd\u529b\u7684 GDPval-AA \u8bc4\u6d4b\u4e2d\uff0cELO \u5f97\u5206\u8fbe\u5230\u4e86 1495\uff0c\u56fd\u4ea7\u6a21\u578b\u6700\u9ad8\u3002<\/p>\n

\u524d\u6bb5\u65f6\u95f4\uff0cAI \u5de5\u4f5c\u52a9\u624b\u7684\u53ef\u89c6\u5316\u9762\u677f\u5f88\u706b\uff0c\u628a\u9f99\u867e\u653e\u5230\u4e86\u771f\u5b9e\u7684\u4e8c\u6b21\u5143\u98ce\u683c\u529e\u516c\u5ba4\u91cc\uff0c\u7528\u4e00\u53e5\u8bdd\u5c31\u80fd\u5b89\u88c5\u5230\u81ea\u5df1\u7684 OpenClaw\u3002\u6211\u4eec\u4e5f\u6210\u529f\u8ba9\u8fd9\u53ea Appso \u5c0f\u9f99\u867e\u6709\u4e86\u81ea\u5df1\u7684\u5bb6\uff0c\u4f46\u662f\u5982\u679c\u6211\u60f3\u8981\u4fee\u6539\u4e8c\u6b21\u5143\u623f\u95f4\u5e03\u5c40\uff0c\u53ef\u4ee5\u600e\u4e48\u505a\u5462\uff1f\u4ea4\u7ed9 MiniMax\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u5728 OpenClaw \u7684\u53ef\u89c6\u5316\u672c\u5730\u754c\u9762\u91cc\uff0c\u6211\u4eec\u76f4\u63a5\u53d1\u9001\u300c\u6211\u60f3\u4fee\u6539\u8fd9\u4e2a\u5c0f\u623f\u5b50\u7684\u98ce\u683c\u8be5\u600e\u4e48\u505a\uff1f\u300d\uff0cMiniMax M2.7 \u4f1a\u81ea\u52a8\u9605\u8bfb\u9879\u76ee\u7684\u4ee3\u7801\uff0c\u7136\u540e\u544a\u8bc9\u6211\u4eec\u54ea\u4e9b\u5730\u65b9\u662f\u53ef\u4ee5\u4fee\u6539\u7684\uff0c\u5982\u4f55\u4fee\u6539\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u7531\u4e8e\u6211\u8f93\u5165\u7684\u8981\u6c42\u662f\u79d1\u6280\u7f16\u8f91\u90e8\u529e\u516c\u5ba4\u7684\u98ce\u683c\uff0c\u7136\u540e\u5b83\u5c31\u5e2e\u6211\u4fee\u6539\u6210\u4e86\u6709\u661f\u7403\u5927\u6218\u7684\u6d77\u62a5\uff0c\u8fd8\u52a0\u4e86\u5341\u51e0\u4e2a\u4eba\u5750\u5728\u7535\u8111\u524d\u9762\u7801\u5b57\u3002<\/p>\n

\u4e0d\u8fc7\u6211\u4eec\u6ca1\u6709\u5728 OpenClaw \u5185\u914d\u7f6e Nano Banana Pro \u7684 API Key\uff0c\u6240\u4ee5 MiniMax M2.7 \u5728 OpenClaw \u91cc\u5e2e\u6211\u9009\u62e9\u4e86\u7528\u4ee3\u7801\u7684\u65b9\u5f0f\u6765\u751f\u6210\u7b80\u5355\u7684\u56fe\u7247\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u63a5\u7740\u548c\u5b83\u804a\u5929\uff0c\u6211\u4eec\u8fd8\u80fd\u6839\u636e\u8fd9\u4e2a\u98ce\u683c\u8bbe\u8ba1\u4e00\u4e2a\u7f16\u8f91\u90e8\u5927\u4ea8\u7684\u6e38\u620f<\/a>\uff0c\u8c01\u505a\u7684\u4efb\u52a1\u591a\uff0c\u8c01\u7684\u529e\u516c\u5ba4\u5c31\u5927\uff0c\u5c31\u80fd\u5347\u7ea7\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u5982\u679c\u662f MiniMax \u5b98\u65b9\u7684 MaxClaw\uff0c\u662f\u76f4\u63a5\u652f\u6301\u591a\u6a21\u6001\u7684\u751f\u6210\uff0c\u53ef\u4ee5\u4e00\u6b65\u5230\u4f4d\u751f\u6210\u89c6\u9891\u3001\u97f3\u9891\u3001\u56fe\u7247\u7b49\uff0c\u4e0d\u9700\u8981\u914d\u7f6e\u989d\u5916\u7684 API\u3002<\/p>\n

\u6211\u4eec\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684 gif-sticker-maker Skill \u751f\u6210\u4e86\u51e0\u5f20\u9a6c\u65af\u514b<\/a>\u7684\u8868\u60c5\u5305\u3002\u4e91\u7aef\u90e8\u7f72\u7684 MaxClaw \u80fd\u786e\u4fdd\u8fd0\u884c\u73af\u5883\u7684\u8db3\u591f\u5b89\u5168\uff0c\u4f46\u662f\u5b83\u4e0d\u5141\u8bb8\u6211\u4eec\u50cf\u64cd\u4f5c\u672c\u5730\u7535\u8111\u4e00\u6837\uff0c\u4efb\u610f\u5b89\u88c5\u4e0d\u540c\u7684\u5e93\u6587\u4ef6\u3002<\/p>\n

\u6700\u540e\u5728\u5c06\u89c6\u9891\u8f6c\u6210 GIF \u65f6\uff0cMaxClaw \u63d0\u9192\u6211\uff0c\u5b83\u6ca1\u6709\u8db3\u591f\u7684\u6743\u9650\u5c06 ffmpeg\uff08\u4e00\u4e2a\u5f00\u6e90\u7684\u591a\u5a92\u4f53<\/a>\u5904\u7406\u5e93\uff09\u5b89\u88c5\u5230\u4e91\u7aef\u670d\u52a1\u5668\u4e0a\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u25b2\u5728 MaxClaw \u5185\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528 MiniMax M2.7\uff0c\u5b83\u4f1a\u81ea\u52a8\u8c03\u7528\u6d77\u87ba\u7b49\u89c6\u9891\u3001\u97f3\u9891\u548c\u56fe\u7247\u751f\u6210\u6a21\u578b\uff0c\u4e3a\u6211\u4eec\u751f\u6210\u591a\u5a92\u4f53\u6587\u4ef6\uff0c\u800c\u4e0d\u9700\u8981\u989d\u5916\u914d\u7f6e\u4e13\u95e8\u7684 API KEY\u3002<\/p>\n

\u70b9\u51fb MaxClaw \u5bf9\u8bdd\u6846\u4e0b\u9762\u7684\u6280\u80fd\uff0c\u6211\u4eec\u5c31\u80fd\u770b\u5230\u6240\u6709\u5b89\u88c5\u5728 MaxClaw \u7684 Skills \u8be6\u60c5\uff0c\u5e76\u4e14\u70b9\u51fb\u300c\u95ee\u95ee MaxClaw\u300d\uff0c\u5b83\u4f1a\u81ea\u52a8\u7f16\u8f91\u4e00\u6761\u6d88\u606f\u300c\u544a\u8bc9\u6211 frontend-dev \u80fd\u505a\u4ec0\u4e48\uff0c\u5e76\u544a\u8bc9\u6211\u5982\u4f55\u4f7f\u7528\u5b83\u300d\uff0c\u5f15\u5bfc\u6211\u4eec\u5b66\u4e60\u5982\u4f55\u4f7f\u7528\u8fd9\u9879 Skill\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u9664\u4e86 GIF \u751f\u6210\u8fd9\u4e2a Skill\uff0cMiniMax \u8fd8\u63d0\u4f9b\u4e86\u5305\u62ec\u524d\u7aef\u5f00\u53d1\u3001\u5168\u6808\u540e\u7aef\u3001\u5b89\u5353\u548c iOS \u5e94\u7528\u5f00\u53d1\u4ee5\u53ca\u521b\u4f5c\u60ca\u8273\u89c6\u89c9\u6548\u679c\u7684 GLSL \u7740\u8272\u6280\u672f\u7b49\u6280\u80fd\u5e93\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5728\u9f99\u867e\u91cc\u53d1\u9001\u300c\u4f60\u80fd\u5e2e\u6211\u5b89\u88c5\u8fd9\u4e2a\u9879\u76ee\u91cc\u7684 Skill \u5417 https:\/\/github.com\/MiniMax-AI\/skills\u300d\uff0c\u9f99\u867e\u4f1a\u81ea\u52a8\u83b7\u53d6 Skill \u6587\u6863\u5b8c\u6210\u5b89\u88c5\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u25b2\u4e0b\u8f7d\u94fe\u63a5\uff1ahttps:\/\/github.com\/MiniMax-AI\/skills<\/p>\n

AI \u72e0\u8d77\u6765\uff0c\u8fde\u81ea\u5df1\u90fd\u5377<\/p>\n

\u9664\u4e86\u5728\u65e5\u5e38\u5de5\u4f5c\u548c\u529e\u516c\u9886\u57df\u4e0a\u8868\u73b0\u51fa\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u4ee5\u53ca\u5b9e\u9645\u7684\u4ea4\u4ed8\u80fd\u529b\uff0cMiniMax M2.7 \u6700\u8ba9\u6211\u4eec\u611f\u5230\u7279\u522b\u7684\uff0c\u8fd8\u6709\u5b83\u5c55\u73b0\u51fa\u7684\u300c\u6a21\u578b\u81ea\u8fed\u4ee3\u95ed\u73af<\/strong>\u300d\u3002<\/p>\n

MiniMax \u66fe\u63d0\u5230\u4eba\u7c7b\u7814\u7a76\u5458\u53ea\u9700\u8981\u628a\u63a7\u5927\u65b9\u5411\uff0c\u628a\u6784\u5efa\u7cfb\u7edf\u7684\u4efb\u52a1\u4ea4\u7ed9\u6a21\u578b\uff0c\u5b83\u5c31\u80fd\u4ee5\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08\u7684\u8eab\u4efd\u81ea\u4e3b\u642d\u5efa\u5f00\u53d1 Agent harness\u3002<\/p>\n

Agent harness \u53ef\u4ee5\u7406\u89e3\u6210\u5957\u5728 AI agent \u5916\u9762\u7684\u4e00\u5c42\u8fd0\u884c\u57fa\u7840\u8bbe\u65bd\u3002\u6a21\u578b\u8d1f\u8d23\u601d\u8003\uff0charness \u8d1f\u8d23\u628a\u8fd9\u4e2a\u300c\u4f1a\u60f3\u300d\u7684\u4e1c\u897f\uff0c\u53d8\u6210\u4e00\u4e2a\u80fd\u7a33\u5b9a\u5e72\u6d3b\u7684\u7cfb\u7edf\u3002\u8fd9\u4e2a\u7cfb\u7edf\u50cf\u662f\u8fd0\u884c\u5c42\uff0c\u8d1f\u8d23\u8ba9 agent \u5728\u771f\u5b9e\u73af\u5883\u91cc\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n

\"\u5b9e\u6d4b<\/p>\n

\u4e3a\u4e86\u6d4b\u8bd5 M2.7 \u7684\u6781\u9650\uff0cMiniMax \u8ba9\u5b83\u53bb\u4f18\u5316\u67d0\u4e2a\u5185\u90e8\u811a\u624b\u67b6\u7684\u8f6f\u4ef6\u5de5\u7a0b\u8868\u73b0\u3002\u7ed3\u679c\uff0cM2.7 \u5168\u7a0b\u96f6\u4eba\u5de5\u5e72\u9884\uff0c\u786c\u751f\u751f\u8dd1\u51fa\u4e86\u4e00\u4e2a\u8d85\u8fc7 100 \u8f6e\u7684\u8fed\u4ee3\u5faa\u73af\u3002<\/p>\n

\u5b83\u81ea\u5df1\u5206\u6790\u5931\u8d25\u8f68\u8ff9\uff0c\u81ea\u5df1\u89c4\u5212\u6539\u52a8\uff0c\u6539\u5b8c\u811a\u624b\u67b6\u4ee3\u7801\u518d\u53bb\u8dd1\u8bc4\u6d4b\uff0c\u6700\u540e\u5bf9\u6bd4\u7ed3\u679c\u51b3\u5b9a\u662f\u4fdd\u7559\u8fd8\u662f\u56de\u9000\u3002\u5728\u4e0d\u505c\u6b47\u81ea\u6211\u4e92\u640f\u4e2d\uff0c\u5b83\u81ea\u5df1\u53d1\u73b0\u4e86\u6700\u4f18\u89e3\uff0c\u6700\u7ec8\u8ba9\u8bc4\u6d4b\u96c6\u4e0a\u7684\u6548\u679c\u98d9\u5347\u4e86 30%\u3002<\/p>\n

\u8fd9\u79cd\u300cAI \u641e\u79d1\u7814\u300d\u7684\u80fd\u529b\u4e5f\u5728\u516c\u5f00\u7684\u6d4b\u8bd5\u96c6\u4e0a\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0cMiniMax M2.7 \u88ab\u6254\u8fdb\u4e86\u5168\u7403\u6700\u5927\u7684\u673a\u5668\u5b66\u4e60\u7ade\u8d5b Kaggle \u7684 MLE Lite \u6d4b\u8bd5\u96c6\u3002<\/p>\n<\/p>\n

22 \u9053\u9ad8\u96be\u5ea6\u7ade\u8d5b\u9898\uff0cM2.7 \u4f9d\u9760\u5185\u90e8\u7684\u77ed\u65f6\u8bb0\u5fc6\u6587\u4ef6\u548c\u81ea\u53cd\u9988\u673a\u5236\uff0c\u6bcf\u8dd1\u5b8c\u4e00\u8f6e\u5c31\u7ed9\u81ea\u5df1\u63d0\u4f18\u5316\u5efa\u8bae\u3002<\/p>\n

24 \u5c0f\u65f6\u5185\uff0c\u5b83\u4e00\u4e3e\u62ff\u4e0b\u4e86 9 \u679a\u91d1\u724c\u30015 \u679a\u94f6\u724c\u30011 \u679a\u94dc<\/a>\u724c\uff0c\u5f97\u724c\u7387 66.6%\u3002<\/strong><\/p>\n

\u8fd9\u4e2a\u6210\u7ee9\uff0c\u4ec5\u6b21\u4e8e Opus-4.6\uff0875.7%\uff09\u548c GPT-5.4\uff0871.2%\uff09\uff0c\u4e0e Gemini-3.1 \u76f4\u63a5\u6253\u5e73\u3002<\/p>\n

\u5f53\u4e00\u4e2a\u6a21\u578b\u80fd\u591f\u4ee5\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08\u7684\u8eab\u4efd\uff0c\u4ec5\u7528 1 \u4eba 4 \u5929\u65f6\u95f4\uff0c\u96f6\u4eba\u5de5\u7f16\u7801\u5c31\u642d\u51fa\u4e00\u5957\u5305\u542b\u6d4b\u8bd5\u548c\u4ee3\u7801\u5ba1\u67e5\u7684 Agent \u7cfb\u7edf\u65f6\uff0cAI \u7814\u53d1\u7684\u9f7f\u8f6e\uff0c\u5927\u6982\u5df2\u7ecf\u6362\u4e0a\u4e86\u81ea\u52a8\u6321\u3002<\/p>\n

\u5728\u6781\u5176\u786c\u6838\u7684\u751f\u4ea7\u529b\u4e4b\u5916\uff0cMiniMax M2.7 \u7684\u5e95\u5c42\u6846\u67b6\u4e5f\u8d4b\u4e88\u4e86\u5b83\u957f\u7a0b\u7a33\u5b9a\u7684\u8bb0\u5fc6\u548c\u6781\u5f3a\u7684\u60c5\u5546\uff0c\u8fd9\u8ba9\u5b83\u5728\u4e92\u52a8\u89d2\u8272\u626e\u6f14\uff08Roleplay\uff09\u4e0a\uff0c\u6bd4\u4f20\u7edf\u7684\u95f2\u804a\u673a\u5668\u4eba\u8868\u73b0\u8981\u597d\u4e0a\u4e0d\u5c11\u3002<\/p>\n

\u5b98\u65b9\u5728 GitHub \u4e0a\u5f00\u6e90\u4e86\u4e00\u4e2a\u591a\u6a21\u6001\u4ea4\u4e92\u7cfb\u7edf OpenRoom<\/strong>\uff0c\u4e00\u4e2a\u4e07\u7269\u7686\u53ef\u4e92\u52a8\u7684 Web GUI \u7a7a\u95f4\uff0c\u53ef\u4ee5\u5b9e\u65f6\u5730\u8ba9 AI \u4e0e\u7a7a\u95f4\u4ea7\u751f\u4e0d\u540c\u7684\u4ea4\u4e92\u3002<\/p>\n

AI \u5f00\u59cb\u5b66\u4f1a\u300c\u81ea\u5df1\u5de5\u4f5c\u300d\uff0c\u8fd9\u4ef6\u4e8b\u6bd4\u5199\u597d\u4ee3\u7801\u66f4\u91cd\u8981<\/p>\n

\u4f53\u9a8c\u4e0b\u6765\uff0cMiniMax M2.7 \u771f\u6b63\u8ba9\u6211\u4eec\u5728\u610f\u7684\uff0c\u4e0d\u662f\u5b83\u628a Kaggle \u7ade\u8d5b\u5237\u51fa\u4e86 66.6% \u7684\u5f97\u724c\u7387\uff0c\u4e5f\u4e0d\u662f Office \u4e09\u4ef6\u5957\u4ea4\u4ed8\u5f97\u8db3\u591f\u5e72\u51c0\u3002<\/p>\n

\u800c\u662f\u5b83\u5728\u8bd5\u56fe\u89e3\u51b3\u4e00\u4ef6\u66f4\u5e95\u5c42\u7684\u4e8b\uff1a\u8ba9 AI \u771f\u6b63\u7406\u89e3\u5de5\u4f5c\u6d41\uff0c\u5e76\u4e14\u53c2\u4e0e\u5230\u5de5\u4f5c\u6d41\u7684\u6f14\u5316\u91cc<\/strong>\u3002<\/p>\n

\u8fc7\u53bb\uff0c\u8f6f\u4ef6\u662f\u4eba\u5199\u7684\u3001\u4eba\u7528\u7684\u3002\u73b0\u5728\uff0cAI \u5f00\u59cb\u5199\u8f6f\u4ef6\u3001\u6539\u8f6f\u4ef6\u3001\u7528\u8f6f\u4ef6\u3002\u5f53\u4e00\u4e2a\u6a21\u578b\u80fd\u591f\u5728\u6ca1\u6709\u4eba\u5de5\u7f16\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u5df1\u642d\u7cfb\u7edf\u3001\u81ea\u5df1\u6d4b\u8bd5\u3001\u81ea\u5df1\u56de\u9000\u2014\u2014\u300cAI \u7814\u53d1\u300d\u8fd9\u4ef6\u4e8b\u7684\u9f7f\u8f6e\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5df2\u7ecf\u6362\u4e0a\u4e86\u81ea\u52a8\u6321\u3002<\/p>\n

\u6240\u8c13\u300c\u9f99\u867e\u5230\u5e95\u8be5\u600e\u4e48\u7528\u300d\uff0c\u6211\u60f3\u5f88\u5feb\u5c31\u4e0d\u518d\u662f\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u56e0\u4e3a\u51b3\u5b9a\u8fd9\u4e00\u5207\u7684\uff0c\u4e0d\u518d\u662f\u6211\u4eec\u3002<\/strong><\/p>\n

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