{"id":819187,"date":"2026-07-29T14:35:21","date_gmt":"2026-07-29T06:35:21","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=819187"},"modified":"2026-07-29T14:35:21","modified_gmt":"2026-07-29T06:35:21","slug":"kimi-k3%e5%bc%80%e6%ba%90%e6%9c%80%e5%a4%a7%e7%9a%84%e5%a5%bd%e5%a4%84%ef%bc%8c%e4%b8%8d%e6%98%af%e7%bb%99%e4%bd%a0%e4%b8%8b%e8%bd%bd%e6%9d%a5%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=819187","title":{"rendered":"Kimi K3\u5f00\u6e90\u6700\u5927\u7684\u597d\u5904\uff0c\u4e0d\u662f\u7ed9\u4f60\u4e0b\u8f7d\u6765\u7528"},"content":{"rendered":"

Kimi K3 \u6b63\u5f0f\u5f00\u6e90\u4ee5\u540e\uff0c\u6700\u5148\u51b2\u5230 Hugging Face \u51c6\u5907\u4e0b\u8f7d\u7684\u4eba\uff0c\u6ed1\u4e0d\u4e86\u51e0\u4e0b\uff0c\u5c31\u4f1a\u770b\u5230\u4e00\u4e2a\u6570\u5b57\uff1a2.8T\u3002<\/span><\/p>\n

\"Kimi<\/p>\n

Hugging Face \u4ed3\u5e93\u5f53\u524d\u7ea6 1.56 TB\uff0c\u5305\u542b 96 \u4e2a safetensors \u6743\u91cd\u5206\u7247\uff0c\u5355\u7247\u5927\u591a\u7ea6 16GB\u3002Kimi \u5b98\u65b9\u5efa\u8bae\uff0c\u8fd9\u53f0\u6a21\u578b\u6700\u597d\u8fd0\u884c\u5728\u7531 64 \u4e2a\u6216\u66f4\u591a\u52a0\u901f\u5668\u7ec4\u6210\u7684\u8d85\u7ea7\u8282\u70b9\u4e0a\u3002<\/p>\n

\u5149\u770b\u8fd9\u4e9b\u6570\u5b57\uff0c\u53ef\u80fd\u8fd8\u4e0d\u8db3\u4ee5\u6b7b\u5fc3\uff0cDeepSeek \u5f53\u5e74\u90fd\u53ef\u4ee5\u81ea\u5df1\u90e8\u7f72\uff0cK3 \u5c31\u4e00\u70b9\u90fd\u4e0d\u884c\u5417\uff1f\u90a3\u4e48\u5c31\u53ea\u80fd\u7b97\u8d26\u4e86\u2014\u2014<\/p>\n

\u5806 Mac mini \u4e5f\u6ca1\u7528\u7684\u4e00\u96c6<\/p>\n

\u8bf4\u8d77\u6765\u50cf\u4e00\u4e2a\u6096\u8bba\uff0c\u8fc7\u53bb\u8bf4\u8d77\u5f00\u6e90\u8f6f\u4ef6\uff0c\u4eba\u4eec\u60f3\u5230\u7684\u662f\u628a\u6a21\u578b\u4e0b\u8f7d\u4e0b\u6765\uff0c\u81ea\u5df1\u5b89\u88c5\u3001\u8c03\u8bd5\u548c\u8fd0\u884c\uff1b\u5f00\u6e90\u6a21\u578b\u6700\u521d\u8fdb\u5165\u5927\u4f17\u89c6\u91ce\u65f6\uff0c\u4e5f\u4f34\u968f\u7740\u7c7b\u4f3c\u60f3\u8c61\u3002<\/p>\n

\u5982\u679c\u4ecd\u6cbf\u7528\u4e4b\u524d\u4e00\u5ea6\u5f88\u6d41\u884c\u7684\u4e70\u4e00\u53f0Mac mini\uff0c\u5728\u672c\u5730\u8dd1DeepSeek\u8fd9\u5957\u60f3\u8c61\uff0c\u6211\u4eec\u53ef\u4ee5\u6765\u7b97\u4e00\u4e0b\uff1a<\/p>\n

2024 \u6b3e M4 Pro Mac mini \u6700\u9ad8\u53ef\u4ee5\u914d\u7f6e64GB\u7edf\u4e00\u5185\u5b58\uff0c\u62ff\u4ed3\u5e93\u4f53\u79ef 1.56TB \u7684 K3 \u6743\u91cd\u505a\u4e00\u4e2a\u6781\u7c97\u7565\u7684\u9664\u6cd5\uff0c\u81f3\u5c11\u9700\u8981 25 \u53f0\uff0c\u624d\u521a\u521a\u80fd\u628a\u6743\u91cd\u5168\u90e8\u585e\u8fdb\u5185\u5b58\uff08\u8003\u8651\u5230\u64cd\u4f5c\u7cfb\u7edf\u3001\u63a8\u7406\u6846\u67b6\u3001KV \u7f13\u5b58\u548c\u5fc5\u8981\u7684\u8fd0\u884c\u4f59\u91cf\uff0c\u5b9e\u9645\u8fd8\u5f97\u518d\u5907\u51e0\u53f0\uff09\u3002<\/p>\n

\"Kimi<\/p>\n

\u66f4\u4f55\u51b5\uff0c\u8fd9\u4e9b Mac mini\u7684\u5185\u5b58\u5e76\u4e0d\u4f1a\u81ea\u52a8\u62fc\u6210\u4e00\u4e2a\u5de8\u5927\u7684\u5185\u5b58\u6c60\uff1a896 \u4e2a\u4e13\u5bb6\u7684\u6743\u91cd\u9700\u8981\u5728\u673a\u5668\u4e4b\u95f4\u4e0d\u65ad\u8c03\u5ea6\uff0c\u800c Mac mini \u6ca1\u6709\u6570\u636e\u4e2d\u5fc3 GPU \u96c6\u7fa4\u4f7f\u7528\u7684\u9ad8\u5e26\u5bbd\u4e92\u8fde\u3002\u5373\u4f7f\u771f\u7684\u628a\u4e8c\u4e09\u5341\u53f0\u673a\u5668\u5806\u6ee1\u4e00\u5f20\u67b6\u5b50\uff0c\u4e5f\u4e0d\u610f\u5473\u7740 K3 \u5df2\u7ecf\u80fd\u4ee5\u53ef\u7528\u7684\u901f\u5ea6\u8fd0\u884c\u3002<\/p>\n

\u8fd9\u548c\u5f53\u5e74 DeepSeek-R1 \u5f00\u6e90\u65f6\u6380\u8d77\u7684\u81ea\u90e8\u7f72\u6f6e\u5f62\u6210\u4e86\u9c9c\u660e\u5bf9\u6bd4\uff0c\u4e5f\u53cd\u6620\u51fa\uff0c\u5f53\u65f6\u4eba\u4eec\u6240\u8bf4\u7684\u81ea\u90e8\u7f72\uff0c\u591a\u6570\u5e76\u4e0d\u662f\u5728\u8fd0\u884c 671B \u53c2\u6570\u7684\u5b8c\u6574 R1\uff0c\u800c\u662f\u5b98\u65b9\u540c\u65f6\u53d1\u5e03\u7684 1.5B\u30017B\u30018B\u300114B\u300132B \u548c 70B \u84b8\u998f\u6a21\u578b\u3002<\/p>\n

\u4e00\u53f0 Mac mini \u5c31\u53ef\u4ee5\u8fd0\u884c\u5176\u4e2d\u7684 7B \u6216 14B \u7248\u672c\uff0c\u5185\u5b58\u66f4\u5927\u7684\u673a\u5668\u751a\u81f3\u53ef\u4ee5\u5c1d\u8bd5 32B\uff1b\u5b89\u88c5 Ollama\u3001\u8f93\u5165\u4e00\u884c\u547d\u4ee4\uff0c\u666e\u901a\u7528\u6237\u786e\u5b9e\u80fd\u591f\u5f97\u5230\u4e00\u53f0\u5b8c\u5168\u79bb\u7ebf\u7684 AI\u3002<\/p>\n

\"Kimi<\/p>\n

K3\u76ee\u524d\u5f00\u653e\u7684\u662f2.8T\u5b8c\u6574\u6743\u91cd\uff0c\u6ca1\u6709\u63d0\u4f9b\u4e00\u5957\u4ece\u5c0f\u5230\u5927\u7684\u5b98\u65b9\u84b8\u998f\u7248\u672c\uff0c\u81ea\u90e8\u7f72\u7684\u5355\u4f4d\u56e0\u6b64\u4ece\u4e00\u53f0Mac mini\u53d8\u6210\u4e86\u81f3\u5c11\u4e8c\u4e09\u5341\u53f0Mac mini\u7ec4\u6210\u7684\u96c6\u7fa4\u2014\u2014\u524d\u8005\u8fd8\u52c9\u5f3a\u53ef\u4ee5\u8bf4\u662f AI \u72c2\u70ed fomo \u60a3\u8005\u7684\u6cbb\u7597\u9879\u76ee\uff0c\u540e\u8005\u5df2\u7ecf\u63a5\u8fd1\u4e00\u9879\u673a\u623f\u5de5\u7a0b\u3002<\/strong><\/p>\n

\u663e\u7136\uff0c\u5f00\u653e\u4e0d\u662f\u9762\u5411\u4e00\u53f0\u666e\u901a\u7535\u8111\u7684\uff0c\u65e2\u7136\u7528\u6237\u65e0\u6cd5\u76f4\u63a5\u62e5\u6709\u5b83\uff0c\u90a3\u4e48\uff0c2.8T \u7684\u6a21\u578b\u7a76\u7adf\u5f00\u7ed9\u4e86\u8c01\uff1f<\/p>\n

\u5f00\u6e90\u4e86\uff0c\u4f46\u5b83\u4e0d\u662f\u4e00\u53f0\u4e2a\u4eba\u7535\u8111\u4e0a\u7684\u6a21\u578b<\/strong><\/p>\n

\u7b54\u6848\u5e76\u4e0d\u795e\u79d8\uff1a\u4e91\u8ba1\u7b97\u5382\u5546\u3001\u63a8\u7406\u670d\u52a1\u5546\u3001\u4f01\u4e1a\u548c\u5e94\u7528\u5f00\u53d1\u8005\u3002<\/strong><\/p>\n

K3 \u62e5\u6709 2.8 \u4e07\u4ebf\u603b\u53c2\u6570\uff0c\u662f\u76ee\u524d\u9996\u4e2a\u5f00\u653e\u6743\u91cd\u7684 3T \u7ea7\u6a21\u578b\uff0c\u5b83\u540c\u65f6\u5177\u5907\u539f\u751f\u89c6\u89c9\u80fd\u529b\u548c 100 \u4e07 token \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u9762\u5411\u957f\u7a0b\u7f16\u7a0b\u3001\u77e5\u8bc6\u5de5\u4f5c\u548c\u9700\u8981\u6301\u7eed\u8c03\u7528\u5de5\u5177\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u3002<\/p>\n

\u4e3a\u4e86\u628a\u5982\u6b64\u5e9e\u5927\u7684\u6a21\u578b\u771f\u6b63\u8dd1\u8d77\u6765\uff0cK3 \u91c7\u7528\u4e86 MoE\uff0c\u4e5f\u5c31\u662f\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\uff0c\u53ef\u4ee5\u628a\u8fd9\u4e2a\u67b6\u6784\u60f3\u8c61\u6210\u4e00\u5bb6\u516c\u53f8\u3002\u516c\u53f8\u4e00\u5171\u6709 896 \u4e2a\u4e13\u4e1a\u90e8\u95e8\uff0c\u4f46\u6bcf\u5904\u7406\u4e00\u4e2a token\uff0c\u53ea\u4f1a\u6839\u636e\u4efb\u52a1\u53eb\u6765\u5176\u4e2d 16 \u4e2a\u90e8\u95e8\uff0c\u518d\u52a0\u4e0a\u5171\u4eab\u4e13\u5bb6\u5171\u540c\u5de5\u4f5c\u3002<\/p>\n

\"Kimi<\/p>\n

\u8fd9\u6837\u4e00\u6765\uff0cK3 \u6bcf\u6b21\u5b9e\u9645\u53c2\u4e0e\u8ba1\u7b97\u7684\u53c2\u6570\u7ea6\u4e3a 1040 \u4ebf\uff0c\u800c\u4e0d\u662f\u5b8c\u6574\u7684 2.8 \u4e07\u4ebf\uff0c\u8ba1\u7b97\u6210\u672c\u56e0\u6b64\u5927\u5e45\u4e0b\u964d\u3002\u4f46\u6bcf\u6b21\u53ea\u8c03\u7528 16 \u4e2a\u90e8\u95e8\uff0c\u4e0d\u7b49\u4e8e\u6574\u680b\u529e\u516c\u697c\u53ef\u4ee5\u4e0d\u5b58\u5728\u3002896 \u4e2a\u4e13\u5bb6\u7684\u6743\u91cd\u4ecd\u7136\u9700\u8981\u88ab\u4fdd\u5b58\uff0c\u5e76\u5728\u591a\u4e2a\u52a0\u901f\u5668\u4e4b\u95f4\u5feb\u901f\u8c03\u5ea6\u3002MoE \u51cf\u5c11\u7684\u662f\u6bcf\u4e00\u6b65\u63a8\u7406\u8981\u8fdb\u884c\u7684\u8ba1\u7b97\uff0c\u4e0d\u662f\u628a\u4e00\u53f0 2.8 \u4e07\u4ebf\u53c2\u6570\u6a21\u578b\u53d8\u6210\u4e86\u4e00\u53f0 1040 \u4ebf\u53c2\u6570\u6a21\u578b\u3002<\/p>\n

K3 \u8fd8\u52a0\u5165\u4e86 Kimi Delta Attention\u3001Attention Residuals \u548c Stable LatentMoE \u7b49\u65b0\u67b6\u6784\uff0c\u5b83\u4eec\u5206\u522b\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u4e2d\u7684\u6ce8\u610f\u529b\u6548\u7387\u3001\u6df1\u5c42\u7f51\u7edc\u4e2d\u7684\u4fe1\u606f\u6d41\u52a8\uff0c\u4ee5\u53ca\u6781\u9ad8\u7a00\u758f\u5ea6\u4e0b\u4e13\u5bb6\u5982\u4f55\u7a33\u5b9a\u5206\u5de5\u3002Moonshot \u7ed9\u51fa\u7684\u7ed3\u8bba\u662f\uff0c\u76f8\u6bd4 K2\uff0c\u8fd9\u4e9b\u53d8\u5316\u8ba9 K3 \u83b7\u5f97\u4e86\u5927\u7ea6 2.5 \u500d\u7684\u6574\u4f53\u6269\u5c55\u6548\u7387\u3002<\/p>\n

\"Kimi<\/p>\n

\u8fd9\u91cc\u7684\u5173\u952e\u8bcd\u662f\u6548\u7387\uff0cK3 \u4f7f\u7528 MXFP4 \u6743\u91cd\u548c MXFP8 \u6fc0\u6d3b\uff0c\u5df2\u7ecf\u901a\u8fc7\u91cf\u5316\u8fdb\u4e00\u6b65\u538b\u7f29\u6a21\u578b\uff0c\u5e76\u9488\u5bf9\u5927\u89c4\u6a21\u63a8\u7406\u4f18\u5316\u4e13\u5bb6\u901a\u4fe1\u548c\u7f13\u5b58\uff1b\u4f46\u5b98\u65b9\u4f9d\u7136\u5efa\u8bae\u4f7f\u7528 64 \u4e2a\u4ee5\u4e0a\u52a0\u901f\u5668\u7ec4\u6210\u7684\u9ad8\u5e26\u5bbd\u8d85\u7ea7\u8282\u70b9\u3002<\/p>\n

\"Kimi<\/p>\n

\u5b98\u65b9\u5efa\u8bae\u901a\u5e38\u542c\u542c\u5c31\u597d\uff0c\u6bd5\u7adf\uff0c\u80fd\u6709\u8fd9\u4e9b\u94b1\u7684\uff0c\u4e5f\u4e0d\u592a\u9700\u8981\u5b98\u65b9\u5efa\u8bae\u4e86\u2026\u2026<\/p>\n

\u603b\u4f53\u4e0a K3 \u7684\u5f00\u6e90\u9700\u8981\u7a0d\u5fae\u6362\u4e00\u79cd\u7406\u89e3\uff1a\u5b83\u662f\u4e00\u6b21\u5b8c\u6574\u7684\u5f00\u653e\u6743\u91cd\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u67e5\u770b\u3001\u90e8\u7f72\u3001\u4fee\u6539\u548c\u5f00\u53d1\u884d\u751f\u4ea7\u54c1\uff0c\u4f46\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u6307\u7684\u662f\u6743\u5229\u4e0a\u7684\u5f00\u653e\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u6bcf\u4e2a\u4eba\u90fd\u5177\u5907\u8fd0\u884c\u5b83\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u6761\u4ef6<\/strong>\u3002<\/p>\n

\u56e0\u6b64\uff0c\u6070\u6070\u662f\u4e91\u5382\u5546\u548c\u63a8\u7406\u670d\u52a1\u5546\u53ef\u4ee5\u90e8\u7f72 K3\uff0c\u628a\u5b83\u4f5c\u4e3a API \u63d0\u4f9b\u7ed9\u5f00\u53d1\u8005\uff1b\u4f01\u4e1a\u53ef\u4ee5\u5728\u81ea\u5df1\u7684\u57fa\u7840\u8bbe\u65bd\u4e0a\u8fd0\u884c\u6216\u5fae\u8c03\u6a21\u578b\uff0c\u628a\u5185\u90e8\u6570\u636e\u548c\u5de5\u4f5c\u6d41\u7a0b\u63a5\u8fdb\u53bb\uff1b\u505a\u7f16\u7a0b\u3001\u7814\u7a76\u3001\u8bbe\u8ba1\u3001\u6e38\u620f<\/a>\u6216\u529e\u516c\u4ea7\u54c1\u7684\u56e2\u961f\uff0c\u4e5f\u53ef\u4ee5\u628a K3 \u5d4c\u5165\u67d0\u9879\u5177\u4f53\u529f\u80fd\uff0c\u800c\u4e0d\u5fc5\u4ece\u96f6\u8bad\u7ec3\u4e00\u53f0\u524d\u6cbf\u6a21\u578b\u3002<\/strong><\/p>\n

K3 \u7684\u81ea\u5b9a\u4e49\u8bb8\u53ef\u8bc1\u751a\u81f3\u4e13\u95e8\u533a\u5206\u4e86\u4e24\u7c7b\u4e1a\u52a1\u3002\u4e00\u7c7b\u662f\u76f4\u63a5\u5411\u7b2c\u4e09\u65b9\u51fa\u552e\u6a21\u578b\u63a8\u7406\u6216\u5fae\u8c03\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u6a21\u578b\u5373\u670d\u52a1\uff1b\u53e6\u4e00\u7c7b\u662f\u628a\u6a21\u578b\u80fd\u529b\u5d4c\u5165\u67d0\u9879\u5177\u4f53\u529f\u80fd\u6216 harness \u7684\u7ec8\u7aef\u4ea7\u54c1\u3002\u524d\u8005\u5728\u6536\u5165\u8d85\u8fc7\u4e00\u5b9a\u89c4\u6a21\u540e\u9700\u8981\u4e0e\u6708\u4e4b\u6697\u9762\u53e6\u884c\u7b7e\u7ea6\uff0c\u540e\u8005\u5219\u4e0d\u88ab\u89c6\u4e3a\u7eaf\u7cb9\u7684\u6a21\u578b\u670d\u52a1\u3002<\/p>\n

\"Kimi<\/p>\n

\u8fd9\u4e2a\u770b\u4f3c\u6cd5\u5f8b\u5316\u7684\u5b9a\u4e49\uff0c\u5176\u5b9e\u900f\u9732\u51fa\u975e\u5e38\u6e05\u695a\u7684\u4ea7\u54c1\u65b9\u5411\uff1a\u6708\u4e4b\u6697\u9762\u4e0d\u53ea\u662f\u5e0c\u671b\u522b\u4eba\u628a K3 \u539f\u5c01\u4e0d\u52a8\u5730\u5305\u88c5\u6210\u53e6\u4e00\u4e2a\u804a\u5929\u63a5\u53e3\uff0c\u4e5f\u5e0c\u671b\u5f00\u53d1\u8005\u56f4\u7ed5\u5b83\u5efa\u7acb\u65b0\u7684\u5de5\u4f5c\u73af\u5883\u548c\u5177\u4f53\u5e94\u7528\u3002<\/strong><\/p>\n

\u540c\u4e00\u4e2a K3\uff0c\u4e0d\u540c\u7684\u4ea7\u54c1<\/p>\n

\u5bf9\u666e\u901a\u7528\u6237\u6765\u8bf4\uff0cK3 \u5f00\u6e90\u540e\u6700\u76f4\u63a5\u7684\u53d8\u5316\uff0c\u53ef\u80fd\u4e0d\u662f\u684c\u9762\u4e0a\u591a\u51fa\u4e00\u4e2a\u53ef\u4ee5\u672c\u5730\u5b89\u88c5\u7684\u8f6f\u4ef6\uff0c\u800c\u662f\u5728\u8d8a\u6765\u8d8a\u591a\u4ea7\u54c1\u91cc\u95f4\u63a5\u9047\u5230\u5b83\u3002<\/p>\n

\"Kimi<\/p>\n

AI \u884c\u4e1a\u5e38\u628a\u6a21\u578b\u5916\u9762\u7684\u4ea7\u54c1\u53eb\u4f5c\u58f3\uff0c\u8fd9\u4e2a\u8bf4\u6cd5\u591a\u5c11\u5e26\u6709\u8d2c\u4e49\u8272\u5f69\uff0c\u597d\u50cf\u53ea\u8981\u63a5\u5165\u4e00\u4e2a API\u3001\u5957\u4e0a\u4e00\u5c42\u754c\u9762\uff0c\u5c31\u80fd\u5047\u88c5\u62e5\u6709\u81ea\u5df1\u7684\u6280\u672f\u3002<\/p>\n

\u8fd9\u79cd\u4ea7\u54c1\u5f53\u7136\u5b58\u5728\uff0c\u4f46\u5728\u667a\u80fd\u4f53\u548c\u957f\u7a0b\u4efb\u52a1\u91cc\uff0c\u6a21\u578b\u5916\u9762\u7684 harness \u5df2\u7ecf\u8fdc\u8fdc\u4e0d\u53ea\u662f\u4e00\u5c42\u804a\u5929\u754c\u9762\u3002<\/p>\n

\u5b83\u51b3\u5b9a\u6a21\u578b\u80fd\u4e0d\u80fd\u8bfb\u53d6\u6574\u4e2a\u4ee3\u7801\u4ed3\u5e93\uff0c\u80fd\u4e0d\u80fd\u6253\u5f00\u7ec8\u7aef\u3001\u8fd0\u884c\u7a0b\u5e8f\u548c\u67e5\u770b\u62a5\u9519\uff0c\u80fd\u4e0d\u80fd\u8bbf\u95ee\u6d4f\u89c8\u5668\u3001\u6587\u4ef6\u7cfb\u7edf\u4e0e\u5916\u90e8\u5de5\u5177\uff1b\u5b83\u4e5f\u51b3\u5b9a 100 \u4e07 token \u7684\u4e0a\u4e0b\u6587\u5982\u4f55\u5206\u914d\uff0c\u65e7\u5185\u5bb9\u4ec0\u4e48\u65f6\u5019\u88ab\u538b\u7f29\uff0c\u4efb\u52a1\u8fdb\u884c\u5230\u4e00\u534a\u65f6\u5982\u4f55\u4fdd\u5b58\u72b6\u6001\uff0c\u4ee5\u53ca\u6a21\u578b\u51c6\u5907\u5220\u9664\u6587\u4ef6\u3001\u53d1\u9001\u90ae\u4ef6\u6216\u6267\u884c\u4ed8\u6b3e\u524d\uff0c\u662f\u5426\u5fc5\u987b\u5f97\u5230\u7528\u6237\u786e\u8ba4\u3002<\/p>\n

\u6a21\u578b\u63d0\u4f9b\u7684\u662f\u4e00\u7ec4\u6f5c\u5728\u80fd\u529b\uff0charness \u8d1f\u8d23\u628a\u8fd9\u4e9b\u80fd\u529b\u7ec4\u7ec7\u6210\u4e00\u5957\u53ef\u4ee5\u5de5\u4f5c\u7684\u6d41\u7a0b\u3002\u4e00\u4e2a\u5de5\u5177\u6743\u9650\u4e0d\u5b8c\u6574\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u6df7\u4e71\u7684\u73af\u5883\uff0c\u8db3\u4ee5\u8ba9\u540c\u4e00\u4e2a\u6a21\u578b\u8868\u73b0\u5f97\u50cf\u6362\u4e86\u4e00\u526f\u8111\u5b50\u3002<\/p>\n

K3 \u81ea\u5df1\u7684\u5b98\u65b9\u8bc4\u6d4b\uff0c\u5c31\u63d0\u4f9b\u4e86\u5f88\u76f4\u89c2\u7684\u4f8b\u5b50\u3002\u6280\u672f\u62a5\u544a\u4e2d\u7684\u7f16\u7a0b\u548c\u667a\u80fd\u4f53\u6210\u7ee9\uff0c\u5e76\u4e0d\u662f\u8ba9\u6240\u6709\u6a21\u578b\u5728\u540c\u4e00\u4e2a\u7a7a\u767d\u804a\u5929\u6846\u91cc\u56de\u7b54\u95ee\u9898\uff0c\u800c\u662f\u5206\u522b\u653e\u8fdb Kimi Code\u3001Claude Code\u3001Codex \u7b49\u4e0d\u540c\u8fd0\u884c\u73af\u5883\u4e2d\u3002<\/p>\n

K3 \u5728\u90e8\u5206\u6d4b\u8bd5\u4e2d\u4f7f\u7528\u81ea\u5bb6\u7684 Kimi Code\uff0c\u5728\u53e6\u4e00\u4e9b\u6d4b\u8bd5\u4e2d\u5219\u4f7f\u7528 Claude Code\uff1b\u540c\u4e00\u9879 Kimi Code Bench 2.0 \u91cc\uff0cK3 \u4f7f\u7528 Kimi Code \u5f97\u5230 72.9 \u5206\uff0c\u653e\u8fdb Claude Code \u65f6\u5219\u8fbe\u5230 73.7 \u5206\u3002\u6743\u91cd\u6ca1\u6709\u6539\u53d8\uff0c\u6539\u53d8\u7684\u662f\u6a21\u578b\u5468\u56f4\u7684\u5de5\u5177\u3001\u63d0\u793a\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c\u6267\u884c\u5faa\u73af\u3002<\/p>\n

\"Kimi<\/p>\n

K3 \u5728\u8fd9\u65b9\u9762\u8fd8\u6709\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u7684\u8981\u6c42\uff1a\u5b83\u91c7\u7528\u4fdd\u7559\u601d\u8003\u5386\u53f2\u7684\u8bad\u7ec3\u6a21\u5f0f\uff0c\u5728\u591a\u8f6e\u5bf9\u8bdd\u548c\u5de5\u5177\u8c03\u7528\u4e2d\uff0charness \u5fc5\u987b\u628a\u6a21\u578b\u6b64\u524d\u8fd4\u56de\u7684\u5b8c\u6574\u6d88\u606f\u539f\u6837\u4f20\u56de\uff0c\u5305\u62ec\u63a8\u7406\u5185\u5bb9\u548c\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\uff0c\u800c\u4e0d\u80fd\u53ea\u4fdd\u7559\u7528\u6237\u6700\u540e\u770b\u5230\u7684\u7b54\u6848\u3002<\/p>\n

100 \u4e07 token \u4e0a\u4e0b\u6587\u540c\u6837\u5982\u6b64\uff0c\u62e5\u6709\u4e00\u4e2a\u8db3\u591f\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4e0d\u4ee3\u8868\u628a\u6240\u6709\u4e1c\u897f\u4e00\u80a1\u8111\u585e\u8fdb\u53bb\u5c31\u662f\u6700\u4f18\u65b9\u6848\u3002K3 \u5728 BrowseComp \u8bc4\u6d4b\u4e2d\u4e5f\u5c55\u793a\u4e86\u540c\u4e00\u6a21\u578b\u5728\u4e0d\u540c\u8fd0\u884c\u914d\u7f6e\u4e0b\u7684\u5dee\u5f02\u3002\u66f4\u9ad8\u7684\u8ba1\u7b97\u548c\u4e0a\u4e0b\u6587\u9884\u7b97\u53ef\u4ee5\u6362\u6765\u66f4\u597d\u7684\u6210\u7ee9\uff0c\u4f46\u6210\u672c\u4e5f\u968f\u4e4b\u4e0a\u5347\uff1b\u5b98\u65b9\u5728\u90e8\u5206\u914d\u7f6e\u4e2d\u4f1a\u5728\u4e0a\u4e0b\u6587\u8fbe\u5230 30\u4e07 token \u65f6\u4e3b\u52a8\u538b\u7f29\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u5730\u628a 100 \u4e07 token \u7a97\u53e3\u5168\u90e8\u7528\u6ee1\u3002\u7a97\u53e3\u5927\u5c0f\u662f\u6a21\u578b\u53c2\u6570\uff0c\u4ec0\u4e48\u65f6\u5019\u6574\u7406\u3001\u4fdd\u7559\u548c\u9057\u5fd8\uff0c\u5219\u662f harness \u7684\u5de5\u4f5c\u3002<\/p>\n

\"Kimi<\/p>\n

K3\u5728BrowseComp\u4e2d\u7684\u5f97\u5206\u4e0e\u5355\u4efb\u52a1\u6210\u672c\uff0c\u4e0d\u540c\u8fd0\u884c\u6863\u4f4d\u5448\u73b0\u51fa\u660e\u663e\u7684\u6548\u679c\u2014\u6210\u672c\u5dee\u5f02\u3002\u56fe\u6e90\uff1aKimi K3\u6280\u672f\u62a5\u544a<\/p>\n

\u8fd9\u6b21 K3 \u63a8\u51fa\u65f6\u88ab\u5927\u4e66\u7279\u4e66\u7684\u6e38\u620f\u5f00\u53d1\uff0c\u53ef\u80fd\u662f\u6700\u5bb9\u6613\u88ab\u666e\u901a\u8bfb\u8005\u7406\u89e3\u7684\u4f8b\u5b50\u3002\u7528\u6237\u7528\u51e0\u53e5\u8bdd\u63cf\u8ff0\u6e38\u620f\u4ee5\u540e\uff0c\u6a21\u578b\u5e76\u4e0d\u662f\u4e00\u6b21\u6027\u5410\u51fa\u4e00\u4efd\u5b8c\u7f8e\u4ee3\u7801\uff0c\u5b83\u9700\u8981\u5148\u7f16\u5199\u7a0b\u5e8f\uff0c\u518d\u8fd0\u884c\u6e38\u620f\uff0c\u67e5\u770b\u5b9e\u65f6\u622a\u56fe\uff0c\u53d1\u73b0\u89d2\u8272\u4f4d\u7f6e\u3001\u754c\u9762\u5e03\u5c40\u6216\u4ea4\u4e92\u6548\u679c\u7684\u95ee\u9898\uff0c\u7136\u540e\u56de\u5230\u4ee3\u7801\u7ee7\u7eed\u4fee\u6539\u3002<\/strong><\/p>\n

\"Kimi<\/p>\n

\u8fd9\u91cc\u771f\u6b63\u5b8c\u6210\u4efb\u52a1\u7684\uff0c\u4e0d\u53ea\u662f\u4e00\u4e2a\u4f1a\u5199\u4ee3\u7801\u3001\u4e5f\u4f1a\u770b\u56fe\u7684\u6a21\u578b\uff0c\u800c\u662f\u6a21\u578b\u3001\u7ec8\u7aef\u3001\u8fd0\u884c\u73af\u5883\u3001\u622a\u56fe\u53cd\u9988\u548c\u9519\u8bef\u91cd\u8bd5\u7ec4\u6210\u7684\u5faa\u73af\u3002\u62ff\u8d70\u5176\u4e2d\u4efb\u4f55\u4e00\u73af\uff0c\u51e0\u53e5\u8bdd\u751f\u6210\u6e38\u620f\u90fd\u4f1a\u9000\u5316\u6210\u51e0\u53e5\u8bdd\u751f\u6210\u4e00\u5806\u770b\u8d77\u6765\u50cf\u4ee3\u7801\u7684\u6587\u672c\u3002<\/p>\n

\u5957\u58f3\u66f4\u52a0\u6709\u673a\u4f1a<\/p>\n

\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\uff0c\u6a21\u578b\u5f00\u653e\u4ee5\u540e\uff0c\u58f3\u53cd\u800c\u53ef\u80fd\u53d8\u5f97\u66f4\u91cd\u8981\u3002<\/p>\n

\u7d27\u968f Kimi \u6b65\u4f10\uff0cOpenAI<\/a> \u4e5f\u5f00\u6e90\u4e86 Codex Security \u7684 CLI\u3001TypeScript SDK\u3001Docker \u914d\u7f6e\u3001\u5de5\u4f5c\u6d41\u548c\u626b\u63cf\u7ed3\u679c\u7ba1\u7406\u7b49\u4ee3\u7801\uff0c\u5e76\u91c7\u7528 Apache-2.0<\/strong> \u8bb8\u53ef\u8bc1\uff0c\u5141\u8bb8\u67e5\u770b\u3001\u4fee\u6539\u3001\u518d\u5206\u53d1\u548c\u5546\u4e1a\u4f7f\u7528\u3002<\/p>\n

\"Kimi<\/p>\n

\u4f46\u5b83\u5e76\u4e0d\u662f\u4e00\u5957\u4e0b\u8f7d\u540e\u5c31\u80fd\u5b8c\u5168\u8131\u79bb OpenAI\u3001\u81ea\u4e3b\u8fd0\u884c\u7684\u6f0f\u6d1e\u68c0\u6d4b\u7cfb\u7edf\u3002README \u660e\u786e\u8981\u6c42\u7528\u6237\u767b\u5f55 OpenAI \u8d26\u6237\u6216\u63d0\u4f9b API key\uff0c\u626b\u63cf\u9ed8\u8ba4\u8c03\u7528 GPT-5.6 Sol\uff0c\u8fd9\u610f\u5473\u7740\u771f\u6b63\u627f\u62c5\u63a8\u7406\u4e0e\u6f0f\u6d1e\u5224\u65ad\u7684\uff0c\u4ecd\u7136\u662f OpenAI \u7684\u95ed\u6e90\u670d\u52a1\u3002<\/p>\n

\u8fd9\u548c K3 \u51e0\u4e4e\u5f62\u6210\u4e86\u4e00\u4e2a\u975e\u5e38\u5de5\u6574\u7684\u955c\u50cf\uff1a<\/p>\n

Kimi K3 \u5f00\u653e\u7684\u662f\u6a21\u578b\u6743\u91cd\uff0c\u4f46\u4e00\u822c\u7528\u6237\u5f88\u96be\u8fd0\u884c\uff0c\u4e8e\u662f\u4ecd\u7136\u9700\u8981\u5f00\u53d1\u8005\u548c\u793e\u533a\u56f4\u7ed5\u5b83\u9020 harness\u3002<\/strong><\/p>\n

OpenAI Codex Security \u5f00\u653e\u7684\u662f harness\uff0c\u4f46\u771f\u6b63\u5de5\u4f5c\u7684\u6a21\u578b\u4ecd\u7136\u638c\u63e1\u5728 OpenAI \u624b\u91cc\u3002<\/strong><\/p>\n

\u5f53\u53ea\u6709\u5c11\u6570\u516c\u53f8\u80fd\u591f\u4f7f\u7528\u6700\u5f3a\u6a21\u578b\u65f6\uff0c\u5e94\u7528\u7684\u7ade\u4e89\u4f18\u52bf\u5f80\u5f80\u6765\u81ea\u6211\u63a5\u5165\u4e86\u522b\u4eba\u6ca1\u6709\u7684\u6a21\u578b\u3002\u6bd4\u5982 Slack\u3001Notion \u8fd9\u6837\u7684\u5e94\u7528\uff0c\u4f1a\u7b2c\u4e00\u65f6\u95f4\u63a5\u5165\uff0c\u8fd9\u4e5f\u4e00\u5ea6\u662f\u4ed6\u4eec\u7684\u4f18\u52bf\u6765\u6e90\u3002<\/p>\n

\"Kimi<\/p>\n

\u4e00\u65e6 K3 \u8fd9\u6837\u7684\u524d\u6cbf\u6743\u91cd\u5411\u66f4\u591a\u5f00\u53d1\u8005\u5f00\u653e\uff0c\u8fd9\u4e2a\u4f18\u52bf\u4f1a\u8fc5\u901f\u7f29\u5c0f\u3002\u5927\u5bb6\u90fd\u80fd\u5f97\u5230\u540c\u4e00\u526f\u5927\u8111\uff0c\u65b0\u7684\u5dee\u5f02\u5c31\u6765\u81ea\u8c01\u80fd\u4e3a\u5b83\u914d\u4e0a\u66f4\u5408\u9002\u7684\u773c\u775b\u3001\u624b\u811a\u3001\u8bb0\u5fc6\u548c\u5de5\u4f5c\u53f0\u3002<\/p>\n

\u5f53\u7136\uff0c\u8fd9\u4e0d\u662f\u8bf4\u6240\u6709\u5957\u58f3\u4ea7\u54c1\u7a81\u7136\u90fd\u6709\u4e86\u62a4\u57ce\u6cb3\uff0c\u4e2a\u4e2a\u90fd\u80fd\u9ad8\u6795\u65e0\u5fe7\u4e86\uff0c\u53ea\u662f\u6dfb\u51e0\u4e2a\u6a21\u578b\u3001\u589e\u52a0\u51e0\u5957\u63d0\u793a\u8bcd\uff0c\u4f9d\u7136\u5f88\u5bb9\u6613\u88ab\u590d\u5236\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684 harness\uff0c\u9700\u8981\u7406\u89e3\u81ea\u5bb6\u4ea7\u54c1\u7684\u4f7f\u7528\u573a\u666f\u91cc\uff0c\u5177\u4f53\u5de5\u4f5c\u5982\u4f55\u53d1\u751f\uff0c\u628a\u6a21\u578b\u63a5\u5165\u8db3\u591f\u597d\u7684\u5de5\u5177\uff0c\u5e76\u5904\u7406\u90a3\u4e9b\u6a21\u578b\u672c\u8eab\u4e0d\u4f1a\u66ff\u7528\u6237\u89e3\u51b3\u7684\u9ebb\u70e6\uff1a\u6743\u9650\u3001\u5b89\u5168\u3001\u72b6\u6001\u3001\u5931\u8d25\u6062\u590d\u3001\u534f\u4f5c\u548c\u4ea4\u4ed8\u3002<\/strong><\/p>\n

\"Kimi<\/p>\n

\u5bf9\u666e\u901a\u7528\u6237\u6765\u8bf4\uff0c\u672a\u6765\u5224\u65ad\u4e00\u6b3e AI \u4ea7\u54c1\uff0c\u4e5f\u4e0d\u80fd\u53ea\u95ee\u5b83\u80cc\u540e\u7528\u4e86\u54ea\u4e2a\u6a21\u578b\uff0c\u8fd8\u9700\u8981\u95ee\uff1a\u5b83\u80fd\u770b\u5230\u4ec0\u4e48\uff0c\u80fd\u505a\u4ec0\u4e48\uff0c\u5982\u4f55\u5229\u7528\u73b0\u6709\u7684\u8d44\u6e90<\/a>\u800c\u4e0d\u662f\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u662f\u5426\u8bb0\u5f97\u4efb\u52a1\u8fdb\u884c\u5230\u4e86\u54ea\u91cc\uff0c\u4ee5\u53ca\u5728\u771f\u6b63\u91c7\u53d6\u884c\u52a8\u4e4b\u524d\uff0c\u8c01\u62e5\u6709\u6700\u540e\u7684\u51b3\u5b9a\u6743\u3002<\/p>\n

K3 \u5f00\u653e\u4e86\u6a21\u578b\u5c42\uff0c\u5374\u6ca1\u6709\u8ba9\u4ea7\u54c1\u5c42\u53d8\u5f97\u4e0d\u91cd\u8981\uff0c\u53cd\u800c\u66f4\u6e05\u695a\u5730\u6307\u51fa\u4e86\u4e00\u4ef6\u4e8b\uff1a\u524d\u6cbf\u6a21\u578b\u8ddd\u79bb\u7528\u6237\u4e4b\u95f4\uff0c\u59cb\u7ec8\u9694\u7740\u4e00\u6574\u5957\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u5728\u672a\u6765\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0c\u90fd\u6301\u7eed\u5b58\u5728\uff0c\u6a21\u578b\u5373\u4ea7\u54c1\u53cd\u800c\u8d8a\u6765\u8d8a\u50cf\u4e2a\u66b4\u8a00\u3002<\/strong><\/p>\n<\/p>\n

\u7edd\u5927\u591a\u6570\u4eba\u4e0d\u4f1a\u4e0b\u8f7d 1.56TB \u7684 K3\uff0c\u4e5f\u4e0d\u4f1a\u4eb2\u81ea\u7ba1\u7406 64 \u5f20\u52a0\u901f\u5361\uff0c\u4f46\u4ed6\u4eec\u4f1a\u5728\u4e0d\u540c\u4ea7\u54c1\u91cc\uff0c\u4e00\u6b21\u53c8\u4e00\u6b21\u9047\u89c1\u540c\u4e00\u4e2a K3\u3002\u6709\u7684\u80fd\u8fde\u7eed\u5de5\u4f5c\u51e0\u4e2a\u5c0f\u65f6\uff0c\u81ea\u5df1\u53d1\u73b0\u9519\u8bef\u5e76\u4fee\u6b63\uff1b\u6709\u7684\u6362\u4e00\u4e2a\u9875\u9762\u5c31\u5fd8\u8bb0\u521a\u624d\u505a\u4e86\u4ec0\u4e48\uff1b\u6709\u7684\u53ef\u4ee5\u5b8c\u6210\u4e00\u6574\u9879\u4efb\u52a1\uff0c\u6709\u7684\u4ecd\u7136\u53ea\u4f1a\u5728\u804a\u5929\u6846\u91cc\u7ed9\u51fa\u5efa\u8bae\u3002<\/p>\n

\u6a21\u578b\u51b3\u5b9a\u4e86\u80fd\u529b\u6709\u54ea\u4e9b\uff0c\u6070\u6070\u662f\u5916\u9762\u90a3\u5c42\u58f3\uff0c\u627f\u8f7d\u7740\u3001\u5f00\u53d1\u7740\u8fd9\u4e9b\u80fd\u529b\uff0c\u5e76\u62a4\u9001\u5b83\u4eec\u6700\u7ec8\u62b5\u8fbe\u7528\u6237\u3002<\/p>\n

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

Kimi K3 \u6b63\u5f0f\u5f00\u6e90\u4ee5\u540e\uff0c\u6700\u5148\u51b2\u5230 Hugging Face \u51c6\u5907\u4e0b\u8f7d\u7684\u4eba\uff0c\u6ed1\u4e0d\u4e86\u51e0\u4e0b\uff0c\u5c31\u4f1a\u770b\u5230\u4e00\u4e2a\u6570\u5b57\uff1a […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,71,321,238],"views":4,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/819187"}],"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=819187"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/819187\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=819187"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=819187"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=819187"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}