[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag--":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"4137e0ef-9399-48f8-a857-3192dd524958","研究整理","-",59,"這個分類收錄把分散資訊整理成可用脈絡的內容：從 ML 會議截止日、AI 科研工具地圖，到模型、產品與產業動態的對照分析。重點不只是蒐集連結，而是幫研究者、工程師與技術讀者快速看出趨勢、比較選項並安排下一步。","This tag gathers articles that turn scattered AI and research updates into usable context: conference deadline trackers, curated tool maps, and side-by-side analyses of models, products, and industry shifts. It helps researchers and engineers compare options, spot trends, and plan what to read or build next.",[12,22,29,36,44,52,60,67,74,81,89,96,103,110,117,124,131,138,145,152,159,166,173,180,187,194,201,208,215,222,229,236,243,250,257,264,271,278,285,292,299,306,313,320,327,334,341,348,355,362,369,376,383,390],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":19,"language":20,"created_at":21},"d85b4bfd-a8d5-46c0-8e8c-2b79f927fa4c","ai-weekly-2026-w13-zh","AI 週報：2026-03-21 ~ 2026-03-28","本週 AI 週報涵蓋 Cursor 估值突破、Anthropic 新研究所、微軟 Copilot 調整等重要新聞。","industry",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597218980-6nj8.png","zh","2026-03-28T14:54:16.590826+00:00",{"id":23,"slug":24,"title":25,"summary":26,"category":17,"image_url":27,"cover_image":27,"language":20,"created_at":28},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774715749804-j8ej.png","2026-03-28T13:10:34.613688+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":17,"image_url":18,"cover_image":34,"language":20,"created_at":35},"42eee7f5-c17c-4f92-9e18-9caf954a80e5","openai-pulls-back-chatgpt-checkout-zh","OpenAI 收手 ChatGPT 結帳功能","OpenAI 砍弱 ChatGPT 內建結帳，轉向商品探索與商家自有流程。這代表 AI 購物更像比價與研究工具，而不是直接取代電商網站。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774498042556-7ne9.png","2026-03-28T03:18:45.652449+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":41,"image_url":18,"cover_image":42,"language":20,"created_at":43},"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":45,"slug":46,"title":47,"summary":48,"category":49,"image_url":18,"cover_image":50,"language":20,"created_at":51},"9e1044b4-946d-47fe-9e2a-c2ee032e1164","xiaomi-mimo-v2-pro-1t-moe-agents-zh","小米 MiMo-V2-Pro 登場：1T MoE 模型","小米推出 MiMo-V2-Pro，總參數超過 1T、每 token 啟用 42B，還有 1M context。SWE-bench 成績逼近 Claude Sonnet 4.6，價格卻低很多。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597397882-x4i9.png","2026-03-28T03:06:19.002353+00:00",{"id":53,"slug":54,"title":55,"summary":56,"category":57,"image_url":18,"cover_image":58,"language":20,"created_at":59},"95c9053b-e3f4-4cb5-aace-5c54f4c9e044","claude-code-controls-mac-desktop-zh","Claude Code 也能操控 Mac 了","Claude Code 進入 Mac 桌面操控模式。它能點擊、捲動、開啟 App，先給 Claude Pro 與 Max 用戶測試，但 Anthropic 也坦白說，這功能慢、也更容易出錯。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774499901905-7pof.png","2026-03-28T03:01:58.58121+00:00",{"id":61,"slug":62,"title":63,"summary":64,"category":17,"image_url":18,"cover_image":65,"language":20,"created_at":66},"e3cf726e-8d83-4a90-878a-07b44fe78f6a","minimax-first-earnings-report-hk-listing-zh","MiniMax首份財報：收入年增159%","MiniMax首份港股財報顯示收入年增158.9%，海外收入占73%，毛利率升至25.4%。這家公司正把模型、應用和平台一起做，Agent業務也開始放大商業化。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774618930188-17in.png","2026-03-28T01:15:20.658871+00:00",{"id":68,"slug":69,"title":70,"summary":71,"category":41,"image_url":72,"cover_image":72,"language":20,"created_at":73},"93a519c2-2902-4ccf-92a4-234277242bdb","ml-conferences-tracker-deadlines-papers-zh","ML 會議截止日追蹤器","GitHub 筆記本整理 ICML、NeurIPS、ICLR、CVPR、ACL 等 ML 會議的截止日、會期與錄取論文，適合研究者快速排程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Fcover-1774617054017-p2t3pl.png","2026-03-27T13:10:54.661777+00:00",{"id":75,"slug":76,"title":77,"summary":78,"category":57,"image_url":79,"cover_image":79,"language":20,"created_at":80},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Fcover-1774595754485-vd5ahn.png","2026-03-27T07:15:55.277513+00:00",{"id":82,"slug":83,"title":84,"summary":85,"category":86,"image_url":87,"cover_image":87,"language":20,"created_at":88},"c4f807ca-4e5f-47f1-a48c-961cf3fc44dc","ai-ml-conferences-to-watch-in-2026-zh","2026 AI 研討會投稿時程整理","想投 2026 年 AI、機器學習、電腦視覺或醫學影像論文，現在就得排時程。這份整理把 ICLR、NeurIPS、CVPR、MICCAI 等會議的常見投稿節奏、適合題型與規劃重點一次講清楚。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Fcover-1774576312705-vyg95j.png","2026-03-27T01:51:53.874432+00:00",{"id":90,"slug":91,"title":92,"summary":93,"category":41,"image_url":94,"cover_image":94,"language":20,"created_at":95},"3ce6e6e2-bac5-463e-9f8d-45caabcc61f7","awesome-ai-for-science-research-tools-map-zh","AI 科研工具清單，開始像地圖了","GitHub 專案 awesome-ai-for-science 把 AI 科研工具、資料集、論文與框架整理成可導航清單。對研究者、實驗室工程師與科學軟體團隊來說，這比一般連結堆更接近實用地圖。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774619052035-s2ex.png","2026-03-27T01:46:50.521945+00:00",{"id":97,"slug":98,"title":99,"summary":100,"category":17,"image_url":101,"cover_image":101,"language":20,"created_at":102},"32608593-3793-4893-9ddc-cd601910e56b","openai-compute-bet-reshaping-ai-economics-zh","OpenAI 豪賭算力，AI 經濟學變了","OpenAI 年化營收傳出已超過 200 億美元，但晶片、電力與資料中心支出也一路暴衝。需求很真實，問題是帳怎麼算得過去，這正是 AI 產業現在最難迴避的現實。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597964781-1feq.png","2026-03-27T01:41:43.897881+00:00",{"id":104,"slug":105,"title":106,"summary":107,"category":17,"image_url":108,"cover_image":108,"language":20,"created_at":109},"9036b6b8-8f30-4e2e-a373-c1d185f59309","openai-2026-cash-crunch-and-growth-bet-zh","OpenAI 2026 燒錢壓力變難忽視","OpenAI 可能在 2026 年衝出高營收，但算力、推論成本、廣告計畫與競爭壓力也一起放大。問題不在成長夠不夠快，而是收入能不能追上 GPU、資料中心與企業銷售的帳單。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597806922-1yiw.png","2026-03-27T01:36:49.476412+00:00",{"id":111,"slug":112,"title":113,"summary":114,"category":41,"image_url":115,"cover_image":115,"language":20,"created_at":116},"80cabc3e-09fc-4ff5-8f07-b8d68f5ae545","ai-trending-github-repos-and-research-feeds-zh","AI Trending：把 AI 資源收成一張表","GitHub 小專案 AI Trending 只有 10 顆星、2 個 fork，卻想解決一個很實際的問題：把 AI 熱門 repo、研究部落格、電子報與學習資源集中整理，每週五更新一次。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597607515-8156.png","2026-03-27T01:31:35.262183+00:00",{"id":118,"slug":119,"title":120,"summary":121,"category":17,"image_url":122,"cover_image":122,"language":20,"created_at":123},"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":125,"slug":126,"title":127,"summary":128,"category":41,"image_url":129,"cover_image":129,"language":20,"created_at":130},"bfdb467a-290f-4a80-b3a9-6f081afb6dff","aiml-2026-student-ai-ml-lab-repo-review-zh","AIML-2026：像課綱的學生實驗 Repo","GitHub 上的 AIML-2026 列出 10 個人工智慧與機器學習實驗題，但內容更像課程大綱。星數與 fork 都是 0，連結也有缺漏，實際可執行的程式與說明偏少。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597276695-usfj.png","2026-03-27T01:21:51.467798+00:00",{"id":132,"slug":133,"title":134,"summary":135,"category":41,"image_url":136,"cover_image":136,"language":20,"created_at":137},"0975afa1-e0c7-4130-a20d-d890eaed995e","practical-github-guide-learning-ml-2026-zh","2026 機器學習入門 GitHub 實用指南","Louis Bouchard 整理的 GitHub 專案把機器學習與人工智慧入門資源集中在一起，從 Python、數學、課程到求職建議都有，適合 2026 想自學 ML 的初學者。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774594882791-98j7.png","2026-03-27T01:16:49.712576+00:00",{"id":139,"slug":140,"title":141,"summary":142,"category":86,"image_url":143,"cover_image":143,"language":20,"created_at":144},"f4a106cb-02a6-4508-8f39-9720a0a93cee","ml-papers-of-the-week-github-research-desk-zh","每週 ML 論文清單，為何紅到 GitHub","DAIR.AI 的 ML Papers of the Week 在 GitHub 拿下 12,265 顆星。它做的事很單純：每週整理值得讀的機器學習論文，幫工程師少逛一堆來源，多花時間真的把論文看完。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774578775408-avrk.png","2026-03-27T01:11:39.284175+00:00",{"id":146,"slug":147,"title":148,"summary":149,"category":41,"image_url":150,"cover_image":150,"language":20,"created_at":151},"a5f94120-ac0d-4483-9a8b-63590071ac6a","claude-code-vs-cursor-2026-zh","Claude Code 與 Cursor 深度對比：202…","深入分析 Claude Code 與 Cursor 的功能、效能、定價及社群影響，助你做出明智選擇。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774578740741-fn58.png","2026-03-26T13:27:14.279193+00:00",{"id":153,"slug":154,"title":155,"summary":156,"category":57,"image_url":157,"cover_image":157,"language":20,"created_at":158},"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":160,"slug":161,"title":162,"summary":163,"category":41,"image_url":164,"cover_image":164,"language":20,"created_at":165},"05553086-6ed0-4758-81fd-6cab24b575e0","garry-tan-open-sources-claude-code-toolkit-zh","Garry Tan 開源 Claude Code 工具包","Garry Tan 的 gstack 在 6 天內衝破 2 萬 GitHub stars。這個給 Claude Code 用的工作流工具包，反映開發者現在想要的不是單次提示詞，而是可重複、可檢查、能直接拿來寫軟體的 AI 開發流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519873940-mkem.png","2026-03-26T08:26:20.068737+00:00",{"id":167,"slug":168,"title":169,"summary":170,"category":17,"image_url":171,"cover_image":171,"language":20,"created_at":172},"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":174,"slug":175,"title":176,"summary":177,"category":17,"image_url":178,"cover_image":178,"language":20,"created_at":179},"46dc8cc9-0792-49c0-a1a3-a1a6bb16367f","microsoft-nvidia-ai-nuclear-permitting-design-zh","微軟與 NVIDIA 想用 AI 解核能卡關","微軟與 NVIDIA 把 AI 帶進核能許可、設計與施工流程。Aalo Atomics 稱許可作業加快 92%，每年可省 8000 萬美元。重點不在花俏模型，而是把文件、模擬與審查流程接到同一套數位底座。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519789446-hdhh.png","2026-03-26T08:22:14.448641+00:00",{"id":181,"slug":182,"title":183,"summary":184,"category":17,"image_url":185,"cover_image":185,"language":20,"created_at":186},"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":188,"slug":189,"title":190,"summary":191,"category":17,"image_url":192,"cover_image":192,"language":20,"created_at":193},"c27f3cae-a128-4627-b47c-ba1ff75a1ff0","deepmind-adds-jasjeet-sekhon-strategy-chief-zh","DeepMind找來策略長，Google在盤算什麼","Google DeepMind 延攬前耶魯教授、Bridgewater 前首席科學家 Jasjeet Sekhon 擔任策略長。這個人事案背後，連著 Alphabet 2026 年上看 1850 億美元的資本支出，也反映 Google 想把 AI 研究、商業化與政策回應綁得更緊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519687600-dgjt.png","2026-03-26T08:18:15.06202+00:00",{"id":195,"slug":196,"title":197,"summary":198,"category":86,"image_url":199,"cover_image":199,"language":20,"created_at":200},"f18dbadb-8c59-4723-84a4-6ad22746c77a","deepmind-bets-on-continuous-learning-ai-2026-zh","DeepMind 押注 2026 連續學習 AI","Google DeepMind 認為 2026 年，AI 可能從定期重訓走向連續學習。重點不在更長的 Token 視窗，而在模型能否安全吸收新資料、保留能力，並真的用在寫程式、研究與自動化系統。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519636453-nkqd.png","2026-03-26T08:16:02.367355+00:00",{"id":202,"slug":203,"title":204,"summary":205,"category":17,"image_url":206,"cover_image":206,"language":20,"created_at":207},"93f0f2d1-3503-4e1c-88f5-7f4570ad1fe7","anthropic-launches-institute-for-ai-social-impact-zh","Anthropic 成立 AI 社會影響研究所","Anthropic 宣布成立 The Anthropic Institute，專門研究人工智慧對工作、法律、安全與治理的影響。重點不只在模型更強，而是企業、法院與政府準備好了沒。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517466560-00by.png","2026-03-26T08:12:10.468376+00:00",{"id":209,"slug":210,"title":211,"summary":212,"category":17,"image_url":213,"cover_image":213,"language":20,"created_at":214},"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":216,"slug":217,"title":218,"summary":219,"category":41,"image_url":220,"cover_image":220,"language":20,"created_at":221},"af9c46c3-7a28-410b-9f04-32b3de30a68c","prompting-in-2026-what-actually-works-zh","2026 提示工程，真正有用的是什麼","2026 年的提示工程更吃模型差異。資料顯示，38.5% 對話要靠反覆修正才成功。真正有效的方法不是花式 wording，而是把提示寫成精簡規格，配合限制條件、格式要求與驗證流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517388287-tt7a.png","2026-03-26T08:08:12.453028+00:00",{"id":223,"slug":224,"title":225,"summary":226,"category":17,"image_url":227,"cover_image":227,"language":20,"created_at":228},"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":230,"slug":231,"title":232,"summary":233,"category":41,"image_url":234,"cover_image":234,"language":20,"created_at":235},"9b19ab54-edef-4dbd-9ce4-a51e4bae4ebb","mcp-in-2026-the-ai-tool-layer-teams-use-zh","2026 年 MCP：團隊真的在用的 AI 工具層","到了 2026 年，MCP 正在成為 AI 軟體接工具的共同語言。它不處理商業邏輯，但能把 host、server 與資料平台拆清楚，讓團隊用更可控的方式部署工具存取。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517222534-rfz0.png","2026-03-26T08:01:46.589694+00:00",{"id":237,"slug":238,"title":239,"summary":240,"category":17,"image_url":241,"cover_image":241,"language":20,"created_at":242},"b17b5b59-66b9-422e-9e36-99599aa614b5","ai-and-tech-trends-to-watch-in-2026-zh","2026 科技趨勢：AI 進入實戰","IBM 對 2026 的觀察很直接：多代理系統會開始進入正式環境，AI 硬體焦點從堆算力轉向效率，量子運算也要面對一次可驗證的實際考驗。重點不再是最大模型，而是能不能在企業裡穩定、便宜、可治理地跑起來。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517182966-phe7.png","2026-03-26T07:59:50.711356+00:00",{"id":244,"slug":245,"title":246,"summary":247,"category":41,"image_url":248,"cover_image":248,"language":20,"created_at":249},"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":251,"slug":252,"title":253,"summary":254,"category":17,"image_url":255,"cover_image":255,"language":20,"created_at":256},"3ac80621-ecc1-45dc-88f6-92064f44252f","openai-shuts-down-sora-and-ends-disney-deal-zh","OpenAI 關閉 Sora 也砍掉 Disney 合作","OpenAI 上線不到半年就關閉 AI 影片 App Sora，連帶取消原本價值 10 億美元的 Disney 合作案。表面上是產品收掉，實際上反映出 deepfake、審核成本、授權風險與商業重心轉移，已經讓 AI 影片比文字工具難做太多。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517013419-34q3.png","2026-03-26T07:53:49.590734+00:00",{"id":258,"slug":259,"title":260,"summary":261,"category":49,"image_url":262,"cover_image":262,"language":20,"created_at":263},"785624b2-0355-4b82-adc3-de5e45eecd88","midjourney-v8-faster-images-higher-costs-zh","Midjourney V8 變快了，也變貴了","Midjourney V8 alpha 上線後，出圖速度號稱比 V7 快 5 倍，還加入原生 2K、較好的文字生成與更準的提示詞理解。但高階模式像 --hd 與 --q 4 會直接吃掉 4 倍成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516955227-2l6z.png","2026-03-26T07:52:03.562971+00:00",{"id":265,"slug":266,"title":267,"summary":268,"category":17,"image_url":269,"cover_image":269,"language":20,"created_at":270},"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":272,"slug":273,"title":274,"summary":275,"category":17,"image_url":276,"cover_image":276,"language":20,"created_at":277},"c1c28890-59a4-445e-a652-badddf04ddfb","midjourney-2026-users-revenue-valuation-reality-zh","Midjourney 2026：用戶、營收與真相","Midjourney 到 2026 的故事很有意思。表面上有 1000 萬活躍用戶、200 萬付費訂閱與 1.5 億美元年營收，但公開資料其實很混。這篇從產品定位、訂閱數學、競品比較到 Discord 模式，拆解它到底賺什麼、強在哪、風險在哪。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516873489-dtcm.png","2026-03-26T07:48:05.346133+00:00",{"id":279,"slug":280,"title":281,"summary":282,"category":17,"image_url":283,"cover_image":283,"language":20,"created_at":284},"4433ccc9-1c14-4d5d-9d42-d65a92834328","microsoft-recasts-copilot-to-back-suleymans-models-zh","微軟重整 Copilot，押注自研模型","微軟把商用與消費版 Copilot 團隊整併，讓 Mustafa Suleyman 抽身回到模型研發。背後原因很直接：Copilot 日活只有 600 萬，遠落後 ChatGPT 的 4.4 億、Gemini 的 8200 萬。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516833154-toqa.png","2026-03-26T07:45:59.862079+00:00",{"id":286,"slug":287,"title":288,"summary":289,"category":17,"image_url":290,"cover_image":290,"language":20,"created_at":291},"aa9a7b81-301c-4095-9e72-c89d597a864e","microsoft-pulls-back-copilot-in-windows-11-zh","微軟收手了，Windows 11 Copilot 縮水","微軟開始縮減 Windows 11 內建 App 的 Copilot 入口，包含 Photos、Widgets、Notepad 與 Snipping Tool。這次調整反映使用者反彈、隱私疑慮，還有一個更現實的問題：人工智慧到底該放在哪裡，才不會變成干擾。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516781089-p3af.png","2026-03-26T07:44:10.786929+00:00",{"id":293,"slug":294,"title":295,"summary":296,"category":17,"image_url":297,"cover_image":297,"language":20,"created_at":298},"75fb1640-82d9-479e-b766-b5960a8a8a5b","cursor-at-30b-fast-growth-real-pressure-zh","Cursor 衝上 300 億美元後的壓力測試","Cursor 四年內估值逼近 300 億美元，年化營收衝破 20 億美元，還打進 67% 的 Fortune 500。但 AI 寫程式市場沒空讓它喘口氣，Anthropic 的 Claude Code 與 OpenAI 正直接貼身競爭。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516739576-jgod.png","2026-03-26T07:42:19.445258+00:00",{"id":300,"slug":301,"title":302,"summary":303,"category":17,"image_url":304,"cover_image":304,"language":20,"created_at":305},"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":307,"slug":308,"title":309,"summary":310,"category":17,"image_url":311,"cover_image":311,"language":20,"created_at":312},"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":314,"slug":315,"title":316,"summary":317,"category":49,"image_url":318,"cover_image":318,"language":20,"created_at":319},"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":321,"slug":322,"title":323,"summary":324,"category":17,"image_url":325,"cover_image":325,"language":20,"created_at":326},"e660d801-2421-4529-8fa9-86b82b066990","metas-llama-4-benchmark-scandal-gets-worse-zh","Meta Llama 4 分數風波又擴大","Meta 的 Llama 4 原本要延續開放模型聲勢，結果卻陷入評測分數爭議。最新報導指出，Meta 在發布前可能用不同模型跑不同 benchmark，讓分數看起來更好，信任問題也跟著擴大。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516531283-08x2.png","2026-03-26T07:34:21.156421+00:00",{"id":328,"slug":329,"title":330,"summary":331,"category":49,"image_url":332,"cover_image":332,"language":20,"created_at":333},"0dcc2c61-c2a6-480d-adb8-dd225fc68914","march-2026-ai-model-news-what-mattered-zh","2026 年 3 月 AI 模型新聞重點","2026 年 3 月的 AI 圈看起來很安靜，其實重點早就不在新模型。真正有料的是推論速度、KV cache 壓縮、Agent 權限控制，還有 OpenAI 內部重組。對開發者來說，這些變化比排行榜多 1 分更實際。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516475683-ar4c.png","2026-03-26T07:32:08.386348+00:00",{"id":335,"slug":336,"title":337,"summary":338,"category":17,"image_url":339,"cover_image":339,"language":20,"created_at":340},"0740e53f-605d-4d57-8601-c10beb126f3c","google-pushes-gemini-transition-to-march-2026-zh","Google 把 Gemini 轉換延到 2026 年 3…","Google 把手機版 Google Assistant 的最終關閉時間延到 2026 年 3 月。這次延期讓 Android 用戶、開發者與手機品牌多了幾個月處理 Gemini 遷移，也反映 Google 仍在補齊功能、相容性與日常使用體驗。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516427894-d6xa.png","2026-03-26T07:30:12.825269+00:00",{"id":342,"slug":343,"title":344,"summary":345,"category":17,"image_url":346,"cover_image":346,"language":20,"created_at":347},"eeac6b9e-ad9d-4831-8eec-8bba3f9bca6a","gap-google-gemini-checkout-fashion-search-zh","Gap 把結帳搬進 Gemini","Gap 準備讓消費者直接在 Google Gemini 內買衣服，並用 Google Pay 完成付款。重點不是合作新聞本身，而是品牌開始把 AI 助理當成新店面，搶先掌握商品資料、庫存訊號與結帳流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516364569-mnl5.png","2026-03-26T07:28:23.937768+00:00",{"id":349,"slug":350,"title":351,"summary":352,"category":17,"image_url":353,"cover_image":353,"language":20,"created_at":354},"bd903b15-2473-4178-9789-b7557816e535","openclaw-raises-hard-question-for-ai-models-zh","OpenClaw 逼問 AI 模型價值","OpenClaw 從開發者 side project 竄進 Nvidia GTC 主舞台，讓市場開始正視一件事：AI 的價值可能正從大型模型本身，轉向代理軟體、在地部署與權限控制。對 OpenAI、Anthropic 與 Nvidia，這題都很硬。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516254469-db6r.png","2026-03-26T07:24:54.707486+00:00",{"id":356,"slug":357,"title":358,"summary":359,"category":17,"image_url":360,"cover_image":360,"language":20,"created_at":361},"4bcec76f-4c36-4daa-909f-54cd702f7c93","claude-users-spreading-out-and-getting-better-zh","Claude 用戶更分散，也更會用","Anthropic 2026 年 2 月資料顯示，Claude.ai 的個人用途占比從 35% 升到 42%，寫程式任務占比則降到 19%。另一個重點更實際：用得久的人，真的比較會用，也更常把 Claude 用在高價值工作。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516213822-5mbj.png","2026-03-26T07:22:52.325888+00:00",{"id":363,"slug":364,"title":365,"summary":366,"category":57,"image_url":367,"cover_image":367,"language":20,"created_at":368},"4ae1e197-1d3d-4233-8733-eafe9cb6438b","claude-now-uses-your-pc-to-finish-tasks-zh","Claude 開始幫你操作電腦","Anthropic 正在測試 Claude 的新功能。你用手機下指令，它就能在你的電腦上開 App、用瀏覽器、改檔案、填試算表。重點不只是炫技，而是 AI agent 正從聊天框走向真正代勞的軟體。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516169263-wnni.png","2026-03-26T07:20:48.457387+00:00",{"id":370,"slug":371,"title":372,"summary":373,"category":49,"image_url":374,"cover_image":374,"language":20,"created_at":375},"58b64033-7eb6-49b9-9aab-01cf8ae1b2f2","nvidia-rubin-six-chips-one-ai-supercomputer-zh","NVIDIA Rubin 把六顆晶片塞進 AI 機櫃","NVIDIA 在 CES 2026 端出 Rubin 平台，主打推論 Token 成本最高可比 Blackwell 低 10 倍，MoE 訓練可少用 4 倍 GPU。重點不只是一顆新 GPU，而是把 CPU、網路、DPU、交換器整包賣成機櫃級 AI 系統。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516131100-fn1e.png","2026-03-26T07:18:45.861277+00:00",{"id":377,"slug":378,"title":379,"summary":380,"category":17,"image_url":381,"cover_image":381,"language":20,"created_at":382},"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":384,"slug":385,"title":386,"summary":387,"category":17,"image_url":388,"cover_image":388,"language":20,"created_at":389},"83bd1795-8548-44c9-9a7e-de50a0923f71","trump-ai-framework-power-speech-state-preemption-zh","川普 AI 框架瞄準電力、言論與州權","白宮在 2026 年 3 月丟出 AI 立法框架，重點放在聯邦優先、資料中心自建電力、反詐工具、兒少保護與創作者權利。講白了，這份文件想把 AI 規則收回華府手上。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774515996866-yxqe.png","2026-03-26T07:12:18.695466+00:00",{"id":391,"slug":392,"title":393,"summary":394,"category":17,"image_url":395,"cover_image":395,"language":20,"created_at":396},"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"]