{"id":20903,"date":"2026-11-06T06:58:06","date_gmt":"2026-11-05T22:58:06","guid":{"rendered":"https:\/\/dguan.com.cn\/ai\/%e4%b8%80%e6%9d%a1%e6%a8%a1%e5%9e%8b%e5%8f%91%e5%b8%83%e7%ba%bf%e8%b5%b0%e4%ba%86%e5%9b%9b%e5%a4%a9%ef%bc%9a%e7%be%8e%e5%9b%a2-longcat-2-5-%e5%88%b0%e5%ba%95%e6%94%b9%e4%ba%86%e4%bb%80%e4%b9%88\/"},"modified":"2026-11-06T06:58:06","modified_gmt":"2026-11-05T22:58:06","slug":"%e4%b8%80%e6%9d%a1%e6%a8%a1%e5%9e%8b%e5%8f%91%e5%b8%83%e7%ba%bf%e8%b5%b0%e4%ba%86%e5%9b%9b%e5%a4%a9%ef%bc%9a%e7%be%8e%e5%9b%a2-longcat-2-5-%e5%88%b0%e5%ba%95%e6%94%b9%e4%ba%86%e4%bb%80%e4%b9%88","status":"publish","type":"post","link":"https:\/\/dguan.com.cn\/ai\/%e4%b8%80%e6%9d%a1%e6%a8%a1%e5%9e%8b%e5%8f%91%e5%b8%83%e7%ba%bf%e8%b5%b0%e4%ba%86%e5%9b%9b%e5%a4%a9%ef%bc%9a%e7%be%8e%e5%9b%a2-longcat-2-5-%e5%88%b0%e5%ba%95%e6%94%b9%e4%ba%86%e4%bb%80%e4%b9%88\/","title":{"rendered":"\u4e00\u6761\u6a21\u578b\u53d1\u5e03\u7ebf\u8d70\u4e86\u56db\u5929\uff1a\u7f8e\u56e2 LongCat-2.5 \u5230\u5e95\u6539\u4e86\u4ec0\u4e48\uff0c\u53c8\u6ca1\u6539\u4ec0\u4e48"},"content":{"rendered":"

11 \u6708 2 \u65e5\uff0c\u7f8e\u56e2\u53d1\u5e03 LongCat-2.5\u3002\u5230 11 \u6708 5 \u65e5\uff0c\u8fd9\u6761\u7ebf\u8d70\u8fc7\u56db\u4e2a\u8282\u70b9\uff1a\u5b98\u65b9\u53d1\u5e03\u3001\u5a92\u4f53\u5b9a\u8c03\u3001\u7b2c\u4e09\u65b9\u699c\u5355\u3001\u5f00\u6e90\u4fa7\u5bf9\u7167\u3002<\/p>\n

\u56db\u4e2a\u8282\u70b9\uff0c\u7ed9\u51fa\u56db\u4e2a\u7248\u672c\u7684 LongCat-2.5\u3002<\/p>\n

\u65f6\u95f4\u7ebf\uff1a\u56db\u5929\uff0c\u56db\u4e2a\u7248\u672c<\/h2>\n

11 \u6708 2 \u65e5\uff0c\u7f8e\u56e2\u65b0\u95fb\u7a3f\u4e0e\u6280\u672f\u535a\u5ba2\u540c\u6b65\u53d1\u51fa\u3002\u603b\u53c2\u6570 1.6 \u4e07\u4ebf\uff0c\u6bcf\u4e2a token \u6fc0\u6d3b\u7ea6 480 \u4ebf\uff0c\u539f\u751f\u591a\u6a21\u6001\uff0c\u6700\u957f 1M token \u4e0a\u4e0b\u6587\uff0c\u8bad\u7ec3\u5168\u7a0b\u4f7f\u7528\u56fd\u4ea7\u7b97\u529b\u3002\u6280\u672f\u535a\u5ba2\u62ab\u9732\u7684\u7ea6\u675f\u6761\u4ef6\u6bd4\u7ed3\u8bba\u66f4\u6709\u610f\u601d\uff1a\u56fd\u4ea7\u52a0\u901f\u5361\u5355\u5361\u663e\u5b58\u4e0d\u8db3 80GB\uff0c\u88c5\u4e0d\u4e0b\u8fd9\u6837\u7684\u957f\u5e8f\u5217\uff0c\u56e2\u961f\u53ea\u80fd\u56f4\u7ed5\u8d85\u8282\u70b9\u91cd\u6392\u5e76\u884c\u7b56\u7565\uff0c\u8ba9\u53c2\u6570\u4e0e\u6570\u636e\u7684\u4e3b\u8981\u901a\u4fe1\u7559\u5728\u9ad8\u901f\u4e92\u8054\u57df\u5185\u3002\u8bc4\u4ef7\u53e3\u5f84\u5012\u662f\u5199\u5f97\u5f88\u514b\u5236\uff1a\u591a\u9879\u4e3b\u6d41\u57fa\u51c6\u300c\u4ecb\u4e8e Claude-Opus-4.8 \u4e0e Claude-Opus-5 \u4e4b\u95f4\u300d\uff0c\u90e8\u5206\u8bc4\u6d4b\u8d85\u8fc7 Opus-5\u3002<\/p>\n

\u540c\u4e00\u5929\uff0cAPI \u4e0a\u7ebf\u3002\u6bcf\u767e\u4e07 token \u8f93\u5165 2 \u5143\u3001\u547d\u4e2d\u7f13\u5b58 0.04 \u5143\u3001\u8f93\u51fa 8 \u5143\uff0c\u5b98\u65b9\u6807\u6ce8\u4e3a\u9650\u65f6\u6298\u6263\u4ef7\u3002\u6743\u91cd\u5165\u53e3\u5199\u7740\u300c\u5373\u5c06\u4e0a\u7ebf\u300d\u3002<\/p>\n

11 \u6708 3 \u65e5\uff0c\u53e3\u5f84\u53d8\u4e86\u3002AIBASE \u7684\u6807\u9898\u662f\u300c\u591a\u9879\u667a\u80fd Agent \u57fa\u51c6\u767b\u9876\u5168\u7403\u7b2c\u4e00\u300d\uff0c\u667a\u4e1c\u897f\u5199\u300c\u901a\u7528 Agent \u6d4b\u8bd5\u8d85 Opus-5\u300d\uff0c\u96c6\u5fae\u7f51\u628a\u91cd\u5fc3\u653e\u5728\u300c\u5168\u7a0b\u56fd\u4ea7\u7b97\u529b\u300d\u3002\u4e09\u4e2a\u6807\u9898\uff0c\u4e09\u4e2a\u91cd\u5fc3\uff0c\u552f\u72ec\u6ca1\u6709\u4e00\u5bb6\u7ed9\u51fa\u7b2c\u4e09\u65b9\u590d\u6d4b\u3002<\/p>\n

11 \u6708 4 \u65e5\uff0c\u7b2c\u4e09\u65b9\u6570\u636e\u8fdb\u573a\u3002LLMBoard \u7684 HLE\uff08\u5e26\u5de5\u5177\u3001\u7eaf\u6587\u672c\uff09\u699c\u5355\u628a LongCat-2.5 \u6392\u5728\u7b2c 2\uff0c63.1%\uff0c\u7b2c\u4e00\u662f Claude Opus 5.5 \u7684 67.7%\u3002\u540c\u65e5\u7684 AI \u65e9\u62a5\u76f4\u63a5\u5199\u300c\u5c1a\u65e0\u72ec\u7acb\u673a\u6784\u590d\u73b0\u300d\uff0c\u5e76\u6307\u51fa Terminal Bench v4.0 \u4e0a\u5b83\u662f 38.5\uff0cOpus 5 \u662f 53.9\u3002<\/p>\n

11 \u6708 5 \u65e5\uff0c\u5f00\u6e90\u4fa7\u51fa\u73b0\u5bf9\u7167\u3002\u6708\u4e4b\u6697\u9762\u5f00\u653e 2.8 \u4e07\u4ebf\u53c2\u6570\u7684 K3.1 Pro \u6743\u91cd\u3001\u767b\u9876 Agent Arena \u5f00\u6e90\u699c\uff1b\u767e\u5ea6\u5f00\u6e90\u6587\u5fc3 5.5 Flash\u3002\u800c LongCat-2.5 \u7684\u6743\u91cd\uff0c\u8fd8\u6302\u5728\u300c\u5373\u5c06\u4e0a\u7ebf\u300d\u3002<\/p>\n

\u53cd\u8f6c\uff1a\u53c2\u6570\u6ca1\u53d8\uff0c\u80fd\u529b\u6ca1\u767b\u9876\uff0c\u53d8\u7684\u662f\u522b\u7684<\/h2>\n

\u8fd9\u91cc\u8981\u4fee\u6b63\u4e00\u4e2a\u5e38\u89c1\u8bf4\u6cd5\u3002<\/p>\n

\u6211\u4e00\u5f00\u59cb\u4e5f\u6309\u300c1.6 \u4e07\u4ebf\u53c2\u6570\u767b\u9876\u300d\u53bb\u6838\uff0c\u7ffb\u5230\u5b98\u65b9\u535a\u5ba2\u811a\u6ce8\u624d\u53d1\u73b0\uff0c\u4e2d\u6587\u6807\u9898\u91cc\u7684\u300c\u7b2c\u4e00\u300d\u6765\u81ea\u4e2a\u522b\u57fa\u51c6\u7684\u5355\u70b9\u9886\u5148\uff0c\u5b98\u65b9\u539f\u8bdd\u662f\u300c\u4ecb\u4e8e\u4e24\u8005\u4e4b\u95f4\u300d\u3002<\/p>\n

\u53c2\u6570\u672c\u8eab\u4e5f\u4e0d\u662f\u65b0\u95fb\u30026 \u6708 30 \u65e5\u7684 LongCat-2.0 \u5c31\u662f 1.6 \u4e07\u4ebf\u603b\u53c2\u6570\u3001480 \u4ebf\u6fc0\u6d3b\u30011M \u4e0a\u4e0b\u6587\u30022.5 \u6cbf\u7528\u540c\u4e00\u89c4\u6a21\uff0c\u4e00\u4e2a\u6570\u90fd\u6ca1\u52a8\u3002\u6240\u8c13\u300c1.6 \u4e07\u4ebf\u65f6\u4ee3\u300d\uff0c\u516d\u6708\u5c31\u5df2\u7ecf\u5f00\u59cb\u4e86\u3002<\/p>\n

\u5b98\u65b9\u90a3\u5f20\u6210\u7ee9\u8868\uff0c\u6309\u4e24\u8fb9\u90fd\u6709\u5206\u6570\u7684\u9879\u76ee\u6570\uff1a\u5bf9 Opus 4.8 \u7684 24 \u9879\u91cc\u8d62 18 \u9879\uff0c\u5bf9 Opus 5 \u7684 27 \u9879\u91cc\u53ea\u8d62 10 \u9879\uff0c\u5bf9 DeepSeek-V4.1-Flash \u7684 26 \u9879\u91cc\u8f93 14 \u9879\u3002\u811a\u6ce8\u8fd8\u5199\u660e\uff0c\u5bf9\u624b\u5206\u6570\u4e0d\u5e26\u661f\u53f7\u7684\uff0c\u662f\u7f8e\u56e2\u81ea\u5df1\u8dd1\u7684\uff0c\u300c\u4ec5\u4f9b\u53c2\u8003\u300d\uff1b\u5bf9\u6bd4\u96c6\u4e0d\u542b GPT-6 \u7cfb\u5217\u548c Opus 5.5\u3002\u628a\u8fd9\u4e9b\u6761\u4ef6\u6446\u9f50\uff0c\u300c\u767b\u9876\u300d\u8fd9\u4e2a\u8bcd\u5c31\u7ad9\u4e0d\u4f4f\u4e86\u3002\u5b83\u8d62\u5728\u4e86\u68c0\u7d22\u4e0e\u90e8\u5206\u957f\u7a0b\u4efb\u52a1\uff0c\u8f93\u5728\u4e86\u6700\u96be\u7684\u90a3\u6863\u7f16\u7a0b\u3002<\/p>\n

\u6240\u4ee5\u771f\u6b63\u7684\u53d8\u5316\u4e0d\u5728\u300c\u8c01\u7b2c\u4e00\u300d\uff0c\u800c\u5728\u53e6\u4e00\u6761\u66f2\u7ebf\u4e0a\uff1a\u628a\u4e00\u4ef6 Agent \u4efb\u52a1\u505a\u5b8c\u8981\u82b1\u591a\u5c11\u94b1\u3002\u8f93\u51fa\u6bcf\u767e\u4e07 token 1.2 \u7f8e\u5143\uff0c\u6309\u516c\u5f00\u4ef7\uff0c\u5927\u7ea6\u662f GPT-6 Astra \u8f93\u51fa\u4ef7 50 \u7f8e\u5143\u7684\u56db\u5341\u4e4b\u4e00\u3002\u52a0\u4e0a 1M \u4e0a\u4e0b\u6587\u548c\u53cc\u534f\u8bae\u517c\u5bb9\uff0c\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u957f\u7a0b\u4efb\u52a1\uff0c\u6210\u672c\u7ed3\u6784\u88ab\u6539\u5199\u4e86\u3002<\/p>\n

\u6539\u4e86\u4ec0\u4e48\uff1a\u4e09\u5904\u7ed3\u6784\u6027\u53d8\u5316<\/h2>\n

\u89c6\u89c9\u4e0d\u518d\u5916\u6302\u3002\u56fe\u50cf\u7ecf\u8bed\u4e49\u5bf9\u9f50\u7f16\u7801\u5668\u53d6\u539f\u751f\u5206\u8fa8\u7387\u7279\u5f81\uff0c\u518d\u7528\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\u538b\u6210\u591a\u5c42\u7ea7\u79bb\u6563 token\uff0c\u548c\u6587\u672c\u5171\u7528\u4e00\u5957\u8bcd\u8868\u8fdb\u4e3b\u5e72\u3002\u8fd9\u4e0d\u662f\u7ed9\u8bed\u8a00\u6a21\u578b\u914d\u4e00\u4e2a\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u800c\u662f\u628a\u300c\u770b\u300d\u53d8\u6210\u548c\u300c\u8bfb\u300d\u540c\u6784\u7684\u52a8\u4f5c\uff0c\u7f51\u9875\u30013D \u5c55\u793a\u9875\u3001\u8bbe\u8ba1\u7a3f\u56e0\u6b64\u80fd\u8fdb\u5165\u540c\u4e00\u6761\u63a8\u7406\u94fe\u3002<\/p>\n

\u8bad\u7ec3\u6cd5\u6362\u4e86\u3002\u628a\u771f\u5b9e Agent \u8dd1\u5931\u8d25\u7684\u8f68\u8ff9\u6536\u96c6\u8d77\u6765\uff0c\u6539\u6210\u53ef\u590d\u73b0\u3001\u53ef\u5224\u5bf9\u9519\u7684\u8bad\u7ec3\u9898\uff0c\u6309\u300c\u4fee\u4e4b\u524d\u5931\u8d25\u3001\u4fee\u4e4b\u540e\u901a\u8fc7\u300d\u9a8c\u6536\uff1b\u8bad\u7ec3\u73af\u5883\u65ad\u7f51\u3001\u5220\u6389 git \u5386\u53f2\uff0c\u518d\u7528\u53e6\u4e00\u4e2a\u6a21\u578b\u5ba1\u67e5\u6709\u6ca1\u6709\u6295\u673a\u53d6\u5de7\u3002\u8fd9\u5957\u300c\u9519\u9898\u672c\u300d\u601d\u8def\uff0c\u6bd4\u4efb\u4f55\u5355\u9879\u5206\u6570\u90fd\u66f4\u5f71\u54cd\u957f\u671f\u80fd\u529b\uff0c\u56e0\u4e3a\u5b83\u7ec3\u7684\u662f\u8d70\u504f\u4e4b\u540e\u7684\u81ea\u6211\u7ea0\u6b63\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u7b54\u5bf9\u3002<\/p>\n

\u63a8\u7406\u7ecf\u6d4e\u5b66\u662f\u7b2c\u4e09\u5904\u3002\u6743\u91cd\u548c\u6fc0\u6d3b\u540c\u65f6\u538b\u5230 4 \u6bd4\u7279\uff08W4A4\uff09\uff0c\u5bf9 W8A8 \u57fa\u7ebf\uff0c\u7ebf\u4e0a\u538b\u6d4b prefill \u541e\u5410 +43.3%\u3001decode +42.77%\u3001\u9996\u5b57\u5ef6\u8fdf -15.91%\u3001\u6bcf token \u5ef6\u8fdf -19.72%\u3002\u957f\u5e8f\u5217 SFT \u7684\u5355\u5361\u541e\u5410\u6bd4 DDP \u57fa\u7ebf\u9ad8 86%\u3002\u8fd9\u4e24\u7ec4\u6570\u5b57\u4e0d\u597d\u770b\uff0c\u5374\u662f\u300c\u4fbf\u5b9c\u300d\u7684\u7269\u7406\u6765\u6e90\u3002<\/p>\n

\u6ca1\u6539\u4ec0\u4e48\uff1a\u4e09\u4ef6\u88ab\u5ffd\u7565\u7684\u4e8b<\/h2>\n

\u89c4\u6a21\u6ca1\u6539\uff0c\u4e0a\u9762\u5df2\u7ecf\u8bf4\u4e86\u3002<\/p>\n

\u5f00\u6e90\u6ca1\u8ddf\u4e0a\u30022.0 \u5728 7 \u6708\u6309 MIT \u534f\u8bae\u653e\u51fa\u6743\u91cd\uff0c\u6607\u817e\u3001\u6469\u5c14\u7ebf\u7a0b\u3001\u6c90\u66e6\u540c\u6b65\u5b8c\u6210\u63a8\u7406\u9002\u914d\uff1b2.5 \u622a\u81f3 11 \u6708 5 \u65e5\u4ecd\u65e0\u6743\u91cd\uff0c\u534f\u8bae\u4e0e\u65f6\u95f4\u90fd\u6ca1\u516c\u5e03\u3002\u5728\u4e00\u4e2a\u4eba\u4eba\u558a\u5f00\u6e90\u7684\u8d5b\u9053\u4e0a\uff0c\u8fd9\u662f\u9000\u4e86\u4e00\u6b65\u3002<\/p>\n

\u5546\u4e1a\u5b9a\u4f4d\u4e5f\u6ca1\u6539\u3002\u738b\u5174\u5728 8 \u6708 28 \u65e5\u4e8c\u5b63\u5ea6\u7535\u8bdd\u4f1a\u4e0a\u8bf4\u5f97\u5f88\u76f4\u767d\uff1a\u300c\u6211\u4eec\u4e0d\u4f1a\u6210\u4e3a Token \u5de5\u5382\uff0c\u6211\u4eec\u7684\u6a21\u578b\u548c AI \u4ea7\u54c1\u5c06\u7528\u4e8e\u652f\u6301\u6211\u4eec\u7684\u4e3b\u4e1a\u3002\u300dAPI \u662f\u526f\u4ea7\u54c1\uff0c\u4e3b\u7ebf\u662f\u300c\u5999\u624b\u300d\u8fd9\u7c7b\u7ecf\u8425\u5de5\u4f5c\u53f0\uff0c\u516c\u5f00\u5ba2\u6237\u662f\u53e4\u8317\u3001\u5f90\u5347\u8bb0\u3001\u76ca\u79be\u5802\u3002<\/p>\n

\u4e00\u4e2a\u628a\u6a21\u578b\u5f53\u4e3b\u4e1a\u5de5\u5177\u7684\u56e2\u961f\uff0c\u4e0d\u4f1a\u4e3a\u4e86\u699c\u5355\u7b2c\u4e00\u53bb\u727a\u7272\u6bdb\u5229\uff1b\u53cd\u8fc7\u6765\u8bf4\uff0c\u5b83\u4e5f\u6ca1\u6709\u52a8\u529b\u628a\u6743\u91cd\u514d\u8d39\u9001\u51fa\u53bb\u3002\u8fd9\u4e24\u53e5\u8bdd\uff0c\u6bd4\u53c2\u6570\u66f4\u80fd\u89e3\u91ca 11 \u6708 2 \u65e5\u4e4b\u540e\u7684\u6bcf\u4e00\u4e2a\u52a8\u4f5c\u3002<\/p>\n

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