[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag--ai":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"b74ac659-ec6b-4561-b982-a6fd85bac1d8","多代理AI","-ai",20,"多代理AI指的是由多個模型、代理與工具協作完成任務的系統，常見於程式開發、自動化工作流、檢索與長上下文推理。這類架構的重點不只在單次生成，而是規劃、分工、執行與回饋，特別影響企業內部部署、工具調用與成本控制。","Multi-agent AI refers to systems where several models, agents, and tools coordinate to complete work such as coding, workflow automation, retrieval, and long-context reasoning. The key issues are planning, delegation, execution, and feedback, especially for enterprise deployment, tool use, and cost control.",[12,21,29,37,45,53,59,66,73,80,87,94,101,108,115,122,129,136,143,150],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"d57cf951-6f7c-4cac-b52b-79a62dd1d361","xiaomi-mimo-ai-agentic-software-push-zh","小米 MiMo 盯上代理式軟體","小米推出 MiMo-V2-Pro、Omni、TTS，主打 1T+ 參數與低價 API，直接瞄準代理式 AI 工作流。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774715749804-j8ej.png","zh","2026-03-28T13:10:34.613688+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":17,"image_url":26,"cover_image":27,"language":19,"created_at":28},"501a7fde-efb0-4487-a5d1-6e21a2b52032","cognition-devin-ai-coding-race-zh","Cognition 的 Devin，正在搶 AI 寫碼市場","Cognition 在買下 Windsurf 後，員工數從 40 人衝到 200 多人。Devin 主打企業級 AI 寫碼與軟體工作，正面對 Cursor、Claude Code、OpenAI Codex 的正面競爭。",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Fcover-1774595754485-vd5ahn.png","2026-03-28T07:10:28.765692+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":34,"image_url":26,"cover_image":35,"language":19,"created_at":36},"1c8afc56-253f-47a2-979f-1065ff072f2a","openai-backs-isara-agent-swarm-bet-zh","OpenAI 挺 Isara 的 agent swarm …","OpenAI 參與 Isara 的 9,400 萬美元募資，這家成立 9 個月的新創估值達 6.5 億美元，主打多代理 AI 協作。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774578557518-ok2b.png","2026-03-28T03:15:27.513155+00:00",{"id":38,"slug":39,"title":40,"summary":41,"category":42,"image_url":26,"cover_image":43,"language":19,"created_at":44},"ce38adca-0f38-4eae-8155-97ac51582a85","cursor-self-hosted-agents-real-time-rl-zh","Cursor 推自架代理與即時 RL","Cursor 在 2026 年 3 月推出自架雲端代理，並公開 Composer 的即時 RL 訓練法。官方稱新 checkpoint 最快每 5 小時更新一次，企業可把程式碼與工具執行留在自家網路內。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774497189210-w1wd.png","2026-03-28T03:10:51.511587+00:00",{"id":46,"slug":47,"title":48,"summary":49,"category":50,"image_url":26,"cover_image":51,"language":19,"created_at":52},"cda76b92-d209-4134-86c1-a60f5bc7b128","xiaomi-mimo-trio-agents-robots-voice-zh","小米 MiMo 三模型瞄準代理、機器人與語音","小米一次推出三款 MiMo AI 模型，涵蓋代理、多模態與語音。MiMo-V2-Pro 以超過 1 兆參數、100 萬 token 上下文，逼近 Claude Opus 4.6 的表現。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774498800835-3s4y.png","2026-03-28T03:05:08.779489+00:00",{"id":54,"slug":55,"title":56,"summary":57,"category":34,"image_url":27,"cover_image":27,"language":19,"created_at":58},"2987d097-563f-46c7-b76f-b558d8ef7c2b","kimi-k25-review-stronger-still-not-legend-zh","Kimi K2.5 評測：更強，但還不是神作","Kimi K2.5 加入視覺、寫碼和多代理工具，長文理解更強，但長跑慢、設計感弱、付費牆明顯，還沒到頂級行列。","2026-03-27T07:15:55.277513+00:00",{"id":60,"slug":61,"title":62,"summary":63,"category":17,"image_url":64,"cover_image":64,"language":19,"created_at":65},"133a4d6e-e2f7-453a-836e-8e9c5cf306ec","2026-ai-conference-calendar-worth-bookmarking-zh","2026 AI 會議行事曆先存起來","一個整理在 GitHub 的 2026 會議清單，收錄 AI、機器學習、醫療、創業與 EA 活動，橫跨歐洲、美國、亞洲與澳洲。對想提早排預算、訂機票和抓投稿時程的人很實用。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597442965-vyi7.png","2026-03-27T01:26:45.380742+00:00",{"id":67,"slug":68,"title":69,"summary":70,"category":34,"image_url":71,"cover_image":71,"language":19,"created_at":72},"5bede67f-e21c-413d-9ab8-54a3c3d26227","googles-2026-ai-agent-report-decoded-zh","Google 2026 AI Agent 報告解讀","Google Cloud 調查 3,466 位企業決策者，整理出 AI Agent 在 2026 年的落地現況。從 52% 已上線、88% 回報正 ROI，到客服、安全、人才訓練的變化，這份報告其實在講企業怎麼把 Agent 接進真實工作流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774578433073-hett.png","2026-03-26T11:15:22.651956+00:00",{"id":74,"slug":75,"title":76,"summary":77,"category":42,"image_url":78,"cover_image":78,"language":19,"created_at":79},"042a73a2-18a2-433d-9e8f-9802b9559aac","github-ai-projects-to-watch-in-2026-zh","2026 必看 20 個 GitHub AI 專案","OpenClaw 衝到約 30.2 萬 GitHub stars 很吸睛，但 2026 年更大的變化其實是另一件事：開源 AI 焦點正從聊天介面，轉向 agents、工作流程、RAG 與多模態工具。這份名單反映的，是 AI 正在變成可部署的軟體基礎層。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519972047-6tx9.png","2026-03-26T08:28:09.619964+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":17,"image_url":85,"cover_image":85,"language":19,"created_at":86},"fe2c4a1c-15e0-48e1-93db-1a818730bf54","what-big-tech-expects-from-ai-in-2026-zh","2026 大科技怎麼看 AI","2026 年 AI 的主線越來越清楚：Agent 進入正式環境、資安與治理變成產品本體，醫療與製造先吃到紅利，基礎設施與量子運算也開始搶戲。從 Anthropic、Google 到 Microsoft，八份預測其實都在講同一件事。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519831083-avgd.png","2026-03-26T08:24:22.74605+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":17,"image_url":92,"cover_image":92,"language":19,"created_at":93},"70055f91-bc91-40ae-92c6-a8d4a5fe68e0","7-ai-trends-that-could-define-2026-zh","7 個可能定義 2026 的 AI 趨勢","微軟整理 2026 年 AI 方向，重點不在聊天機器人，而是能進入工作流程的系統。從 Agent、安全、醫療、科學、寫程式到基礎設施與量子，這份清單其實很像企業預算流向圖。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519736695-2eo0.png","2026-03-26T08:20:21.812193+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":17,"image_url":99,"cover_image":99,"language":19,"created_at":100},"418192da-88ae-4126-b586-bf079402c91e","prompt-engineering-2026-skill-tool-or-job-zh","2026 提示工程：技能、工具，還是工作？","提示工程還有用，但已經不是單靠幾句 Prompt 就能拿高薪的神話。從工具鏈、評估流程到職缺變化，2026 年更像是把 Prompt 納進產品、軟體與營運流程的一項實用技能。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517431347-1wth.png","2026-03-26T08:10:10.548201+00:00",{"id":102,"slug":103,"title":104,"summary":105,"category":17,"image_url":106,"cover_image":106,"language":19,"created_at":107},"fa006110-18df-40ed-ac43-1e2133fa2c06","rag-in-2026-what-enterprise-ai-needs-now-zh","2026 年企業 AI 為何更靠 RAG","RAG 已從展示用技術走進企業預算。原因很直接：公司要的是能讀取最新內部資料、可追溯、可控權限的 AI，而不是只會背舊訓練資料的聊天模型。到了 2026 年，真正有用的重點在檢索品質、權限治理、即時資料連接與合規設計。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517341124-yymy.png","2026-03-26T08:06:06.808873+00:00",{"id":109,"slug":110,"title":111,"summary":112,"category":42,"image_url":113,"cover_image":113,"language":19,"created_at":114},"855cd52f-6fab-46cc-a7c1-42195e8a0de4","surepath-real-time-mcp-policy-controls-zh","SurePath 推出即時 MCP 政策控管","SurePath AI 發表 MCP Policy Controls，主打在工具呼叫前即時判斷 AI app 可用哪些 MCP server 與工具。重點不在聊天內容，而在 AI 會不會拿著你的身分去動 Google Drive、Salesforce 或 AWS。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517122288-9km4.png","2026-03-26T07:57:40.77233+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":17,"image_url":120,"cover_image":120,"language":19,"created_at":121},"a265ba64-f895-4fef-af53-11ef0daf12a6","ai-in-2026-more-output-same-daily-life-zh","2026 年 AI 產量暴增，生活照舊？","2026 年的 AI 很可能先淹沒數位工作，而不是立刻改寫你的通勤、看病與育兒日常。文字、程式、圖片、影片會變多，企業流程會先變，普通人的離線生活反而只會小幅調整。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516917147-y4jq.png","2026-03-26T07:50:07.80666+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":17,"image_url":127,"cover_image":127,"language":19,"created_at":128},"191d9b1b-768a-478c-978c-dd7431a38149","mistral-ai-faces-its-hardest-year-yet-zh","Mistral AI 迎來最硬的一年","Mistral AI 在 2026 年面對一場很實際的考試：估值 117 億歐元、ARR 約 3 億歐元，卻喊出年營收超過 10 億歐元。真正要驗證的，不是聲量，而是它能不能靠 API、私有部署與法國政府專案，把歐洲人工智慧故事賣成大生意。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516675883-41ny.png","2026-03-26T07:40:23.716374+00:00",{"id":130,"slug":131,"title":132,"summary":133,"category":17,"image_url":134,"cover_image":134,"language":19,"created_at":135},"183f9e7c-e143-40bb-a6d5-67ba84a3a8bc","accenture-mistral-ai-sovereign-enterprise-deal-zh","Accenture 攜手 Mistral AI 賣主權 AI","Accenture 與 Mistral AI 簽下多年合作，主打企業可控、可落地的主權 AI。重點放在歐洲市場，涵蓋部署、訓練、認證與內部導入，瞄準金融、醫療、公部門等高合規產業。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516635735-scir.png","2026-03-26T07:38:14.818906+00:00",{"id":137,"slug":138,"title":139,"summary":140,"category":50,"image_url":141,"cover_image":141,"language":19,"created_at":142},"214ab08b-5ce5-4b5c-8b72-47619d8675dd","why-small-models-are-winning-on-device-ai-zh","小模型為何吃下裝置端 AI","Llama 3.2 與 Phi 證明，1B 到 4B 的小模型已能在手機與筆電處理摘要、改寫、檔案搜尋等常見工作。重點不只省成本，還有更低延遲、更少資料外送，以及更貼近作業系統與 App 的整合。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516592855-651p.png","2026-03-26T07:36:30.488966+00:00",{"id":144,"slug":145,"title":146,"summary":147,"category":17,"image_url":148,"cover_image":148,"language":19,"created_at":149},"ea6be18b-c903-4e54-97b7-5f7447a612e0","nvidia-gtc-2026-big-ai-announcements-zh","NVIDIA GTC 2026 重點拆解","NVIDIA 在 GTC 2026 一口氣端出 1,000 場 session、2,000 位講者，還把 AI 工廠、推論基礎設施、Agent 平台與實體 AI 全部綁成一套銷售方案。這場大會重點不是單一 GPU，而是從晶片到軟體的整包系統。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516049779-pr7v.png","2026-03-26T07:14:26.62638+00:00",{"id":151,"slug":152,"title":153,"summary":154,"category":17,"image_url":155,"cover_image":155,"language":19,"created_at":156},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026 年的 AI 焦點，已經不是哪個模型又刷了新分數，而是 AI 正在快速塞進手機、辦公軟體、醫療服務與企業預算。從三星下放中階裝置，到 Meta 自研晶片、Atlassian 裁員與 Ford 每日處理 10 億筆資料，產品、工作與支出結構都在變。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774515936514-nnxf.png","2026-03-26T07:09:12.008134+00:00"]