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\"\u5f00\u6e90\u6a21\u578b\u9996\u8d85Opus4.6\uff01\u667a\u8c31GLM-5.1\u767b\u573a\uff0c14\u5c0f\u65f6\u540eCUDA\u4e13\u5bb6\u88ab\u51b2\u4e86\"\/<\/div><\/figure>\n
\"\u5f00\u6e90\u6a21\u578b\u9996\u8d85Opus4.6\uff01\u667a\u8c31GLM-5.1\u767b\u573a\uff0c14\u5c0f\u65f6\u540eCUDA\u4e13\u5bb6\u88ab\u51b2\u4e86\"\/<\/div><\/figure>\n
\"\u5f00\u6e90\u6a21\u578b\u9996\u8d85Opus4.6\uff01\u667a\u8c31GLM-5.1\u767b\u573a\uff0c14\u5c0f\u65f6\u540eCUDA\u4e13\u5bb6\u88ab\u51b2\u4e86\"\/<\/div><\/figure>\n
\"\u5f00\u6e90\u6a21\u578b\u9996\u8d85Opus4.6\uff01\u667a\u8c31GLM-5.1\u767b\u573a\uff0c14\u5c0f\u65f6\u540eCUDA\u4e13\u5bb6\u88ab\u51b2\u4e86\"\/<\/div><\/figure>\n

\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u4f18\u5316CUDA Kernel\u8fd9\u4ef6\u4e8b\uff0c\u521a\u521a\u88abAI\u72e0\u72e0\u5730\u51b2\u51fb\u4e86\u4e00\u6ce2\u3002<\/p>\n

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\u4ec0\u4e48\u6982\u5ff5\uff1f<\/p>\n

\u4ee5\u524d\u4eba\u7c7b\u8d44\u6df1CUDA\u5de5\u7a0b\u5e08\u8981\u5b8c\u6210\u8fd9\u4e2a\u4efb\u52a1\uff0c\u9700\u8981\u6570\u6708\u53cd\u590d\u6d4b\u8bd5\u3001\u8c03\u4f18\u3001\u63a8\u7ffb\u91cd\u6765\u624d\u884c\uff1b\u4f46\u73b0\u5728\uff0cAI\u5728\u4f60\u7761\u89c9\u7684\u65f6\u5019\u5c31\u80fd\u89e3\u51b3\u6389\u3002<\/p>\n

\u800c\u4e14AI\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u8fd8\u5c55\u73b0\u51fa\u4e86\u4e13\u5bb6\u7ea7\u7684\u76f4\u89c9\u3002<\/p>\n

\u4f8b\u5982\u5728\u4f18\u5316\u521d\u671f\uff0c\u5b83\u5c1d\u8bd5\u5728\u73b0\u6709\u9ad8\u5c42\u6846\u67b6\u5185\u5bfb\u627e\u89e3\u6cd5\uff0c\u4f46\u5f88\u5feb\u901a\u8fc7\u81ea\u4e3b\u8dd1\u6d4b\u8bd5\u53d1\u73b0\u6027\u80fd\u89e6\u53ca\u4e86\u5929\u82b1\u677f\uff0c\u7136\u540e\u5b83\u4fbf\u505a\u51fa\u4e86\u4eba\u7c7b\u4e13\u5bb6\u624d\u6709\u7684\u51b3\u7b56\u2014\u2014<\/p>\n

\u81ea\u4e3b\u5224\u65ad\u653e\u5f03\u9ad8\u5c42\u6846\u67b6\uff0c\u76f4\u63a5\u8f6c\u5411\u5e95\u5c42C++\u8fdb\u884c\u786c\u6838\u91cd\u5199\u3002<\/p>\n

\u6574\u657414\u4e2a\u5c0f\u65f6\u91cc\uff0c\u8fd9\u4e2aAI\u4e3b\u6253\u4e00\u4e2a\u5168\u81ea\u52a8\uff1aAI\u81ea\u5df1\u53d1\u73b0\u74f6\u9888\uff0c\u81ea\u5df1\u6539\u53d8\u6280\u672f\u6808\uff0c\u81ea\u5df1\u91cd\u65b0\u7f16\u8bd1\uff0c\u81ea\u5df1\u6d4b\u8bd5\u3002<\/p>\n

\u90a3\u8fd9\u5230\u5e95\u662f\u4f55\u8bb8AI\u662f\u4e5f\uff1f<\/p>\n

\u4e0d\u5356\u5173\u5b50\uff0c\u6b63\u662f\u5927\u5bb6\u719f\u6089\u7684\uff0c\u6765\u81ea\u667a\u8c31\u7684\u5f00\u6e90\u6a21\u578b\u2014\u2014GLM-5.1\u3002<\/p>\n

\u968f\u7740\u8fd9\u6b21\u957f\u7a0b\u4efb\u52a1\uff08Long Horizon Task\uff09\u80fd\u529b\u7684\u63d0\u5347\uff0c\u667a\u8c31\u5b98\u65b9\u4e5f\u5ba3\u5e03\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u7a81\u7834\uff1a<\/p>\n

\u9996\u6b21\u89e3\u9501\u4e86\u5f00\u6e90\u6a21\u578b\u4e0e\u5f53\u524d\u5168\u7403\u6700\u9876\u5c16\u95ed\u6e90\u6a21\u578bClaude Opus 4.6\u7684\u5168\u9762\u5bf9\u9f50\uff01<\/p>\n

\u55ef\uff0c\u662f\u59a5\u59a5\u7a33\u5750\u5168\u7403\u6700\u5f3a\u5f00\u6e90\u6a21\u578b\u5b9d\u5ea7\u7684\u611f\u89c9\u4e86\u3002<\/p>\n

\u800c\u4e14\uff0c\u4ece\u66f4\u591a\u7684\u6743\u5a01\u8bc4\u6d4b\u699c\u5355\u4e2d\u6765\u770b\uff0c\u4e5f\u662f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n

\u5728\u88ab\u79f0\u4e3a\u201c\u8f6f\u4ef6\u5de5\u7a0b\u80fd\u529b\u8bd5\u91d1\u77f3\u201d\u7684SWE-bench Pro\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cGLM-5.1\u5237\u65b0\u4e86\u5168\u7403\u6700\u4f73\u6210\u7ee9\uff0c\u76f4\u63a5\u8d85\u8d8aClaude Opus 4.6\u3001GPT-5.4\u7b49\u4e00\u4f17\u5934\u90e8\u6a21\u578b\uff0c\u62ff\u4e0b\u5168\u7403\u7b2c\u4e00\uff1a<\/p>\n

\u751a\u81f3\u5728\u6d77\u5916\u7f51\u53cb\u4eec\u7684\u5708\u5b50\u4e2d\uff0c\u5df2\u7ecf\u5439\u8d77\u4e86\u5f03\u7528Claude Max\u7684\u98ce\u4e86\uff1a<\/p>\n

\u5b83\u7684\u624b\u611f\u548cOpus\u4e00\u6a21\u4e00\u6837\uff0c\u4f7f\u7528\u989d\u5ea6\u662fClaude Code\u76843\u500d\uff0c\u6210\u672c\u5374\u53ea\u67091\/3\u3002<\/p>\n

HuggingFace CEO\u4e5f\u51fa\u9762\u7ad9\u53f0\uff0c\u79f0SWE-Bench Pro\u4e2d\u6027\u80fd\u6700\u5f3a\u7684\u6a21\u578b\u5f00\u6e90\u4e86\uff1a<\/p>\n

\u800c\u8fd9\u4e00\u5207\u6210\u7ee9\u7684\u80cc\u540e\uff0c\u6b63\u662f\u667a\u8c31\u9762\u5411\u5c0f\u65f6\u7ea7\u7684\u957f\u7a0b\u4efb\u52a1\u80fd\u529b\u3002<\/p>\n

\u5f53\u524d\u4e3b\u6d41\u7684\u5927\u6a21\u578b\uff0c\u53ef\u4ee5\u8bf4\u5927\u591a\u6570\u8fd8\u662f\u5904\u4e8e\u201c\u5206\u949f\u7ea7\u4ea4\u4e92\u201d\u7684\u9636\u6bb5\u3002<\/p>\n

\u4f46\u5230\u4e86GLM-5.1\u8fd9\u8fb9\uff0c\u5b83\u7684\u4ea4\u4ed8\u5355\u4f4d\u5c31\u4e0d\u540c\u4e86\u2014\u2014\u4e00\u4e2a\u5b8c\u6574\u7684\u9879\u76ee\u3002<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u901a\u8fc7\u5b9e\u6d4b\u7684\u65b9\u5f0f\uff0c\u6765\u770b\u4e0bGLM-5.1\u7684\u5b9e\u529b\u5230\u5e95\u51e0\u4f55\u3002<\/p>\n

\u8c03\u7528\u5de5\u51771000\u8f6e\uff0c\u4f18\u5316\u771f\u5b9e\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8d1f\u8f7d<\/p>\n

\u7b2c\u4e00\u4e2a\u5b9e\u6d4b\uff0c\u6211\u4eec\u987a\u7740\u524d\u9762\u7684CUDA\u7684\u4f8b\u5b50\uff0c\u7ee7\u7eed\u8ba9GLM-5.1\u8fdb\u884c\u4e00\u573a\u8003\u9a8c\uff1a<\/p>\n

KernelBench Level 3\u4f18\u5316\u57fa\u51c6\uff0c\u8fd9\u4e00\u57fa\u51c6\u6db5\u76d650\u4e2a\u771f\u5b9e\u673a\u5668\u5b66\u4e60\u8ba1\u7b97\u8d1f\u8f7d\uff0c\u4e3b\u6253\u4e00\u4e2a\u8fd8\u539f\u771f\u5b9e\u5de5\u4e1a\u573a\u666f\uff0c\u8003\u9a8c\u7684\u662f\u7aef\u5230\u7aef\u7684\u5b8c\u6574\u4f18\u5316\u80fd\u529b\u800c\u975e\u5355\u4e00\u7b97\u5b50\u8c03\u8bd5\u3002<\/p>\n

\u5728\u8d85\u8fc724\u5c0f\u65f6\u7684\u4e0d\u95f4\u65ad\u8fed\u4ee3\u4e2d\uff0cGLM-5.1\u5168\u7a0b\u81ea\u4e3b\u53d1\u529b\uff0c\u65e0\u9700\u4eba\u7c7b\u4e13\u5bb6\u5e72\u9884\uff0c\u4e00\u904d\u904d\u5b8c\u6210\u201c\u7f16\u8bd1\u2014\u6d4b\u8bd5\u2014\u5206\u6790\u2014\u91cd\u5199\u201d\u7684\u95ed\u73af\u5faa\u73af\uff0c\u6700\u7ec8\u4ea4\u51fa\u4e86\u8fd9\u6837\u7684\u7ed3\u679c\u2014\u2014<\/p>\n

3.6\u500d\u51e0\u4f55\u5e73\u5747\u52a0\u901f\u6bd4\uff0c\u800c\u4f5c\u4e3a\u5bf9\u6bd4\uff0ctorch.compile max-autotune\u6a21\u5f0f\u4ec5\u80fd\u8fbe\u52301.49\u500d\uff0c\u5dee\u8ddd\u76f4\u63a5\u7ffb\u500d\u4e0d\u6b62\uff01<\/p>\n

\u4ece\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u770b\u5230\uff0cGLM-5.1\u80fd\u591f\u81ea\u4e3b\u7f16\u5199\u5b9a\u5236Triton Kernel\u548cCUDA Kernel\uff0c\u8fd0\u7528cuBLASLt epilogue\u878d\u5408\u5e76\u5b9e\u65bdshared memory tiling\u4e0eCUDA Graph\u4f18\u5316\u3002<\/p>\n

\u8fd9\u4e9b\u4f18\u5316\u7b56\u7565\u8986\u76d6\u4e86\u4ece\u9ad8\u5c42\u7b97\u5b50\u878d\u5408\u5230\u5fae\u67b6\u6784\u7ea7\u8c03\u4f18\u7684\u5b8c\u6574\u6280\u672f\u6808\uff0c\u6bcf\u4e00\u6b65\u90fd\u662f\u6a21\u578b\u7684\u81ea\u4e3b\u51b3\u7b56\u3002<\/p>\n

\u7ed3\u679c\u518d\u6b21\u8868\u660e\uff0c\u5728GPU\u5185\u6838\u4f18\u5316\u8fd9\u4e00\u4f20\u7edf\u4e0a\u9ad8\u5ea6\u4f9d\u8d56\u4e13\u5bb6\u7ecf\u9a8c\u7684\u9886\u57df\uff0cAI\u6a21\u578b\u5df2\u7ecf\u5c55\u73b0\u51fa\u4ece\u95ee\u9898\u5206\u6790\u3001\u65b9\u6848\u8bbe\u8ba1\u5230\u8fed\u4ee3\u8c03\u4f18\u7684\u7aef\u5230\u7aef\u81ea\u4e3b\u5de5\u4f5c\u80fd\u529b\u3002<\/p>\n

1\u5c0f\u65f6\u4ece\u96f6\u6784\u5efaMacOS\u684c\u9762\u73af\u5883<\/p>\n

\u5728\u8fd9\u4e2a\u5b9e\u6d4b\u4e2d\uff0c\u6211\u4eec\u7ed9GLM-5.1\u6254\u4e86\u4e00\u4efd3000\u5b57\u7684PRD\uff0c\u6838\u5fc3\u8981\u6c42\u53ea\u6709\u4e00\u4e2a\uff1a<\/p>\n

\u4ece0\u5f00\u59cb\u590d\u523bMacOS\u6838\u5fc3UI\u4e0e\u4ea4\u4e92\uff0c\u4e0d\u4ec5\u8981\u524d\u7aef\u58f3\u5b50\uff0c\u8fd8\u5fc5\u987b\u5305\u542b\u7a97\u53e3\u7ba1\u7406\u5668\u3001Dock\u680f\u8c03\u5ea6\u3001\u4ee5\u53ca\u6a21\u62df\u7684\u5e95\u5c42\u6587\u4ef6\u7cfb\u7edf\u3002<\/p>\n

\u8fd9\u662f\u4e00\u4e2a\u6807\u51c6\u7684\u524d\u7aef\u5de5\u7a0b\u56e2\u961f\u81f3\u5c11\u9700\u8981\u6570\u5929\u624d\u80fd\u6253\u78e8\u51fa\u539f\u578b\u7684\u4efb\u52a1\uff0c\u4f46\u5728GLM-5.1\u8fd9\u91cc\uff0c\u65f6\u95f4\u88ab\u538b\u7f29\u5230\u4e86\u5c0f\u65f6\u7ea7\u522b\u3002<\/p>\n

\u77a7\uff0c\u5f85\u5b83\u5206\u6790\u5b8c\u4efb\u52a1\u4e4b\u540e\uff0c\u81ea\u5df1\u5c31\u5f00\u59cb\u5530\u5530\u5730\u7f16\u7a0b\u4e86\uff1a<\/p>\n

1\u4e2a\u5c0f\u65f6\u4e4b\u540e\uff0c\u5728\u6ca1\u6709\u4efb\u4f55\u4eba\u5de5\u53c2\u4e0e\u7684\u60c5\u51b5\u4e0b\uff0c\u4e00\u4e2aMacOS\u7684\u684c\u9762\u73af\u5883\uff0c\u5c31\u8fd9\u4e48\u6c34\u7075\u7075\u5730\u8bde\u751f\u4e86\uff01<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/p6-WvVNnJum_y7T10yHkNw<\/p>\n

\u53ef\u4ee5\u770b\u5230\uff0c\u66f4\u6539\u684c\u9762\u80cc\u666f\u3001\u653e\u5927\u7f29\u5c0fDocker\u3001\u7ec8\u7aef\u547d\u4ee4\u6267\u884c\u3001\u7cfb\u7edf\u81ea\u5e26\u7684\u622a\u56fe\u529f\u80fd\u7b49\uff0c\u7edf\u7edf\u90fd\u80fd\u5b9e\u73b0\u3002<\/p>\n

\u800c\u5728\u667a\u8c31\u5b98\u65b9\u7684demo\u4e2d\uff0c\u5c55\u793a\u4e86GLM-5.1\u8017\u65f68\u5c0f\u65f6\u5b9e\u73b0\u7684\u66f4\u52a0\u590d\u6742\u7684Linux\u7cfb\u7edf\uff1a<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/p6-WvVNnJum_y7T10yHkNw<\/p>\n

\u6267\u884c\u4e861200\u591a\u6b65\uff0c\u5b8c\u6574\u7684\u684c\u9762\u3001\u7a97\u53e3\u7ba1\u7406\u5668\u3001\u72b6\u6001\u680f\u3001\u5e94\u7528\u7a0b\u5e8f\u3001VPN\u7ba1\u7406\u5668\u3001\u4e2d\u6587\u5b57\u4f53\u652f\u6301\u3001\u6e38\u620f\u5e93\u7b49\u2026\u2026\u76f8\u5f53\u4e8e\u4e00\u4e2a4\u4eba\u56e2\u961f\u4e00\u5468\u7684\u5f00\u53d1\u5de5\u4f5c\u91cf\u3002<\/p>\n

\u4e0d\u5f97\u4e0d\u8bf4\uff0c\u73b0\u5728GLM-5.1\u7684\u6bcf\u4e00\u6b21\u63d0\u4ea4\uff0c\u90fd\u662f\u5177\u6709\u5b9e\u8d28\u610f\u4e49\u7684\u7cfb\u7edf\u7ea7\u6f14\u8fdb\u3002<\/p>\n

\u5168\u81ea\u52a8\u91cd\u5199\u5c4e\u5c71\u4ee3\u7801<\/p>\n

\u5199\u4ee3\u7801\u7684\u4eba\u90fd\u77e5\u9053\uff0c\u6bd4\u4ece\u96f6\u5199\u4e00\u4e2a\u65b0\u9879\u76ee\u66f4\u75db\u82e6\u7684\uff0c\u662f\u91cd\u6784\u522b\u4eba\u7559\u4e0b\u7684\u5c4e\u5c71\u4ee3\u7801\u3002<\/p>\n

\u4f46\u73b0\u5728\u6709\u4e86GLM-5.1\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u4e2a\u4efb\u52a1\u4ea4\u7ed9\u5b83\u6765\u5904\u7406\u4e86\u3002<\/p>\n

\u4f8b\u5982\u8fd9\u6bb5\u4ee3\u7801\u5c31\u582a\u79f0\u662f\u5c4e\u5c71\u4e2d\u7684\u7ecf\u5178\uff1a\u53d8\u91cf\u540d\u5b8c\u5168\u65e0\u610f\u4e49\u3001\u4e94\u5c42\u5d4c\u5957if\u3001\u91cd\u590d\u8ba1\u7b97\u603b\u548c\u4e09\u904d\u3001\u5168\u5c40\u53d8\u91cf\u5230\u5904\u4e71\u6539\u3001\u51fd\u6570\u51e0\u767e\u884c\u4e0d\u62c6\u5206\u2026\u2026<\/p>\n

\u80fd\u8fd0\u884c\u5417\uff1f\u80fd\u8fd0\u884c\uff1b\u6076\u5fc3\u5417\uff1f\u4e5f\u662f\u771f\u6076\u5fc3\u3002<\/p>\n

\u800c\u5728GLM-5.1\u53ea\u9700\u534a\u5c0f\u65f6\u7684\u81ea\u52a8\u91cd\u5199\u4e4b\u540e\uff0c\u4e00\u4efd\u6ce8\u91ca\u6e05\u6670\u3001\u7b26\u5408\u6807\u51c6\u7684\u4ee3\u7801\u5c31\u8bde\u751f\u4e86\uff1a<\/p>\n

655\u6b21\u8fed\u4ee3\uff0c\u6253\u7834\u5411\u91cf\u6570\u636e\u5e93\u6027\u80fd\u74f6\u9888<\/p>\n

\u5982\u679c\u8bf4\u91cd\u6784\u4ee3\u7801\u8fd8\u53ea\u662f\u628a\u5df2\u6709\u7684\u4e1c\u897f\u505a\u597d\uff0c\u90a3\u5411\u91cf\u6570\u636e\u5e93\u4f18\u5316\uff0c\u8003\u9a8c\u7684\u5c31\u662fAI\u81ea\u4e3b\u8fed\u4ee3\u3001\u6301\u7eed\u7a81\u7834\u7684\u80fd\u529b\u3002<\/p>\n

\u8fd9\u4e5f\u6216\u8bb8\u6b63\u662f\u4eba\u7c7b\u8d44\u6df1\u5de5\u7a0b\u5e08\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u3002<\/p>\n

\u5728\u8fd9\u9879\u6d4b\u8bd5\u4e2d\uff0cGLM-5.1\u7684\u9700\u6c42\u662f\u4f18\u5316\u73b0\u6709\u5411\u91cf\u6570\u636e\u5e93\u7684\u67e5\u8be2\u6027\u80fd\uff0c\u5c3d\u53ef\u80fd\u63d0\u5347QPS\u3002<\/p>\n

\u968f\u540e\uff0c\u5b83\u5f00\u542f\u4e86\u5b8c\u5168\u81ea\u4e3b\u7684\u201c\u6d4b\u8bd5-\u5206\u6790-\u4f18\u5316-\u518d\u6d4b\u8bd5\u201d\u95ed\u73af\u3002<\/p>\n

\u6bcf\u4e00\u8f6e\u4f18\u5316\u540e\uff0c\u5b83\u90fd\u4f1a\u4e3b\u52a8\u8dd1\u5b8c\u6574\u7684Benchmark\uff0c\u83b7\u53d6QPS\u3001\u5ef6\u8fdf\u3001\u5185\u5b58\u5360\u7528\u7b49\u6838\u5fc3\u6570\u636e\uff0c\u81ea\u4e3b\u5206\u6790\u6027\u80fd\u74f6\u9888\u3002<\/p>\n

\u89c6\u9891\u5730\u5740\uff1ahttps:\/\/mp.weixin.qq.com\/s\/p6-WvVNnJum_y7T10yHkNw<\/p>\n

\u6700\u7ec8\uff0c\u5728655\u8f6e\u8fed\u4ee3\u4e4b\u540e\uff0cGLM-5.1\u628a\u5411\u91cf\u6570\u636e\u5e93\u7684\u67e5\u8be2\u541e\u5410\u4ece\u521d\u6b21\u4ea4\u4ed8\u76843108 QPS\u4e00\u8def\u63a8\u523021472 QPS\uff0c\u63d0\u5347\u5230\u521d\u59cb\u6b63\u5f0f\u7248\u672c\u76846.9\u500d\u3002<\/p>\n

\u4e4b\u6240\u4ee5GLM-5.1\u8fd9\u6b21\u80fd\u591f\u70b8\u573a\uff0c\u672c\u8d28\u4e0a\u662f\u5b83\u8e29\u4e2d\u4e86AI\u884c\u4e1a\u7684\u4e0b\u4e00\u4e2a\u6838\u5fc3\u8d5b\u70b9\uff1a\u957f\u7a0b\u4efb\u52a1\uff08Long Horizon Task\uff09\u80fd\u529b\u3002<\/p>\n

2025\u5e743\u6708\uff0c\u5168\u7403\u9876\u5c16\u7684AI\u5b89\u5168\u7814\u7a76\u673a\u6784METR\uff08Model Evaluation and Threat Research\uff09\u4fbf\u63d0\u51fa\u4e86\u4e00\u4e2a\u5f7b\u5e95\u6539\u53d8\u884c\u4e1a\u8ba4\u77e5\u7684\u65b0\u6307\u6807\uff0c\u53eb\u505aTask-Completion Time Horizon\uff08\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4\u7ebf\uff09\u3002<\/p>\n

\u8fd9\u4e2a\u6307\u6807\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u4e0d\u518d\u7528\u505a\u9898\u7684\u51c6\u786e\u7387\u6765\u8861\u91cf\u6a21\u578b\u6709\u591a\u806a\u660e\uff0c\u800c\u662f\u7528\u65f6\u95f4\u6765\u8861\u91cf\u5b83\u80fd\u72ec\u7acb\u5b8c\u6210\u591a\u957f\u65f6\u95f4\u7684\u4eba\u7c7b\u4e13\u5bb6\u4efb\u52a1\u3002<\/p>\n

\u7814\u7a76\u663e\u793a\uff0c\u524d\u6cbf\u6a21\u578b\u7684\u65f6\u95f4\u7ebf\u6bcf7\u4e2a\u6708\u5c31\u4f1a\u7ffb\u4e00\u500d\uff0c\u8fd9\u6761\u6307\u6570\u66f2\u7ebf\uff0c\u88abMIT Technology Review\u79f0\u4e3a\u201cAI\u9886\u57df\u6700\u91cd\u8981\u7684\u4e00\u5f20\u56fe\u201d\u3002\u7ea2\u6749\u8d44\u672c\u66f4\u662f\u57282026\u5e74\u521d\u76f4\u63a5\u5ba3\u544a\uff1a\u201c\u8fd9\u5c31\u662fAGI\u7684\u6838\u5fc3\u65b9\u5411\u201d\uff0c\u5e76\u76f4\u8a00\uff1a2023-2024\u5e74\u7684AI\uff0c\u662f\u53ea\u4f1a\u5bf9\u8bdd\u7684\u201ctalker\u201d\uff0c\u800c2026-2027\u5e74\u7684AI\uff0c\u5c06\u6210\u4e3a\u80fd\u771f\u6b63\u843d\u5730\u505a\u4e8b\u7684\u201cdoer\u201d\u3002<\/p>\n

\u800cGLM-5.1\uff0c\u662f\u5168\u7403\u7b2c\u4e00\u4e2a\u5728\u771f\u5b9e\u5de5\u7a0b\u4efb\u52a1\u4e2d\uff0c\u9a8c\u8bc1\u4e868\u5c0f\u65f6\u6301\u7eed\u5de5\u4f5c\u80fd\u529b\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n

\u5b83\u80fd\u5728\u5355\u6b21\u4efb\u52a1\u4e2d\uff0c\u6301\u7eed\u3001\u81ea\u4e3b\u5730\u5de5\u4f5c\u957f\u8fbe8\u5c0f\u65f6\uff0c\u8fc7\u7a0b\u4e2d\u81ea\u4e3b\u89c4\u5212\u3001\u81ea\u4e3b\u6267\u884c\u3001\u81ea\u4e3b\u6d4b\u8bd5\uff0c\u78b0\u58c1\u65f6\u4e3b\u52a8\u5207\u6362\u7b56\u7565\uff0c\u51fa\u9519\u540e\u81ea\u884c\u4fee\u590d\uff0c\u6700\u7ec8\u4ea4\u4ed8\u5b8c\u6574\u7684\u5de5\u7a0b\u7ea7\u6210\u679c\u3002<\/p>\n

GLM-5.1\u4e4b\u6240\u4ee5\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u6838\u5fc3\u6e90\u4e8e\u4e09\u4e2a\u7ef4\u5ea6\u7684\u7cfb\u7edf\u6027\u6280\u672f\u7a81\u7834\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u66f4\u5f3a\u7684\u957f\u7a0b\u89c4\u5212\u4e0e\u76ee\u6807\u4fdd\u6301\u80fd\u529b\u3002<\/p>\n

\u5b83\u80fd\u628a\u4e00\u4e2a\u590d\u6742\u7684\u5927\u76ee\u6807\uff0c\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u591a\u9636\u6bb5\u8ba1\u5212\uff0c\u5e76\u4e14\u5728\u957f\u8fbe\u5341\u51e0\u5c0f\u65f6\u3001\u4e0a\u5343\u6b65\u7684\u6267\u884c\u94fe\u8def\u4e2d\uff0c\u59cb\u7ec8\u56f4\u7ed5\u6700\u7ec8\u4ea4\u4ed8\u76ee\u6807\u63a8\u8fdb\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u5e72\u5230\u7b2c\u5341\u6b65\uff0c\u8fd8\u8bb0\u5f97\u7b2c\u4e8c\u6b65\u5b9a\u7684\u89c4\u77e9\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u66f4\u7a33\u7684\u81ea\u9002\u5e94\u7ea0\u9519\u4e0e\u6301\u7eed\u6267\u884c\u80fd\u529b\u3002<\/p>\n

\u5b83\u5b9e\u73b0\u4e86\u4ee3\u7801\u7f16\u5199\u3001\u5de5\u5177\u8c03\u7528\u3001\u73af\u5883\u8c03\u8bd5\u3001API\u5bf9\u63a5\u7b49\u591a\u4e2a\u73af\u8282\u7684\u7a33\u5b9a\u8854\u63a5\uff0c\u4e2d\u9014\u51fa\u9519\u65f6\uff0c\u4e0d\u4f1a\u505c\u4e0b\u6765\u7b49\u4eba\u5de5\u4ecb\u5165\uff0c\u800c\u662f\u4f1a\u81ea\u4e3b\u67e5\u770b\u9519\u8bef\u65e5\u5fd7\u3001\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\u3001\u4fee\u590dbug\uff0c\u751a\u81f3\u81ea\u5df1\u5199\u56de\u5f52\u6d4b\u8bd5\u7528\u4f8b\u9a8c\u8bc1\u4fee\u590d\u6548\u679c\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u66f4\u597d\u7684\u72b6\u6001\u5ef6\u7eed\u4e0e\u4e0a\u4e0b\u6587\u6574\u5408\u80fd\u529b\u3002<\/p>\n

\u9762\u5bf9\u957f\u65f6\u95f4\u8de8\u5ea6\u3001\u591a\u8f6e\u53cd\u9988\u548c\u767e\u4e07\u7ea7token\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u5b83\u80fd\u7a33\u5b9a\u8ffd\u8e2a\u5df2\u5b8c\u6210\u7684\u5de5\u4f5c\u3001\u5f53\u524d\u6240\u5904\u7684\u9636\u6bb5\u548c\u4e0b\u4e00\u6b65\u7684\u6838\u5fc3\u52a8\u4f5c\uff0c\u6301\u7eed\u6574\u5408\u65b0\u7684\u4fe1\u606f\uff0c\u4fdd\u6301\u6574\u4e2a\u6267\u884c\u94fe\u8def\u7684\u4e00\u81f4\u6027\u3002<\/p>\n

GLM-5.1\u7684\u51fa\u73b0\uff0c\u4e0d\u4ec5\u662f\u6a21\u578b\u80fd\u529b\u7684\u5347\u7ea7\uff0c\u66f4\u6539\u5199\u4e86\u5168\u7403\u5927\u6a21\u578b\u884c\u4e1a\u7684\u53d9\u4e8b\u903b\u8f91\u3002<\/p>\n

\u957f\u4e45\u4ee5\u6765\uff0c\u4e2d\u56fd\u5f00\u6e90\u6a21\u578b\u59cb\u7ec8\u5e26\u7740\u8ffd\u8d76\u8005\u7684\u6807\u7b7e\uff0c\u4e0e\u7f8e\u56fd\u9876\u5c16\u95ed\u6e90\u6a21\u578b\u5b58\u5728\u5dee\u8ddd\uff0c\u800cGLM-5.1\u5f7b\u5e95\u6253\u7834\u8fd9\u4e00\u5c40\u9762\uff1a<\/p>\n

\u5b83\u5728\u6743\u5a01\u699c\u5355\u4e0a\u5bf9\u9f50Claude Opus 4.6\uff0c\u5728SWE-bench Pro\u7b49\u6838\u5fc3\u5de5\u7a0b\u6307\u6807\u4e0a\u5b9e\u73b0\u53cd\u8d85\uff0c\u8ba9\u4e2d\u56fd\u5f00\u6e90AI\u5728\u6838\u5fc3\u5de5\u7a0b\u80fd\u529b\u4e0a\u4e0e\u5168\u7403\u524d\u6cbf\u5e76\u9a7e\u9f50\u9a71\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u7684\u53d8\u9769\u8fdc\u8d85\u6a21\u578b\u672c\u8eab\uff0c\u6b63\u91cd\u6784\u4e07\u4ebf\u7ea7IT\u670d\u52a1\u5e02\u573a\u7684\u5e95\u5c42\u903b\u8f91\u3002<\/p>\n

AI Coding\u7684\u8fdb\u5316\u6709\u6e05\u6670\u8def\u5f84\uff1a\u4ece\u7a0b\u5e8f\u5458\u63d0\u6548\u5de5\u5177\uff0c\u5230\u964d\u4f4e\u4ee3\u7801\u95e8\u69db\uff0c\u518d\u5230\u80fd\u81ea\u4e3b\u505a\u4e8b\u7684\u521d\u7ea7\u5de5\u7a0b\u5e08\uff0c\u800cGLM-5.1\u7684Long Horizon\u80fd\u529b\uff0c\u76f4\u63a5\u5c06AI\u63a8\u5411\u80fd\u6301\u7eed\u5de5\u4f5c\u6570\u5c0f\u65f6\u3001\u4ea4\u4ed8\u5b8c\u6574\u9879\u76ee\u7684\u65b0\u9636\u6bb5\u3002<\/p>\n

\u5f53AI\u7684\u4ea4\u4ed8\u5355\u4f4d\u4ece\u4e00\u884c\u4ee3\u7801\u53d8\u4e3a\u4e00\u4e2a\u5b8c\u6574\u9879\u76ee\uff0c\u4fbf\u51b2\u51fb\u4e86\u6574\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u7684\u751f\u4ea7\u5173\u7cfb\u2014\u20144\u4eba\u56e2\u961f\u4e00\u5468\u7684\u5de5\u4f5c\u91cf\u3001\u8d44\u6df1\u5de5\u7a0b\u5e08\u6570\u6708\u7684\u4f18\u5316\u4efb\u52a1\uff0c\u5b83\u6570\u5c0f\u65f6\u5c31\u80fd\u5b8c\u6210\uff0c\u8fd9\u5c06\u91cd\u6784\u591a\u4e2a\u884c\u4e1a\u7684\u5b9a\u4ef7\u4e0e\u4eba\u529b\u914d\u7f6e\u903b\u8f91\u3002<\/p>\n

\u5f53\u7136\uff0c\u6211\u4eec\u4e0d\u5fc5\u9677\u5165AI\u4f1a\u66ff\u4ee3\u7a0b\u5e8f\u5458\u7684\u65e0\u8c13\u7126\u8651\u3002\u5c31\u50cf\u5f53\u5e74\u8ba1\u7b97\u673a\u7684\u666e\u53ca\uff0c\u6ca1\u6709\u6dd8\u6c70\u4f1a\u8ba1\u8fd9\u4e2a\u804c\u4e1a\uff0c\u53ea\u662f\u6dd8\u6c70\u4e86\u4e0d\u4f1a\u7528\u8ba1\u7b97\u673a\u7684\u4f1a\u8ba1\uff1bAI\u7684\u5230\u6765\uff0c\u4e5f\u4e0d\u4f1a\u6dd8\u6c70\u5f00\u53d1\u8005\uff0c\u53ea\u4f1a\u6dd8\u6c70\u4e0d\u4f1a\u9a7e\u9a6dAI\u7684\u5f00\u53d1\u8005\u3002<\/p>\n

GLM-5.1\u7684\u51fa\u73b0\uff0c\u771f\u6b63\u7ed9\u6574\u4e2a\u884c\u4e1a\u629b\u51fa\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u5f53AI\u5df2\u7ecf\u80fd\u81ea\u4e3b\u5b8c\u6210\u957f\u8fbe\u6570\u5c0f\u65f6\u7684\u590d\u6742\u957f\u7a0b\u4efb\u52a1\uff0c\u5b9e\u73b0\u4ece\u89c4\u5212\u3001\u6267\u884c\u3001\u7ea0\u9519\u5230\u5b8c\u6574\u9879\u76ee\u4ea4\u4ed8\u7684\u5168\u95ed\u73af\u65f6\uff0c\u4eba\u7c7b\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u5230\u5e95\u5728\u54ea\u91cc\uff1f<\/p>\n

\u7b54\u6848\u6216\u8bb8\u5c31\u662f\u5b9a\u4e49\u95ee\u9898\u3001\u521b\u9020\u4ef7\u503c\u3001\u505a\u51fa\u6838\u5fc3\u51b3\u7b56\u7684\u80fd\u529b\uff0c\u6bd5\u7adf\u8fd9\u662fAI\u6682\u65f6\u65e0\u6cd5\u66ff\u4ee3\u7684\u6838\u5fc3\u62a4\u57ce\u6cb3\u3002<\/p>\n

\u800c\u5bf9\u4e2d\u56fdAI\u884c\u4e1a\u800c\u8a00\uff0cGLM-5.1\u53ea\u662f\u5f00\u59cb\uff0c\u5f53\u5f00\u6e90\u6a21\u578b\u8fbe\u5230\u5168\u7403\u9876\u5c16\u5de5\u7a0b\u80fd\u529b\u3001AI\u4ece\u5bf9\u8bdd\u8005\u53d8\u4e3a\u6267\u884c\u8005\uff0c\u884c\u4e1a\u5fc5\u5c06\u8fce\u6765\u66f4\u5f7b\u5e95\u3001\u66f4\u6df1\u523b\u7684\u53d8\u9769\u3002<\/p>\n

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\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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