[{"data":1,"prerenderedAt":638},["ShallowReactive",2],{"page-/post/nezus/2026/06/kimi-token-30":3,"pages-grouped-only":159,"surrounding-page":633},{"id":4,"title":5,"author":6,"body":7,"date":148,"description":18,"extension":149,"group":150,"lastmod":151,"meta":152,"navigation":153,"path":154,"rawbody":155,"seo":156,"showTitle":151,"sort":151,"stem":157,"tags":151,"versions":151,"__hash__":158},"content/post/nezus/2026/06/kimi-token-30.md","Kimi代码模型开源，推理token直接砍30%","user",{"type":8,"value":9,"toc":138},"minimark",[10,15,19,22,25,29,32,39,45,51,58,62,65,68,74,77,80,84,87,90,93,96,100,103,106,109,112,115,118,121,124,127,132],[11,12,14],"h2",{"id":13},"kimi-代码模型开源推理-token-直接砍-30","Kimi 代码模型开源，推理 token 直接砍 30%",[16,17,18],"p",{},"昨天半夜， Kimi 发了一个新模型。",[16,20,21],{},"K2.7-Code ，代码专用模型，开源权重。",[16,23,24],{},"我看到这条消息的时候，第一反应是\"又来一个\"。但仔细看完数据之后，我改主意了——这次可能真的不一样。",[11,26,28],{"id":27},"三个数字一个比一个狠","三个数字，一个比一个狠",[16,30,31],{},"先看 K2.7-Code 交出的成绩单：",[16,33,34,38],{},[35,36,37],"strong",{},"Kimi 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，就知道它有个痛点：慢。一个复杂的代码生成任务，等半天才能拿到结果。",[16,91,92],{},"如果 Kimi 能在保持质量的前提下做到 6 倍速度，那对实时编码场景（比如在线 IDE、代码补全）来说，就是降维打击。",[16,94,95],{},"速度这个维度，目前还没有开源代码模型真正解决过。谁先做到，谁就能在\"AI 辅助实时编码\"这个场景里占据先机。",[11,97,99],{"id":98},"对开发者意味着什么","对开发者意味着什么？",[16,101,102],{},"说点实际的。",[16,104,105],{},"如果你现在用 Claude Code 或 Codex ，每月账单大概在 100-500 美元之间。如果 Kimi K2.7-Code 能打到同样的效果但便宜 30%，那一个月能省下几十到上百美元。",[16,107,108],{},"对个人开发者来说，这可能是\"继续用付费服务\"和\"转向开源自建\"之间的分水岭。",[16,110,111],{},"另一个影响是：代码模型的竞争，正在从\"谁更聪明\"转向\"谁更便宜、谁更快\"。",[16,113,114],{},"这意味着 AI 编码助手的门槛在降低。以前只有大厂用得起，现在小团队甚至个人开发者都能玩得起了。",[11,116,117],{"id":117},"最后说句大实话",[16,119,120],{},"代码模型这个赛道， 2026 年的主旋律不是\"谁能写出最牛的代码\"，而是\"谁能让更多开发者用得起\"。",[16,122,123],{},"Kimi K2.7-Code 选了效率这条路，开源权重+推理成本砍 30%+6 倍速度——如果这些数字都能在现实中兑现，它会成为中小团队的首选。",[16,125,126],{},"毕竟，不是所有开发者都需要 GPT-4 级别的智能，但所有人都需要省钱和省时间。",[16,128,129],{},[35,130,131],{},"这才是代码模型真正该卷的方向。",[16,133,134,137],{},[35,135,136],{},"封面高亮关键词",": Kimi 开源, 推理 token 砍 30%",{"title":139,"searchDepth":140,"depth":140,"links":141},"",2,[142,143,144,145,146,147],{"id":13,"depth":140,"text":14},{"id":27,"depth":140,"text":28},{"id":60,"depth":140,"text":61},{"id":82,"depth":140,"text":83},{"id":98,"depth":140,"text":99},{"id":117,"depth":140,"text":117},"2026-06-13T00:00:00.000Z","md","#202606AI资讯",null,{},true,"/post/nezus/2026/06/kimi-token-30","---\ntitle: \"Kimi代码模型开源，推理token直接砍30%\"\ndate: 2026-06-13\ngroup: \"#202606AI资讯\"\ndescription: \"昨天半夜， Kimi 发了一个新模型。\"\nauthor: user\n---\n\n\n## Kimi 代码模型开源，推理 token 直接砍 30%\n\n昨天半夜， Kimi 发了一个新模型。\n\nK2.7-Code ，代码专用模型，开源权重。\n\n我看到这条消息的时候，第一反应是\"又来一个\"。但仔细看完数据之后，我改主意了——这次可能真的不一样。\n\n## 三个数字，一个比一个狠\n\n先看 K2.7-Code 交出的成绩单：\n\n**Kimi Code Bench v2 提升+21.8%**。这是 Kimi 自己做的评测基准，虽然不如通用 benchmark 那么有公信力，但至少说明\"比上一代强了不少\"。\n\n**推理 token 使用量降低 30%**。这个数字才是重点。同样一个编码任务，以前要烧 100 个 token ，现在只要 70 个。对开发者来说，这就是实打实的省钱。\n\n**MLS Bench Lite 提升+31.5%**。这是一个衡量长上下文代码理解能力的基准，说明 K2.7-Code 在\"读长代码\"这件事上进步明显。\n\n三个数字放在一起，翻译成人话就是：**更强、更省、更能读长代码**。\n\n## 代码模型大战，已经进入\"效率战\"阶段\n\n2024 年，代码模型的竞争主题是\"谁更聪明\"。Claude Code、Codex、DeepSeek-Coder ，大家比的都是 SWE-Bench 分数。\n\n2025 年，竞争主题变成了\"谁更好用\"。Cursor、Copilot、Windsurf ，产品层的体验成了关键。\n\n2026 年，主题又变了——**\"谁更便宜\"**。\n\n为什么？因为模型能力的差距在缩小。你聪明了，别人也聪明了。这时候，谁能把推理成本打下来，谁就能拿下更多开发者。\n\nKimi K2.7-Code 选的就是这条路。不是要做最强的代码模型，而是要做性价比最高的代码模型。\n\n## 6x 高速模式：速度是另一个维度\n\nKimi 还预告了一个\"6x 高速模式\"，目前还没开放。\n\n从命名就能看出来，这是要在速度上做文章。如果你用过 Claude Code ，就知道它有个痛点：慢。一个复杂的代码生成任务，等半天才能拿到结果。\n\n如果 Kimi 能在保持质量的前提下做到 6 倍速度，那对实时编码场景（比如在线 IDE、代码补全）来说，就是降维打击。\n\n速度这个维度，目前还没有开源代码模型真正解决过。谁先做到，谁就能在\"AI 辅助实时编码\"这个场景里占据先机。\n\n## 对开发者意味着什么？\n\n说点实际的。\n\n如果你现在用 Claude Code 或 Codex ，每月账单大概在 100-500 美元之间。如果 Kimi K2.7-Code 能打到同样的效果但便宜 30%，那一个月能省下几十到上百美元。\n\n对个人开发者来说，这可能是\"继续用付费服务\"和\"转向开源自建\"之间的分水岭。\n\n另一个影响是：代码模型的竞争，正在从\"谁更聪明\"转向\"谁更便宜、谁更快\"。\n\n这意味着 AI 编码助手的门槛在降低。以前只有大厂用得起，现在小团队甚至个人开发者都能玩得起了。\n\n## 最后说句大实话\n\n代码模型这个赛道， 2026 年的主旋律不是\"谁能写出最牛的代码\"，而是\"谁能让更多开发者用得起\"。\n\nKimi K2.7-Code 选了效率这条路，开源权重+推理成本砍 30%+6 倍速度——如果这些数字都能在现实中兑现，它会成为中小团队的首选。\n\n毕竟，不是所有开发者都需要 GPT-4 级别的智能，但所有人都需要省钱和省时间。\n\n**这才是代码模型真正该卷的方向。**\n\n**封面高亮关键词**: Kimi 开源, 推理 token 砍 30%",{"title":5,"description":18},"post/nezus/2026/06/kimi-token-30","urkMPBqr-eiTpBxKNV5ZjrhvmVo5-FtuEKJ3909nF4s",[160,167,171,175,179,184,187,191,195,199,203,208,212,216,220,224,228,233,238,242,246,250,254,259,263,267,276,281,285,289,294,298,302,306,310,315,320,325,329,333,337,342,346,350,355,359,363,367,371,376,380,385,389,393,397,402,406,410,415,419,423,427,431,436,440,444,449,453,457,462,466,470,474,478,482,487,491,495,499,503,507,511,512,517,521,525,529,533,538,542,546,550,554,559,563,570,576,581,586,591,596,601,606,611,616,621,627],{"id":161,"path":162,"title":163,"date":164,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/2026-7-16.md","/post/nezus/2026/07/2026-7-16","2026年7月16日下午，台积电法说会上传出一个数字，让全球半导体圈炸了锅。","2026-07-17T00:00:00.000Z","#202607AI资讯","storytelling",{"id":168,"path":169,"title":170,"date":164,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/anthropic-ai.md","/post/nezus/2026/07/anthropic-ai","一个周末干掉四年：Anthropic 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Comate，正面硬刚微软Copilot",{"id":204,"path":205,"title":206,"date":207,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/295b.md","/post/nezus/2026/07/295b","腾讯把295B大模型塞进了单张显卡","2026-07-15T00:00:00.000Z",{"id":209,"path":210,"title":211,"date":207,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/git-cursor.md","/post/nezus/2026/07/git-cursor","打开一个Git仓库Cursor就自动执行了恶意代码",{"id":213,"path":214,"title":215,"date":207,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/gpt-5-6-mac.md","/post/nezus/2026/07/gpt-5-6-mac","GPT-5.6偷偷删光了我的Mac文件",{"id":217,"path":218,"title":219,"date":207,"tags":151,"group":165,"lastmod":151,"author":6,"sort":151},"content/post/nezus/2026/07/grok-cli-xai.md","/post/nezus/2026/07/grok-cli-xai","Grok CLI 偷传代码：xAI 把你的仓库打包上传了",{"id":221,"path":222,"title":219,"date":223,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/grok-cli-bug-done-xai.md","/post/nezus/2026/07/grok-cli-bug-done-xai","2026-07-14T00:00:00.000Z",{"id":225,"path":226,"title":227,"date":223,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/seedream-5-0-ai.md","/post/nezus/2026/07/seedream-5-0-ai","字节跳动Seedream 5.0：圈一下图片就改了，AI修图进入点选时代",{"id":229,"path":230,"title":231,"date":232,"tags":151,"group":165,"lastmod":151,"author":166,"sort":151},"content/post/nezus/2026/07/post-20260712-ddc9a8.md","/post/nezus/2026/07/post-20260712-ddc9a8","欧盟强推Chat Control 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