[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-xiaomi-mimo-code-beats-claude-code-long-tasks-zh":3,"article-related-xiaomi-mimo-code-beats-claude-code-long-tasks-zh":31,"series-industry-f298de46-73ff-425c-9941-f58b4e43adce":81},{"id":4,"slug":5,"title":6,"content":7,"summary":8,"source":9,"source_url":10,"author":11,"image_url":12,"cover_image":12,"category":13,"language":14,"translated_content":11,"related_article_id":15,"keywords":16,"key_takeaways":23,"views":27,"created_at":28,"published_at":29,"topic_cluster_id":30},"f298de46-73ff-425c-9941-f58b4e43adce","xiaomi-mimo-code-beats-claude-code-long-tasks-zh","小米 MiMo Code 挑戰 Claude Code","\u003Cp data-speakable=\"summary\">小米推出開源 MiMo \u003Ca href=\"\u002Fnews\u002Fopenai-ona-buy-adds-reach-to-codex-zh\">Code\u003C\u002Fa>，主打 200 步以上的長任務編碼表現，並同步釋出 MiMo Auto 與 MiMo-V2.5 系列參數、價格與上下文數據。\u003C\u002Fp>\u003Cp>小米在 2026 年 6 月前後發布 \u003Ca href=\"https:\u002F\u002Fmi.com\" target=\"_blank\" rel=\"noopener\">MiMo Code\u003C\u002Fa>，這是一款開源編碼助手，官方把它定位成長流程任務的工具。它聲稱在 200 步以上的 coding tasks 上，表現可壓過 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\" target=\"_blank\" rel=\"noopener\">Claude Code\u003C\u002Fa>。\u003C\u002Fp>\u003Cp>同場推出的還有 \u003Ca href=\"https:\u002F\u002Fmi.com\" target=\"_blank\" rel=\"noopener\">MiMo Auto\u003C\u002Fa>，提供零設定入口，讓開發者可限時免費使用 MiMo-V2.5。這次不是單一模型\u003Ca href=\"\u002Fnews\u002Fkalshi-adds-solana-perpetual-futures-after-xrp-zh\">上架\u003C\u002Fa>，而是把模型、入口和定價一起打包。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>數值\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>MiMo-V2.5 total parameters\u003C\u002Ftd>\u003Ctd>310B\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Active parameters per inference\u003C\u002Ftd>\u003Ctd>15B\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Context window\u003C\u002Ftd>\u003Ctd>1M tokens\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>MiMo-V2.5 price\u003C\u002Ftd>\u003Ctd>$0.40 input \u002F $2.00 output per 1M tokens\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>MiMo-V2.5-Pro total parameters\u003C\u002Ftd>\u003Ctd>1.02T\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>MiMo-V2.5-Pro active parameters\u003C\u002Ftd>\u003Ctd>42B\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>MiMo-V2.5-Pro benchmark score\u003C\u002Ftd>\u003Ctd>63.8% on ClawEval\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>發生了什麼\u003C\u002Fh2>\u003Cp>MiMo Code 是建立在 \u003Ca href=\"https:\u002F\u002Fmi.com\" target=\"_blank\" rel=\"noopener\">MiMo-V2.5\u003C\u002Fa> 家族上的開源編碼助手。小米把重點放在\u003Ca href=\"\u002Ftag\u002F長上下文\">長上下文\u003C\u002Fa>與長步驟代理任務，目標是處理那種要反覆讀檔、改碼、測試、再修正的流程。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781559171329-8ofv.png\" alt=\"小米 MiMo Code 挑戰 Claude Code\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>基礎模型採用 sparse mixture-of-experts 架構，總參數 310B，但推理時只啟用 15B。這種設計的目的很直白，就是把模型做大，同時把實際運算成本壓低，讓部署更可控。\u003C\u002Fp>\u003Cp>小米也同步放出更大的 \u003Ca href=\"https:\u002F\u002Fmi.com\" target=\"_blank\" rel=\"noopener\">MiMo-V2.5-Pro\u003C\u002Fa>。它有 1.02T 總參數、42B 啟用參數，並在 ClawEval 拿到 63.8%，顯示小米想同時打開\u003Ca href=\"\u002Ftag\u002F開發者工具\">開發者工具\u003C\u002Fa>與高階模型兩條線。\u003C\u002Fp>\u003Cp>這次發布還有一個很實際的入口設計：MiMo Auto。對開發者來說，這代表不用先處理複雜設定，就能直接測試模型在真實 coding flow 裡的表現。\u003C\u002Fp>\u003Cul>\u003Cli>開源編碼助手：MiMo Code\u003C\u002Fli>\u003Cli>零設定入口：MiMo Auto\u003C\u002Fli>\u003Cli>長上下文：1M tokens\u003C\u002Fli>\u003Cli>低成本推理：15B active parameters\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>為什麼重要\u003C\u002Fh2>\u003Cp>如果 MiMo Code 在 200 步以上任務的表現真能\u003Ca href=\"\u002Fnews\u002Fbitcoin-rebounds-us-iran-deal-stablecoin-plans-grow-zh\">穩定\u003C\u002Fa>壓過 \u003Ca href=\"\u002Ftag\u002Fclaude-code\">Claude Code\u003C\u002Fa>，開發者會開始重新看待「長任務代理」的選型。這類工具比單次補全更吃重記憶、規劃和錯誤恢復，差距往往出現在實戰而不是 demo。\u003C\u002Fp>\u003Cp>價格也是焦點。MiMo-V2.5 的標價是每 100 萬 input tokens 0.40 美元、output 2.00 美元，對需要大量試跑、批次生成和長上下文調試的團隊，成本壓力會明顯下降。\u003C\u002Fp>\u003Cp>對產業來說，小米這次的打法很像把「模型能力」和「產品入口」一起做。它不只是在比 \u003Ca href=\"\u002Ftag\u002Fbenchmark\">benchmark\u003C\u002Fa>，還在測試開發者會不會因為開源、低價和免設定而改用一套新的編碼工作流。\u003C\u002Fp>\u003Cp>真正的問題不是小米能不能做出一個能跑的 coding assistant，而是它能不能把長任務上的優勢變成每天都用得到的工具。當代理式編碼進入實戰，誰能穩定完成 200 步以上流程，誰就更接近開發者的工作台中心。\u003C\u002Fp>\u003Ch2>下一步看什麼\u003C\u002Fh2>\u003Cp>接下來要看的是社群測試、第三方 benchmark，還有 MiMo Code 在真實 repo 裡的失誤率。若結果和官方說法接近，這會直接影響開發者對開源 coding assistant 的預期。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781559165055-pvd5.png\" alt=\"小米 MiMo Code 挑戰 Claude Code\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>也要看 MiMo Auto 的限時免費期結束後，小米會怎麼定價。對許多團隊來說，工具能不能留下來，最後還是看成本、穩定性和整合門檻。\u003C\u002Fp>\u003Cp>一句話總結：小米不是只想做一個編碼模型，而是想把長任務 coding 變成自己能定價、能分發、也能競爭的產品類別。\u003C\u002Fp>","小米推出開源 MiMo Code，主打 200 步以上的長任務編碼表現，並同步釋出 MiMo Auto 與 MiMo-V2.5 系列參數、價格與上下文數據。","aidailypost.com","https:\u002F\u002Faidailypost.com\u002Fnews\u002Fxiaomis-mimo-code-beats-claude-code-200-step-tasks-free-mimo-auto-v25",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781559171329-8ofv.png","industry","zh","68e5b969-9f95-4742-9357-f26314a4b399",[17,18,19,20,21,22],"小米","MiMo Code","Claude Code","開源編碼助手","長上下文","代理式編碼",[24,25,26],"MiMo Code 主打 200 步以上長任務，直接對標 Claude Code。","MiMo-V2.5 採用 310B\u002F15B 的稀疏 MoE 設計，並提供 1M tokens 上下文。","小米把模型、入口與價格一起推出，目標是搶開發者工作流。",0,"2026-06-15T21:32:19.550119+00:00","2026-06-15T21:32:19.542+00:00","fe20f6f6-432b-47bf-a410-a5f516d885ed",{"tags":32,"relatedLang":40,"relatedPosts":44},[33,35,36,37,38],{"name":19,"slug":34},"claude-code",{"name":21,"slug":21},{"name":20,"slug":20},{"name":17,"slug":17},{"name":18,"slug":39},"mimo-code",{"id":15,"slug":41,"title":42,"language":43},"xiaomi-mimo-code-beats-claude-code-long-tasks-en","Xiaomi MiMo Code tops Claude Code on 200-step tasks","en",[45,51,57,63,69,75],{"id":46,"slug":47,"title":48,"cover_image":49,"image_url":49,"created_at":50,"category":13},"0895329c-d142-4523-83d9-46dd621be11c","vibe-coding-workflow-plan-prompt-refine-zh","5 步把 vibe coding 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基礎設施整合","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781560970664-1d59.png","2026-06-15T22:02:19.767786+00:00",{"id":64,"slug":65,"title":66,"cover_image":67,"image_url":67,"created_at":68,"category":13},"87f6c4e2-b79b-4850-a935-4fa04f0dfe20","doe-land-ai-infrastructure-fast-zh","DOE 應該快把土地轉成 AI 基礎設施","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781560070740-bnta.png","2026-06-15T21:47:22.771897+00:00",{"id":70,"slug":71,"title":72,"cover_image":73,"image_url":73,"created_at":74,"category":13},"faba17a1-85f0-40da-94de-bf61c861a244","openai-ona-buy-adds-reach-to-codex-zh","OpenAI 收購 Ona，Codex 更能跑長任務","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781558263174-hjuw.png","2026-06-15T21:17:17.221546+00:00",{"id":76,"slug":77,"title":78,"cover_image":79,"image_url":79,"created_at":80,"category":13},"06f4be52-a2cc-4989-bb3b-67dfb0113cc8","us-must-set-tokenization-rules-now-zh","美國現在就該訂出代幣化規則，否則市場會外移","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781557373576-raqk.png","2026-06-15T21:02:18.91849+00:00",[82,87,92,97,102,107,112,117,122,127],{"id":83,"slug":84,"title":85,"created_at":86},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026-03-26T07:09:12.008134+00:00",{"id":88,"slug":89,"title":90,"created_at":91},"83bd1795-8548-44c9-9a7e-de50a0923f71","trump-ai-framework-power-speech-state-preemption-zh","川普 AI 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3…","2026-03-26T07:30:12.825269+00:00",{"id":118,"slug":119,"title":120,"created_at":121},"e660d801-2421-4529-8fa9-86b82b066990","metas-llama-4-benchmark-scandal-gets-worse-zh","Meta Llama 4 分數風波又擴大","2026-03-26T07:34:21.156421+00:00",{"id":123,"slug":124,"title":125,"created_at":126},"183f9e7c-e143-40bb-a6d5-67ba84a3a8bc","accenture-mistral-ai-sovereign-enterprise-deal-zh","Accenture 攜手 Mistral AI 賣主權 AI","2026-03-26T07:38:14.818906+00:00",{"id":128,"slug":129,"title":130,"created_at":131},"191d9b1b-768a-478c-978c-dd7431a38149","mistral-ai-faces-its-hardest-year-yet-zh","Mistral AI 迎來最硬的一年","2026-03-26T07:40:23.716374+00:00"]