{"id":749009,"date":"2026-03-18T19:13:16","date_gmt":"2026-03-18T11:13:16","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=749009"},"modified":"2026-03-18T19:13:16","modified_gmt":"2026-03-18T11:13:16","slug":"minimax%e5%8f%91%e5%b8%83%e6%96%b0%e4%b8%80%e4%bb%a3agent%e5%a4%a7%e6%a8%a1%e5%9e%8bm2-7%ef%bc%8c%e9%a6%96%e6%ac%a1%e5%b1%95%e7%a4%ba%e6%a8%a1%e5%9e%8b%e8%87%aa%e6%88%91%e8%bf%9b%e5%8c%96%e8%b7%af","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=749009","title":{"rendered":"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84"},"content":{"rendered":"

IT\u4e4b\u5bb6 3 \u6708 18 \u65e5\u6d88\u606f\uff0c\u4eca\u65e5 MiniMax \u7a00\u5b87\u79d1\u6280\u53d1\u5e03\u65b0\u4e00\u4ee3 Agent \u65d7\u8230\u5927\u6a21\u578b M2.7\uff0c\u9996\u6b21\u5c55\u793a\u201c\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u201d\u8def\u5f84\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u6784\u5efa Agent Harness \u4f53\u7cfb\uff0c\u636e\u79f0\u80fd\u8ba9\u6a21\u578b\u6df1\u5ea6\u53c2\u4e0e\u81ea\u8eab\u8bad\u7ec3\u4e0e\u4f18\u5316\u6d41\u7a0b\u3002\u516c\u53f8\u79f0\uff0c\u5728\u90e8\u5206\u7814\u53d1\u573a\u666f\u4e2d\uff0cM2.7 \u53ef\u627f\u62c5\u7ea6 30%\u201450% \u7684\u5de5\u4f5c\u91cf\uff0c\u5e76\u5728\u5185\u90e8\u8bc4\u6d4b\u96c6\u4e0a\u5b9e\u73b0\u7ea6 30% \u7684\u6548\u679c\u63d0\u5347\u3002<\/p>\n

\u5728\u6db5\u76d6\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684 SWE-Pro \u4e2d\uff0cM2.7 \u4ee5 56.22% \u7684\u6b63\u786e\u7387\u8ffd\u5e73 GPT-5.3-Codex\uff1b\u5728 Repo \u7ea7\u4ee3\u7801\u751f\u6210\u57fa\u51c6 VIBE-Pro \u4e0a\uff0cM2.7 \u5f97\u5206 55.6%\uff0c\u51e0\u4e4e\u4e0e Opus 4.6 \u6301\u5e73\u3002<\/p>\n

IT\u4e4b\u5bb6\u9644\u5b98\u65b9\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4e0b\uff1a<\/p>\n

M2.7 \u80fd\u591f\u81ea\u884c\u6784\u5efa\u590d\u6742 Agent Harness\uff0c\u5e76\u57fa\u4e8e Agent Teams\u3001\u590d\u6742 Skills\u3001Tool Search tool \u7b49\u80fd\u529b\uff0c\u5b8c\u6210\u9ad8\u5ea6\u590d\u6742\u7684\u751f\u4ea7\u529b\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u7814\u53d1 M2.7 \u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u57fa\u4e8e\u6a21\u578b\u6784\u5efa\u5f3a\u5316\u5b66\u4e60 Harness \u4e2d\u7684\u6570\u5341\u4e2a\u590d\u6742\u7684 skills\uff0c\u66f4\u65b0\u81ea\u5df1\u7684 memory\uff0c\u9a71\u52a8\u6a21\u578b\u81ea\u8eab\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u5e76\u57fa\u4e8e\u7ed3\u679c\u4f18\u5316\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u548c Harness\uff0c\u5f00\u542f\u6a21\u578b\u7684\u81ea\u6211\u8fdb\u5316\u3002<\/p>\n

M2.7 \u5728\u771f\u5b9e\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u6709\u4f18\u5f02\u7684\u8868\u73b0\uff0c\u5305\u62ec\u7aef\u5230\u7aef\u7684\u5b8c\u6574\u9879\u76ee\u4ea4\u4ed8\uff0c\u5206\u6790\u65e5\u5fd7\u6392\u67e5 Bug\u3001\u4ee3\u7801\u5b89\u5168\uff0c\u673a\u5668\u5b66\u4e60<\/a>\u7b49\u3002\u5728\u57fa\u51c6\u6d4b\u8bd5 SWE-Pro \u4e2d\uff0cM2.7 \u5f97\u5206 56.22%\uff0c\u51e0\u4e4e\u63a5\u8fd1 Opus \u6700\u597d\u7684\u6c34\u5e73\u3002\u8fd9\u4e00\u80fd\u529b\u540c\u6837\u5ef6\u4f38\u5230\u4e86\u7aef\u5230\u7aef\u7684\u5b8c\u6574\u9879\u76ee\u4ea4\u4ed8\u573a\u666f\uff08VIBE-Pro 55.6%\uff09\u4ee5\u53ca\u5bf9\u590d\u6742\u5de5\u7a0b\u7cfb\u7edf\u7684\u6df1\u5c42\u7406\u89e3 Terminal Bench 2\uff0857.0%\uff09\u3002<\/p>\n

\u5728\u4e13\u4e1a\u529e\u516c\u9886\u57df\uff0c\u6211\u4eec\u63d0\u5347\u4e86\u6a21\u578b\u5728\u5404\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u4efb\u52a1\u4ea4\u4ed8\u80fd\u529b\uff0c\u5728 GDPval-AA \u7684 ELO \u5f97\u5206\u662f 1495\uff0c\u4e3a\u5f00\u6e90\u6700\u9ad8\u3002M2.7 \u5bf9 Office \u4e09\u4ef6\u5957 Excel \/ PPT \/ Word \u7684\u590d\u6742\u7f16\u8f91\u80fd\u529b\u663e\u8457\u63d0\u5347\uff0c\u80fd\u66f4\u597d\u5730\u5b8c\u6210\u591a\u8f6e\u4fee\u6539\u548c\u9ad8\u4fdd\u771f\u7684\u7f16\u8f91\u3002M2.7 \u5177\u5907\u4e0e\u590d\u6742\u73af\u5883\u4ea4\u4e92\u7684\u80fd\u529b\uff0cM2.7 \u5728 40 \u4e2a\u590d\u6742 skills (> 2000 Token) \u7684 case \u4e0a\uff0c\u4ecd\u80fd\u4fdd\u6301 97% \u7684 skills \u9075\u5faa\u7387\u3002\u5728 OpenClaw \u7684\u4f7f\u7528\u4e2d\uff0cM2.7 \u76f8\u6bd4\u4e8e M2.5 \u4e5f\u6709\u4e86\u663e\u8457\u7684\u63d0\u5347\uff0c\u5728 MM-Claw \u7684\u8bc4\u6d4b\u4e2d\u63a5\u8fd1 Sonnet 4.6\u3002<\/p>\n

M2.7 \u5177\u5907\u4f18\u79c0\u7684\u8eab\u4efd\u4fdd\u6301\u80fd\u529b\u548c\u60c5\u5546\uff0c\u9664\u4e86\u751f\u4ea7\u529b\u4f7f\u7528\u5916\uff0c\u7ed9\u4e92\u52a8\u5a31\u4e50\u573a\u666f\u7684\u521b\u65b0<\/a>\u4e5f\u51c6\u5907\u4e86\u7a7a\u95f4\u3002<\/p>\n

\u57fa\u4e8e\u4e0a\u8ff0\u80fd\u529b\uff0cM2.7 \u4e5f\u5728\u663e\u8457\u52a0\u901f\u6211\u4eec\u81ea\u8eab\u5411\u4e00\u4e2a AI Native \u7ec4\u7ec7\u7684\u8fdb\u5316\u3002<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

01\u3001<\/strong>\u6784\u5efa\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u667a\u80fd\u4f53<\/strong><\/p>\n

\u5728\u6700\u5f00\u59cb\uff0c\u6211\u4eec\u5206\u4eab\u4e00\u4e2a\u6211\u4eec\u5185\u90e8\u8ba9 M2 \u7cfb\u5217\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u7684\u5b9e\u8df5\uff0c\u8fd9\u4e5f\u662f\u5bf9\u6a21\u578b Agent \u80fd\u529b\u8fb9\u754c\u7684\u63a2\u7d22\u3002<\/p>\n

Agent Harness \u901a\u5e38\u4f9d\u8d56\u590d\u6742\u7684 Skills\u3001\u8bb0\u5fc6\u7cfb\u7edf\u548c\u5176\u4ed6\u7ec4\u4ef6\u6765\u63d0\u5347\u6a21\u578b\u5bf9\u4e0d\u540c\u5de5\u4f5c\u73af\u5883\u7684\u9002\u5e94\u80fd\u529b\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u5728 M2 \u7684\u65e9\u671f\u7248\u672c\u4e2d\uff0c\u5c06\u5176\u5f15\u5bfc\u4e3a\u4e00\u4e2a\u7814\u7a76\u578b Agent \u6846\u67b6 \u2014\u2014 \u5b83\u80fd\u591f\u4e0e\u4e0d\u540c\u7684\u7814\u7a76\u9879\u76ee\u7ec4\u8fdb\u884c\u4ea4\u4e92\u548c\u534f\u4f5c\u3002\u8be5\u7cfb\u7edf\u8986\u76d6\u4e86\u6570\u636e\u6d41\u6c34\u7ebf\u3001\u8bad\u7ec3\u73af\u5883\u3001\u8bc4\u6d4b\u57fa\u7840\u8bbe\u65bd\u3001\u8de8\u56e2\u961f\u534f\u4f5c\u3001\u6301\u4e45\u5316\u8bb0\u5fc6 \u2014\u2014 \u8ba9\u7814\u7a76\u5458\u53ef\u4ee5\u9a71\u52a8\u5b83\u6765\u4ea4\u4ed8\u66f4\u597d\u7684\u6a21\u578b\u3002\u7814\u7a76 Agent \u9a71\u52a8\u7740\u4ea7\u51fa\u4e0b\u4e00\u4ee3\u6a21\u578b\u7684\u8fed\u4ee3\u5faa\u73af\u3002\u7814\u7a76\u5458\u5728\u6bcf\u4e00\u5c42\u5f15\u5bfc\u65b9\u5411\uff0c\u6a21\u578b\u5728\u6bcf\u4e00\u5c42\u8d1f\u8d23\u6784\u5efa\u3002<\/p>\n

\u4ee5\u4e00\u4e2a RL \u573a\u666f\u4e3a\u4f8b\uff1a\u7814\u7a76\u5458\u4ece\u4e00\u4e2a\u5b9e\u9a8c\u60f3\u6cd5\u51fa\u53d1\uff0c\u4e0e Agent \u5c55\u5f00\u8ba8\u8bba\u3002Agent \u534f\u52a9\u8fdb\u884c\u6587\u732e\u8c03\u7814\uff0c\u6301\u7eed\u8ddf\u8e2a\u9884\u8bbe\u7684\u5b9e\u9a8c\u89c4\u683c\uff0c\u5b8c\u6210\u6570\u636e\u6d41\u6c34\u7ebf\u53ca\u5176\u4ed6\u5bf9\u63a5\u5de5\u4f5c\uff0c\u5e76\u542f\u52a8\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u8fd0\u884c\u671f\u95f4\uff0c\u5b83\u4f1a\u81ea\u52a8\u76d1\u63a7\u548c\u5206\u6790\u5b9e\u9a8c\u72b6\u6001\uff0c\u5e76\u81ea\u52a8\u89e6\u53d1\u65e5\u5fd7\u8bfb\u53d6\u3001\u95ee\u9898\u6392\u67e5\u3001\u6307\u6807\u5206\u6790\u3001\u4ee3\u7801\u4fee\u590d\u3001\u5408\u5e76\u8bf7\u6c42\u4ee5\u53ca\u5192\u70df\u6d4b\u8bd5\uff0c\u8bc6\u522b\u5e76\u914d\u7f6e\u90a3\u4e9b\u7ec6\u5fae\u4f46\u5173\u952e\u7684\u53d8\u66f4\u3002\u8fd9\u4e9b\u5de5\u4f5c\u8fc7\u53bb\u53ef\u80fd\u9700\u8981\u6765\u81ea\u4e0d\u540c\u56e2\u961f\u7684\u591a\u4f4d\u540c\u4e8b\u534f\u4f5c\u5b8c\u6210\uff0c\u800c\u73b0\u5728\u7814\u7a76\u5458\u53ea\u9700\u5728\u5173\u952e\u51b3\u7b56\u548c\u8ba8\u8bba\u65f6\u4ecb\u5165\u3002\u8fd9\u5927\u5e45\u52a0\u901f\u4e86\u95ee\u9898\u53d1\u73b0\u548c\u5b9e\u9a8c\u8fed\u4ee3\uff0c\u4ece\u800c\u66f4\u5feb\u5730\u4ea4\u4ed8\u6a21\u578b\u3002\u5728\u8fd9\u4e2a\u573a\u666f\u4e0b\uff0cM2.7 \u80fd\u591f\u80dc\u4efb 30-50% \u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\u6211\u4eec\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4e5f\u610f\u8bc6\u5230\uff0c\u6a21\u578b\u81ea\u4e3b\u8fed\u4ee3 harness \u7684\u80fd\u529b\u4e5f\u81f3\u5173\u91cd\u8981\u3002\u6211\u4eec\u5185\u90e8\u7684 harness \u4f1a\u81ea\u4e3b\u6536\u96c6\u53cd\u9988\uff0c\u5efa\u7acb\u5185\u90e8\u4efb\u52a1\u7684\u8bc4\u6d4b\u96c6\uff0c\u5e76\u57fa\u4e8e\u6b64\u4e0d\u65ad\u8fed\u4ee3\u81ea\u5df1\u7684 Agent \u67b6\u6784\u3001Skills \/ MCP \u5b9e\u73b0\u548c\u8bb0\u5fc6\u673a\u5236\uff0c\u6765\u66f4\u597d\u548c\u66f4\u9ad8\u6548\u7684\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u4eec\u8ba9 M2.7 \u4f18\u5316\u4e00\u4e2a\u5185\u90e8\u811a\u624b\u67b6\u4e0a\u6a21\u578b\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5f00\u53d1\u8868\u73b0\u3002M2.7 \u5168\u7a0b\u81ea\u4e3b\u8fd0\u884c\uff0c\u6267\u884c\u201c\u5206\u6790\u5931\u8d25\u8f68\u8ff9 \u2192 \u89c4\u5212\u6539\u52a8 \u2192 \u4fee\u6539\u811a\u624b\u67b6\u4ee3\u7801 \u2192 \u8fd0\u884c\u8bc4\u6d4b \u2192 \u5bf9\u6bd4\u7ed3\u679c \u2192 \u51b3\u5b9a\u4fdd\u7559\u6216\u56de\u9000\u201d\u7684\u8fed\u4ee3\u5faa\u73af\u8d85\u8fc7 100 \u8f6e\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d M2.7 \u53d1\u73b0\u4e86\u9488\u5bf9\u6a21\u578b\u7684\u6709\u6548\u4f18\u5316\uff1a\u7cfb\u7edf\u6027\u641c\u7d22\u6e29\u5ea6\u3001\u9891\u7387\u60e9\u7f5a\u3001\u5b58\u5728\u60e9\u7f5a\u7b49\u91c7\u6837\u53c2\u6570\u7684\u6700\u4f18\u7ec4\u5408\uff1b\u4e3a\u6a21\u578b\u8bbe\u8ba1\u66f4\u5177\u4f53\u7684\u5de5\u4f5c\u6d41\u6307\u5f15\uff08\u5982\u4fee\u590d\u540e\u81ea\u52a8\u641c\u7d22\u5176\u4ed6\u6587\u4ef6\u4e2d\u7684\u76f8\u540c bug \u6a21\u5f0f\uff09\uff1b\u5728\u811a\u624b\u67b6\u7684 Agent Loop \u4e2d\u6dfb\u52a0\u5faa\u73af\u68c0\u6d4b\u7b49\u4f18\u5316\u3002\u6700\u7ec8\u5728\u5185\u90e8\u8bc4\u6d4b\u96c6\u4e0a\u6548\u679c\u63d0\u5347 30%\u3002<\/p>\n

\u6211\u4eec\u76f8\u4fe1\uff0c\u672a\u6765\u7684 AI \u81ea\u6211\u8fdb\u5316\u4f1a\u9010\u6b65\u5411\u5b8c\u5168\u81ea\u52a8\u5316\u8fc7\u6e21\uff0c\u5305\u62ec\u5b8c\u5168\u81ea\u4e3b\u7684\u534f\u8c03\u6570\u636e\u6784\u5efa\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u63a8\u7406\u67b6\u6784\u3001\u8bc4\u6d4b\u7b49\u7b49\u3002\u6211\u4eec\u7528 M2.7 \u53c2\u4e0e\u4e86 MLE Bench Lite \u7684 22 \u4e2a\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u6d4b\u8bd5\uff0c\u51e0\u4e4e\u56ca\u62ec\u4e86\u7814\u53d1\u7684\u6240\u6709\u73af\u8282\u3002<\/p>\n

\u6211\u4eec\u8bbe\u8ba1\u548c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u7b80\u6613\u7684\u811a\u624b\u67b6\u6765\u5f15\u5bfc Agent \u8fdb\u884c\u81ea\u4e3b\u4f18\u5316\uff0c\u6838\u5fc3\u7684\u6a21\u5757\u5305\u62ec\u77ed\u65f6\u8bb0\u5fc6\u3001\u81ea\u53cd\u9988\u4ee5\u53ca\u81ea\u4f18\u5316\u4e09\u4e2a\u6a21\u5757\u3002\u5177\u4f53\u6765\u8bb2\uff0cAgent \u5b8c\u6210\u6bcf\u8f6e\u8fed\u4ee3\u540e\u4f1a\u5f62\u6210\u4e00\u4e2a\u77ed\u65f6\u8bb0\u5fc6\u6587\u4ef6\uff0c\u540c\u65f6\u5bf9\u5f53\u524d\u8f6e\u6b21\u7684\u7ed3\u679c\u8fdb\u884c\u81ea\u53cd\u9988\uff0c\u4ece\u800c\u7ed9\u4e0b\u4e00\u8f6e\u6b21\u63d0\u4f9b\u6f5c\u5728\u7684\u4f18\u5316\u65b9\u5411\uff0c\u4e0b\u4e00\u8f6e\u6b21\u57fa\u4e8e\u6240\u6709\u5386\u53f2\u8f6e\u6b21\u7684\u8bb0\u5fc6\u53ca\u81ea\u53cd\u9988\u94fe\u8fdb\u884c\u4e0b\u4e00\u6b65\u7684\u81ea\u4f18\u5316\u3002<\/p>\n

\u6211\u4eec\u603b\u5171\u6d4b\u8bd5\u4e09\u6b21\uff0c\u6bcf\u6b21\u6709 24 \u5c0f\u65f6\u6765\u8fed\u4ee3\u8fdb\u5316\uff0c\u4ece\u4e0b\u56fe\u4e2d\u80fd\u591f\u770b\u5230 M2.7 \u968f\u65f6\u95f4\u4e0d\u65ad\u53d6\u5f97\u66f4\u9ad8\u7684\u6027\u80fd\u3002\u6700\u597d\u7684\u4e00\u6b21\u53d6\u5f97 9 \u679a\u91d1\u724c\uff0c5 \u679a\u94f6\u724c\uff0c1 \u679a\u94dc<\/a>\u724c\u3002\u4e09\u6b21\u5e73\u5747\u662f 66.6% \u7684\u5f97\u724c\u7387\uff0c\u6b64\u6210\u7ee9\u4ec5\u6b21\u4e8e Opus-4.6 (75.7%)\u3001GPT-5.4 (71.2%)\uff0c\u548c Gemini-3.1 (66.6%) \u6301\u5e73\u3002<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

02\u3001<\/strong>\u771f\u5b9e\u7684\u8f6f\u4ef6\u5de5\u7a0b<\/strong><\/p>\n

\u5728\u7f16\u7a0b\u7b49\u4ee3\u7801\u751f\u6210\u7c7b\u4efb\u52a1\u4e0a\uff0cM2.7 \u66f4\u6df1\u5165\u5730\u6253\u78e8\u4e86\u771f\u5b9e\u8f6f\u4ef6\u5de5\u7a0b\u6240\u9700\u7684\u7f16\u7a0b\u80fd\u529b\uff0c\u8986\u76d6\u65e5\u5fd7\u5206\u6790\u4e0e Bug \u5b9a\u4f4d\u3001\u4ee3\u7801\u91cd\u6784\u3001\u4ee3\u7801\u5b89\u5168\u3001\u673a\u5668\u5b66\u4e60\u3001\u5b89\u5353\u5f00\u53d1\u7b49\u65b9\u5411\u3002<\/p>\n

\u4ee5\u7ebf\u4e0a\u6700\u5e38\u89c1\u7684\u7ebf\u4e0a\u751f\u4ea7\u73af\u5883\u6545\u969c\u8c03\u8bd5\u4e3a\u4f8b \u2014\u2014 \u8fd9\u7c7b\u4efb\u52a1\u4e0d\u4ec5\u9700\u8981\u751f\u6210\u4ee3\u7801\uff0c\u8fd8\u9700\u8981\u5f88\u5f3a\u7684\u7efc\u5408\u63a8\u7406\u80fd\u529b\u3002\u9762\u5bf9\u6211\u4eec\u5b9e\u9645\u7684\u751f\u4ea7\u73af\u5883\u544a\u8b66\uff0cM2.7 \u80fd\u5173\u8054\u76d1\u63a7\u6307\u6807\u4e0e\u90e8\u7f72\u65f6\u95f4\u7ebf\u505a\u56e0\u679c\u63a8\u7406\uff0c\u5bf9\u8f68\u8ff9\u91c7\u6837\u505a\u7edf\u8ba1\u5206\u6790\u5e76\u63d0\u51fa\u7cbe\u51c6\u5047\u8bbe\uff0c\u4e3b\u52a8\u8fde\u63a5\u6570\u636e\u5e93\u6267\u884c\u9a8c\u8bc1\u6839\u56e0\uff0c\u5b9a\u4f4d\u5230\u4ee3\u7801\u4ed3\u5e93\u4e2d\u7f3a\u5931\u7684\u7d22\u5f15\u8fc1\u79fb\u6587\u4ef6\uff0c\u751a\u81f3\u77e5\u9053\u7528\u975e\u963b\u585e\u5efa\u7d22\u5f15\u5148\u6b62\u8840\uff0c\u518d\u63d0 MR\u3002<\/p>\n

\u4ece\u53ef\u89c2\u6d4b\u6027\u5206\u6790\u3001\u6570\u636e\u5e93\u4e13\u4e1a\u77e5\u8bc6\u5230 SRE \u7ea7\u522b\u7684\u51b3\u7b56\u5224\u65ad \u2014\u2014 \u8fd9\u4e0d\u53ea\u662f\u4e00\u4e2a\u4f1a\u5199\u4ee3\u7801\u7684\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a\u771f\u6b63\u7406\u89e3\u751f\u4ea7\u7cfb\u7edf\u7684\u6a21\u578b\u3002\u76f8\u6bd4\u4f20\u7edf\u7684\u4eba\u5de5\u6392\u969c\u6d41\u7a0b\uff0c\u57fa\u4e8e M2.7\uff0c\u6211\u4eec\u5df2\u591a\u6b21\u5c06\u7ebf\u4e0a\u751f\u4ea7\u7cfb\u7edf\u6545\u969c\u7684\u6062\u590d\u65f6\u95f4\u7f29\u77ed\u5230\u4e09\u5206\u949f\u4ee5\u5185\u3002<\/p>\n

\u5728\u5355\u9879\u7f16\u7a0b\u80fd\u529b\u4e0a\uff0cM2.7 \u5df2\u5177\u5907\u56fd\u9645\u4e00\u7ebf\u6a21\u578b\u6c34\u51c6\u3002\u5728\u6db5\u76d6\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684 SWE-Pro \u4e2d\uff0cM2.7 \u4ee5 56.22% \u7684\u6b63\u786e\u7387\u8ffd\u5e73 GPT-5.3-Codex\uff1b\u800c\u5728\u66f4\u8d34\u8fd1\u771f\u5b9e\u5de5\u7a0b\u573a\u666f\u7684 SWE Multilingual\uff0876.5\uff09\u548c Multi SWE Bench\uff0852.7\uff09\u4e2d\u5c55\u73b0\u51fa\u66f4\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

\u8fd9\u4e00\u80fd\u529b\u540c\u6837\u5ef6\u4f38\u5230\u4e86\u7aef\u5230\u7aef\u7684\u5b8c\u6574\u9879\u76ee\u4ea4\u4ed8\u573a\u666f\u3002\u5728 Repo \u7ea7\u4ee3\u7801\u751f\u6210\u57fa\u51c6 VIBE-Pro \u4e0a\uff0cM2.7 \u5f97\u5206 55.6%\uff0c\u51e0\u4e4e\u4e0e Opus 4.6 \u6301\u5e73 \u2014\u2014 \u8fd9\u610f\u5473\u7740\u65e0\u8bba\u662f Web\u3001Android\u3001iOS \u8fd8\u662f Simulation \u7c7b\u9700\u6c42\uff0c\u90fd\u53ef\u4ee5\u76f4\u63a5\u4ea4\u7ed9 M2.7 \u5b8c\u6210\u3002<\/p>\n

\u66f4\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u662f\u5bf9\u590d\u6742\u5de5\u7a0b\u7cfb\u7edf\u7684\u6df1\u5c42\u7406\u89e3\u3002\u5728\u5bf9\u7cfb\u7edf\u8ba4\u77e5\u8981\u6c42\u6781\u9ad8\u7684 Terminal Bench 2\uff0857.0%\uff09\u548c NL2Repo\uff0839.8%\uff09\u4e2d\uff0cM2.7 \u540c\u6837\u8868\u73b0\u7a33\u5065\uff0c\u8fdb\u4e00\u6b65\u5370\u8bc1\u4e86\u5b83\u4e0d\u53ea\u64c5\u957f\u4ee3\u7801\u751f\u6210\uff0c\u66f4\u80fd\u6df1\u5165\u7406\u89e3\u8f6f\u4ef6\u7cfb\u7edf\u7684\u8fd0\u884c\u903b\u8f91\u4e0e\u534f\u4f5c\u6d41\u7a0b\u3002<\/p>\n

\u4e3a\u4e86\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u4e00\u4e2a\u6bd4\u8f83\u91cd\u8981\u7684\u7279\u6027\u662f\u539f\u751f\u7684 Agent Teams \uff08\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff09\u3002Agent Teams \u5bf9\u6a21\u578b\u63d0\u51fa\u4e86\u8303\u5f0f\u7ea7\u8981\u6c42\uff1a\u89d2\u8272\u8fb9\u754c\u3001\u5bf9\u6297\u6027\u63a8\u7406\u3001\u534f\u8bae\u9075\u5faa\u3001\u884c\u4e3a\u5206\u5316 \u2014\u2014 \u8fd9\u4e9b\u65e0\u6cd5\u901a\u8fc7\u63d0\u793a\u8bcd\uff0c\u5fc5\u987b\u5185\u5316\u4e3a\u6a21\u578b\u7684\u539f\u751f\u80fd\u529b\u3002<\/p>\n

Agent Teams \u573a\u666f\u4e0b\uff0c\u6a21\u578b\u9700\u8981\u7a33\u5b9a\u951a\u5b9a\u89d2\u8272\u8eab\u4efd\u3001\u4e3b\u52a8\u6311\u6218\u961f\u53cb\u7684\u903b\u8f91\u4e0e\u4f26\u7406\u76f2\u533a\u3001\u5728\u590d\u6742\u72b6\u6001\u673a\u4e2d\u81ea\u4e3b\u51b3\u7b56\u3002\u4e0b\u9762\u662f\u6211\u4eec\u5185\u90e8\u4f7f\u7528\u7684\u4e00\u4e2a\u505a\u4ea7\u54c1\u539f\u578b\u5f00\u53d1\u7684 Agent Teams\uff0c\u91cc\u9762\u5305\u542b\u4e86\u505a\u4ea7\u54c1\u539f\u578b\u7684\u4e00\u4e2a\u6700\u5c0f\u7ec4\u7ec7\u3002<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

Agent Teams \u534f\u4f5c\u6a21\u62df\u6f14\u793a<\/p>\n

03\u3001<\/strong>\u4e13\u4e1a\u529e\u516c<\/strong><\/p>\n

\u9664\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u5916\uff0cAgent \u5f00\u59cb\u5728\u529e\u516c\u573a\u666f\u4e2d\u53d8\u5f97\u8d8a\u6765\u8d8a\u6709\u7528\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u4e24\u4e2a\u6838\u5fc3\u80fd\u529b\uff1a<\/p>\n

\u4e13\u4e1a\u77e5\u8bc6\u4e0e\u4efb\u52a1\u4ea4\u4ed8\u80fd\u529b\u3002<\/strong>\u6a21\u578b\u9700\u8981\u5177\u5907\u5404\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u7406\u89e3\u7528\u6237\u7684\u9700\u6c42\u3002\u5728\u8861\u91cf\u8fd9\u4e00\u80fd\u529b\u7684 GDPval-AA \u7684\u8bc4\u6d4b\u4e2d\uff0cM2.7 \u5728 45 \u4e2a\u6a21\u578b\u4e2d\u7684 ELO \u5f97\u5206\u662f 1500\uff0c\u4ec5\u6b21\u4e8e Opus 4.6\u3001Sonnet 4.6 \u548c GPT5.4\uff0c\u8d85\u8fc7\u4e86 GPT5.3\u3002\u5728\u6700\u5e38\u89c1\u7684\u529e\u516c\u6587\u4ef6\u5904\u7406\u4e0a\uff0c\u6211\u4eec\u7cfb\u7edf\u6027\u5730\u4f18\u5316\u4e86\u6a21\u578b\u5904\u7406 Word\u3001Excel \u548c PPT \u7684\u80fd\u529b\u3002M2.7 \u5728\u5404\u79cd Agent Harness \u4e0a\uff0c\u65e2\u80fd\u591f\u57fa\u4e8e\u6a21\u7248\u548c skills \u76f4\u63a5\u751f\u6210\u6587\u4ef6\uff0c\u4e5f\u80fd\u591f\u9075\u4ece\u7528\u6237\u7684\u4ea4\u4e92\u6307\u4ee4\uff0c\u5bf9\u5df2\u6709\u7684\u6587\u4ef6\u505a\u591a\u8f6e\u7684\u9ad8\u4fdd\u771f\u7f16\u8f91\uff0c\u6700\u7ec8\u7ed9\u51fa\u53ef\u7f16\u8f91\u7684\u4ea7\u7269\u3002<\/p>\n

\u4e0e\u590d\u6742\u73af\u5883\u7684\u4ea4\u4e92\u80fd\u529b\u3002<\/strong>\u6cdb\u5316\u7684\u65e5\u5e38\u573a\u666f\u610f\u5473\u7740\u6a21\u578b\u9700\u8981\u7075\u6d3b\u9002\u5e94\u5404\u7c7b\u4e0a\u4e0b\u6587\u3001\u8c03\u7528\u5404\u79cd skills \u548c\u5de5\u5177\u3001\u5e76\u5728\u957f\u7a0b\u4ea4\u4e92\u4e2d\u4fdd\u6301\u7a33\u5b9a\u7684\u6307\u4ee4\u9075\u5faa\u3002M2.7 \u5728\u8fd9\u4e9b\u65b9\u9762\u6709\u5927\u5e45\u63d0\u5347\u3002\u5728 Toolathon \u4e0a\uff0cM2.7 \u7684\u6b63\u786e\u7387 46.3%\uff0c\u8fbe\u5230\u4e86\u5168\u7403\u7b2c\u4e00\u68af\u961f\u6c34\u5e73\u3002\u771f\u5b9e\u5de5\u4f5c\u573a\u666f\u4e2d\u7684 Agent Harness \u5f80\u5f80\u4e5f\u9700\u8981\u7406\u89e3\u548c\u8c03\u7528\u5927\u91cf\u590d\u6742\u7684 skills\u3002\u5728 MM-Claw \u7684\u6d4b\u8bd5\u4e2d\uff0cM2.7 \u5728 40 \u4e2a\u590d\u6742 skills (> 2000 Token) \u7684 case \u4e0a\uff0c\u4ecd\u80fd\u4fdd\u6301 97% \u7684 skills \u9075\u5faa\u7387\u3002<\/p>\n

\u6211\u4eec\u6d4b\u8bd5\u4e86\u5728 Finance \u9886\u57df\u7684\u4e13\u4e1a\u6c34\u51c6\uff0c\u4e0e\u4e0a\u4ee3\u6a21\u578b\u76f8\u6bd4\uff0c\u6a21\u578b\u7684\u80fd\u529b\u63d0\u5347\u663e\u8457\u3002\u4f8b\u5982\uff0c\u5728 Finance \u9886\u57df\u4e00\u4e2a\u9605\u8bfb\u7814\u62a5\u5e76\u5efa\u6a21\u516c\u53f8\u672a\u6765\u8425\u6536\u7684\u573a\u666f\uff0cM2.7 \u53ef\u4ee5\u81ea\u4e3b\u9605\u8bfb\u516c\u53f8\u7684\u5e74\u62a5\u4e0e\u4e1a\u7ee9<\/a>\u6c9f\u901a\u4f1a\u7eaa\u8981\uff0c\u4ea4\u53c9\u6bd4\u5bf9\u591a\u7bc7\u7814\u62a5\uff0c\u72ec\u7acb\u8bbe\u8ba1\u5047\u8bbe\u5e76\u6784\u5efa\u8425\u6536\u9884\u6d4b\u6a21\u578b\uff0c\u518d\u57fa\u4e8e\u6a21\u7248\u4ea7\u51fa PPT \u548c\u7814\u7a76\u62a5\u544a \u2014\u2014 \u50cf\u4e00\u4e2a\u521d\u7ea7\u5206\u6790\u5e08\u4e00\u6837\u7406\u89e3\u3001\u5224\u65ad\u3001\u8f93\u51fa\uff0c\u5e76\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\u81ea\u6211\u4fee\u6b63\u3002\u4ece\u4e1a\u8005\u7684\u8bc4\u4ef7\u662f\uff1a\u4ea7\u51fa\u7269\u5df2\u7ecf\u53ef\u4ee5\u4f5c\u4e3a\u521d\u7a3f\u76f4\u63a5\u8fdb\u5165\u540e\u7eed\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n

\u4e0b\u9762\u662f\u4e00\u4e2a\u5173\u4e8e\u53f0\u79ef\u7535\u7684\u4f8b\u5b50\u3002<\/p>\n

\u4efb\u52a1\uff1a\u57fa\u4e8e\u53f0\u79ef\u7535\u5e74\u62a5\u548c\u4e1a\u7ee9\u6c9f\u901a\u4f1a\u4fe1\u606f\uff0c\u6784\u5efa\u53f0\u79ef\u7535\u7684\u8425\u6536\u6a21\u578b\uff0c\u8bfb\u53d6\u591a\u4e2a\u7814\u62a5\uff0c\u8bbe\u8ba1\u5bf9\u5e94\u7684\u5047\u8bbe\uff0c\u57fa\u4e8e\u6700\u65b0\u7684\u4fe1\u606f\u5bf9\u53f0\u79ef\u7535\u8425\u6536\u5efa\u6a21\uff0c\u7136\u540e\u57fa\u4e8e PPT \u6a21\u7248\u4ea7\u51fa PPT \uff0c\u5e76\u5199\u4e00\u4e2a Word \u6587\u6863\u7814\u7a76\u62a5\u544a\u548c Excel \u56fe\u8868\u3002<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\u2460 PPT \u62a5\u544a\u6f14\u793a<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n

\"MiniMax\u53d1\u5e03\u65b0\u4e00\u4ee3Agent\u5927\u6a21\u578bM2.7\uff0c\u9996\u6b21\u5c55\u793a\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u8def\u5f84\"<\/p>\n<\/p>\n

\u2461 Word \u8c03\u7814\u62a5\u544a<\/p>\n

\u6700\u8fd1 OpenClaw \u7206\u706b\u4e3a\u4ee3\u8868\u7684 Agent \u793e\u533a\u84ec\u52c3\u53d1\u5c55\uff0c\u6211\u4eec\u5f88\u9ad8\u5174\u770b\u5230 M2 \u7cfb\u5217\u6a21\u578b\u5e2e\u52a9\u5230\u4e86\u793e\u533a\u7684\u7e41\u8363\u3002\u6211\u4eec\u57fa\u4e8e OpenClaw \u4e2d\u7684\u5e38\u7528\u4efb\u52a1\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u8bc4\u6d4b\u96c6 MM-Claw\uff0c\u6db5\u76d6\u4e2a\u4eba\u5b66\u4e60\u89c4\u5212\uff0c\u5230\u529e\u516c\u6587\u6863\u7684\u5904\u7406\u4e0e\u4ea4\u4ed8\u3001\u5b9a\u65f6\u7684\u4e13\u4e1a\u4fe1\u606f\u8c03\u7814\u4e0e\u6295\u8d44<\/a>\u5efa\u8bae\u3001\u4ee3\u7801\u5f00\u53d1\u4e0e\u7ef4\u62a4\u7b49\u5de5\u4f5c\u4e0e\u751f\u6d3b\u4e2d\u5f62\u5f62\u8272\u8272\u7684\u771f\u5b9e\u9700\u6c42\u3002M2.7 \u5728\u8fd9\u4e2a\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e86\u63a5\u8fd1 Sonnet 4.6 \u7684\u6c34\u5e73\uff0c\u6b63\u786e\u7387\u662f 62.7%\u3002<\/p>\n

04\u3001<\/strong>\u4e92\u52a8\u5a31\u4e50<\/strong><\/p>\n

\u5728 OpenClaw \u7b49 Agent \u811a\u624b\u67b6\u7684\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u4e0d\u5c11\u7528\u6237\u5728\u4f7f\u7528 Agent \u5b8c\u6210\u5de5\u4f5c\u7684\u540c\u65f6\uff0c\u8fd8\u5e0c\u671b\u6a21\u578b\u5177\u5907\u6bd4\u8f83\u9ad8\u7684\u60c5\u5546\u548c\u590d\u6742\u4eba\u8bbe\u4fdd\u6301\u80fd\u529b\u3002\u5728\u6709\u4eba\u8bbe\u7684\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u4e0d\u518d\u53ea\u662f\u8ba9\u6a21\u578b\u673a\u68b0\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u662f\u5f00\u59cb\u81ea\u7136\u4e8e\u4e0e Agent \u201c\u76f8\u5904\u201d\u3002\u8fd9\u4fc3\u4f7f\u6211\u4eec\u601d\u8003\uff0c\u4ea7\u54c1\u4e0e\u4ea4\u4e92\u8bbe\u8ba1\u3001\u5185\u5bb9\u521b\u4f5c\u3001\u751a\u81f3\u5a31\u4e50\u4f53\u9a8c\u7684\u6784\u5efa\uff0c\u90fd\u53ef\u4ee5\u88ab AI \u539f\u751f\u9a71\u52a8\u7684\u53ef\u80fd\u6027\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4f1a\u8ba9 Agentic \u6a21\u578b\u7684\u4f7f\u7528\u4ece\u5355\u7eaf\u7684\u751f\u4ea7\u529b\u80fd\u8fdb\u4e00\u6b65\u62d3\u5c55\u5230\u4e92\u52a8\u5a31\u4e50\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5728 M2.7 \u4e2d\u6781\u5927\u52a0\u5f3a\u4e86\u4eba\u8bbe\u4fdd\u6301\u548c\u5bf9\u8bdd\u80fd\u529b\u3002<\/p>\n

\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a Agent \u4ea4\u4e92\u7cfb\u7edf OpenRoom\uff0c\u5b83\u5c06 AI \u4e92\u52a8\u7f6e\u5165\u4e00\u4e2a\u4e07\u7269\u7686\u53ef\u4e92\u52a8\u7684 Web GUI \u7a7a\u95f4\u3002\u5728\u8fd9\u91cc\uff0c\u5bf9\u8bdd\u5373\u9a71\u52a8\uff0c\u5b9e\u65f6\u4ea7\u751f\u89c6\u89c9\u53cd\u9988\u4e0e\u573a\u666f\u4ea4\u4e92\uff0c\u89d2\u8272\u53ef\u4ee5\u4e3b\u52a8\u5730\u4e0e\u73af\u5883\u4ea4\u4e92\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e2a\u6846\u67b6\u6269\u5c55\u6027\u8f83\u9ad8\uff0c\u80fd\u591f\u968f\u7740\u6a21\u578b Agentic \u80fd\u529b\u7684\u63d0\u5347\u548c\u793e\u533a\u7684\u5171\u5efa\u6301\u7eed\u8fdb\u5316\uff0c\u63a2\u7d22\u51fa\u66f4\u591a\u4eba\u4e0e Agent \u4e4b\u95f4\u5168\u65b0\u7684\u4ea4\u4e92\u65b9\u5f0f\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

IT\u4e4b\u5bb6 3 \u6708 18 \u65e5\u6d88\u606f\uff0c\u4eca\u65e5 MiniMax \u7a00\u5b87\u79d1\u6280\u53d1\u5e03\u65b0\u4e00\u4ee3 Agent \u65d7\u8230\u5927\u6a21\u578b M2.7\uff0c\u9996 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[266,252,241,277,53],"views":24,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/749009"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=749009"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/749009\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=749009"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=749009"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=749009"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}