[{"data":1,"prerenderedAt":1372},["ShallowReactive",2],{"nav-search-articles-zh":3,"news-\u002Fnews\u002F2026-10-22-ai-news-summary":547,"news-prev-next-zh":1025},[4,15,24,32,38,44,49,58,63,68,73,79,84,89,97,102,107,112,118,123,128,134,139,144,149,154,159,164,169,174,179,184,189,194,199,204,209,214,219,224,229,234,239,244,250,256,261,266,271,276,281,286,291,296,301,306,311,316,321,326,331,341,346,351,357,362,367,375,382,388,394,399,404,410,415,420,425,430,435,440,445,450,455,460,465,470,475,480,485,490,495,500,505,510,515,522,527,532,537,542],{"_path":5,"title":6,"description":7,"category":8,"tags":9},"\u002Farticles\u002Fllmfit","llmfit 實測：先看這台 Mac 適合跑哪些本機模型","我拿 Apple M4、16GB RAM 的乞丐版 Mac mini 實測 llmfit 1.1.12，示範硬體偵測、Score 與 tok\u002Fs 排序、模型詳細資料，以及新版的社群 benchmark 分享功能。","AI & Tools",[10,11,12,13,14],"Open Source","CLI","Local AI","LLM","Rust",{"_path":16,"title":17,"description":18,"category":8,"tags":19},"\u002Farticles\u002F100-days-10-essential-apps","每日更新 100 天後，我留下來的 10 款 App","連續整理實用工具 100 天後，我選出 Zen Browser、Mos、Handy、Kando、Recordly、Zed、MarkText、Syncthing、MOLE 與 LuLu。前八款已經進入每天的工作流，後兩款則是實用度點滿的 Mac 工具。",[10,20,21,22,23],"Productivity","Automation","Network","Security",{"_path":25,"title":26,"description":27,"category":8,"tags":28},"\u002Farticles\u002Fmoshi-vs-termius","Moshi 與 Termius 實測：手機接手 Claude Code、Codex、Grok Build 的兩種做法","我用 iPhone 透過 Tailscale 網路以 SSH 連回 Mac mini，實測 Moshi 與 Termius 怎麼接手終端機裡的 CLI Agent。真正讓工作不怕斷線的是 tmux。",[29,30,31,11,20,22],"AI Agents","Claude Code","Codex",{"_path":33,"title":34,"description":35,"category":8,"tags":36},"\u002Farticles\u002Fsharex","ShareX 21.0 實測：Windows 老牌截圖工具，老、可靠、實用","我在 Windows 實測 ShareX 21.0 的區域截圖、圖片標記、截圖後排程與 OCR。介面不新，但從快捷鍵到輸出動作都能自己決定，免費開源而且夠可靠。",[10,20,37,21],"Image Processing",{"_path":39,"title":40,"description":41,"category":8,"tags":42},"\u002Farticles\u002Fvhs","VHS 實測：把終端機錄影寫成可以重播的程式碼","Charmbracelet VHS 能用 .tape 腳本控制終端機輸入、等待、主題、尺寸與輸出格式。我實際用 662 bytes 的 Tape 產生 16.92 秒中英 Demo，並從 MP4 擷取 PNG 截圖。",[10,11,43,21,20],"Video Processing",{"_path":45,"title":46,"description":47,"category":8,"tags":48},"\u002Farticles\u002Fzen-browser","Zen Browser 實測四個月：除了 Netflix，我已經不用 Chrome","我把 Zen Browser 當主力瀏覽器用了四個月。這篇整理自動伸縮側邊欄、Workspaces、Glance、Split View、Firefox 擴充套件與我正在使用的 Zen Mods，也說明為什麼 Netflix 還是得開其他瀏覽器。",[10,20,23],{"_path":50,"title":51,"description":52,"category":53,"tags":54},"\u002Farticles\u002Flucide-animated","lucide-animated：把 Lucide Icon 變成會動的 React 元件","lucide-animated 是一套以 Lucide 與 Motion 製作的開源動態圖示。這篇整理互動預覽、shadcn CLI 安裝方式，以及如何交給 Agent 使用。","Web Dev",[10,55,56,57,29],"Web Development","React","Animation",{"_path":59,"title":60,"description":61,"category":8,"tags":62},"\u002Farticles\u002Fanydoc","AnyDoc 實測：不到 1 秒把 Word 轉成 Markdown，還能直接交給 Agent 使用","我用 AnyDoc 高速把文件轉成 Markdown。這篇整理 CLI 與 Agent Skill 的完整用法、實際保留的文件結構，以及它和 Marker、MinerU 的差別。",[29,10,11,20,14],{"_path":64,"title":65,"description":66,"category":8,"tags":67},"\u002Farticles\u002Fwitr","witr 實測：一條指令查出誰占用 Port，以及它為什麼在跑","我在 Mac 實際開了一個占用 5173 Port 的 Node 服務，再用 witr 追查程序、啟動來源與 Socket，也整理了 TUI、常用指令和公開畫面前要注意的隱私資訊。",[10,11,22,20],{"_path":69,"title":70,"description":71,"category":8,"tags":72},"\u002Farticles\u002Fsyncthing","Syncthing 實測：Mac 和 Windows 不靠雲端硬碟，自動同步資料夾","我用 Syncthing 連接 Mac 與 Windows，實際測試共享資料夾的雙向檔案同步，也記錄了加密設定錯誤與同步衝突。",[10,22,20],{"_path":74,"title":75,"description":76,"category":8,"tags":77},"\u002Farticles\u002Flosslesscut","LosslessCut 實測：5 分鐘 600 MB 影片，幾乎按下就剪完","LosslessCut 能用 FFmpeg 直接複製影音串流，不必重新編碼。我實測剪一支約 5 分鐘、600 MB 的影片，並整理免費下載方式、I／O 快捷鍵與關鍵影格限制。",[10,20,43,78],"Audio Processing",{"_path":80,"title":81,"description":82,"category":8,"tags":83},"\u002Farticles\u002Flulu","LuLu 實測：Mac App 第一次往外連時，先讓你看一眼再決定","LuLu 是免費開源的 macOS 出站防火牆。它會在沒有規則的程式建立對外連線時顯示程式、目的地與簽章資訊；本文整理安裝後該保留的預設選項，以及警示該怎麼判斷。",[10,23,22],{"_path":85,"title":86,"description":87,"category":8,"tags":88},"\u002Farticles\u002Fsnapzy","Snapzy 實測：比 Mac 內建截圖更完整的免費原生工具","Snapzy 是免費開源的 macOS 原生截圖工具，支援截圖即時標記、長截圖、OCR、螢幕錄影與內建編輯器。我實測截圖並標記功能，也整理了避免快捷鍵衝突的設定方式。",[10,20,37],{"_path":90,"title":91,"description":92,"category":8,"tags":93},"\u002Farticles\u002Fimg2threejs-codex-test","img2threejs 實測：丟一張圖片給 Codex，真的能做成 Three.js 3D 模型嗎？","我用 GPT-5.6 SOL、medium 推理測試 img2threejs。F1 賽車這類複雜物件很容易翻車，換成紅白機手把後，按鈕、視角切換與爆炸圖都有做出來。這篇整理實測結果、適用範圍與 Codex 安裝方式。",[29,10,55,94,95,31,96,37],"JavaScript","WebGL","Agent Workflow",{"_path":98,"title":99,"description":100,"category":8,"tags":101},"\u002Farticles\u002Fpake","Pake 實測：一行指令把 Threads 網站打包成約 10MB 的 Mac App","Pake 是以 Rust／Tauri 製作的開源工具，可以把網站打包成 macOS、Windows 或 Linux 桌面 App。我實測將 Threads 網站做成獨立 App，從終端機輸入網址到拖進 Applications 就能使用。",[10,11,20,14],{"_path":103,"title":104,"description":105,"category":8,"tags":106},"\u002Farticles\u002Fmole","MOLE 實測：讓 AI Agent 先分析，再幫 Mac 清出 15GB 空間","MOLE 是 macOS 的開源終端機維護工具。我實測用 mo analyze、mo status 和 mo clean --dry-run 檢查硬碟與快取，最後清出 15.29GB；它也很適合交給 AI Agent 先分析、由人確認後再清理。",[29,10,11,20],{"_path":108,"title":109,"description":110,"category":8,"tags":111},"\u002Farticles\u002Ftwinkle-tray","Twinkle Tray：在 Windows 工作列直接調整多螢幕亮度","Twinkle Tray 是一套免費的 Windows 小工具，可以從系統匣直接調整多台外接螢幕的亮度，也支援快捷鍵、排程與 DDC\u002FCI 顯示器控制。",[20,10],{"_path":113,"title":114,"description":115,"category":8,"tags":116},"\u002Farticles\u002Fmarker","Marker 實測：比 MinerU 好上手的 PDF 轉 Markdown 工具？","我在 Apple Silicon Mac 上實測 Marker 的 fast 模式。一般文字型 PDF 轉 Markdown 已經很夠用，但公式與表格仍會失手；也整理了它和 MinerU 的實際分工。",[117,10,11,12,20],"AI Tools",{"_path":119,"title":120,"description":121,"category":8,"tags":122},"\u002Farticles\u002Fzed","Zed 實測：最近試到一個很順的 AI 程式編輯器","最近把專案放進 Zed 用了一下。它的操作感很輕快，AI 又能直接接 ChatGPT、Codex 和 MCP；不是要取代 VS Code，但很適合當成另一個選擇。",[117,29,10,20,31,14],{"_path":124,"title":125,"description":126,"category":8,"tags":127},"\u002Farticles\u002Fwhatcable","WhatCable 實測：Mac 的 USB-C 線到底跑多快、能不能帶螢幕，一打開就知道","WhatCable 是 macOS 選單列工具，能直接讀出 USB-C 線材、連接埠與裝置的實際協商狀態。我用它看到 USB4／Thunderbolt 40 Gbps、240W、e-marker，以及 4K 144Hz 螢幕連線的細節。",[20,10,11],{"_path":129,"title":130,"description":131,"category":8,"tags":132},"\u002Farticles\u002Fdbx","DBX：支援 70+ 種資料庫的輕量管理工具，連 Supabase 也能直接看表格、跑 SQL","DBX 是一款約 20 MB 的輕量開源資料庫工具。我這次實際連上 Supabase，也看了它的多資料庫管理、編輯器主題、AI 助理與 MCP 整合。",[133,10,20,29,14],"Database",{"_path":135,"title":136,"description":137,"category":8,"tags":138},"\u002Farticles\u002Fopenlogi","OpenLogi 實測：免費開源的 Logitech Options+ 本機替代工具，macOS 權限與 HID 排錯","OpenLogi 是支援特定 Logitech HID++ 周邊的本機開源工具，可調整按鍵、DPI 與 SmartShift。本文整理 macOS 的 Homebrew 安裝、必要權限與一次 HID transport error 的個案排錯；Windows 則是下載後直接可用。",[10,20,14],{"_path":140,"title":141,"description":142,"category":8,"tags":143},"\u002Farticles\u002Fmos","Mos 實測：讓 macOS 外接滑鼠滾輪變得平順","Mos 是一款免費的 macOS 滑鼠工具，能把外接滑鼠滾輪的跳動補成平滑移動，也能分別設定捲動方向與各個應用程式的捲動參數。",[20,11],{"_path":145,"title":146,"description":147,"category":8,"tags":148},"\u002Farticles\u002Flively-wallpaper","Lively Wallpaper 實測：免費開源的 Windows 動態桌布，音樂同步與全螢幕自動暫停","我實測 Lively Wallpaper：一款免費開源的 Windows 動態桌布工具。可以直接放入影片、GIF、網頁與網址，也能做系統音訊視覺化；更重要的是，玩遊戲或開全螢幕程式時能自動暫停桌布。",[10,20,43,78],{"_path":150,"title":151,"description":152,"category":8,"tags":153},"\u002Farticles\u002Ftrex-ocr","TRex 實測：macOS 選取螢幕文字就複製，QR Code、Raycast 與自動化都能用","我實測 TRex：一款 macOS 選取螢幕區域後直接把文字放進剪貼簿的開源 OCR 工具。它也能讀 QR Code、條碼、支援 Raycast、快捷鍵、CLI、Shortcuts 與 Watch Mode。",[37,10,20,21,11],{"_path":155,"title":156,"description":157,"category":8,"tags":158},"\u002Farticles\u002Ftranslucenttb","TranslucentTB 實測：幾 MB 記憶體，讓 Windows 工作列變得更順眼","TranslucentTB 是一款免費開源的 Windows 工作列外觀工具，只用幾 MB 記憶體、幾乎不吃 CPU，就能在透明、模糊、壓克力與一般模式間切換。我把最大化視窗設成一般模式，其餘工作時維持模糊，兼顧閱讀性與桌面質感。",[10,20,11],{"_path":160,"title":161,"description":162,"category":8,"tags":163},"\u002Farticles\u002Fheyclicky","HeyClicky 實測：比語音輸入更進一步的螢幕感知 AI","HeyClicky 是一款住在 macOS 游標旁的 AI 助手。它會結合螢幕畫面與語音指令，協助理解目前工作內容；我實測了它的功能、免費額度與多螢幕問題。",[117,29,20,21],{"_path":165,"title":166,"description":167,"category":8,"tags":168},"\u002Farticles\u002Fmac-stats","Stats 實測：把 Mac 的 CPU、記憶體與網路狀態放進選單列","Stats 是免費開源的 macOS 選單列系統監控工具。我實測它的安裝、預設選單列配置，以及 CPU、記憶體面板；想隨時看 CPU、RAM、網路或 SSD 狀態，這款很實用。",[10,20],{"_path":170,"title":171,"description":172,"category":8,"tags":173},"\u002Farticles\u002Fwinhance","Winhance 實測：一鍵安裝後管理、移除 Windows 內建軟體","實測 Winhance 的 PowerShell 一鍵安裝、繁體中文介面與 Windows 內建 App 批次移除流程。它把常見的 debloat、系統調整和外部軟體安裝集中到同一個圖形介面。",[10,20,11],{"_path":175,"title":176,"description":177,"category":8,"tags":178},"\u002Farticles\u002Ffile-converter","File Converter 實測：Windows 右鍵直接把 PNG／JPG 轉成 WebP","File Converter 是整合進 Windows 檔案總管右鍵選單的開源轉檔工具。我實測把 PNG、JPG 圖片轉成 WebP；不必打開主程式，選檔後右鍵就能完成，也支援影片、音訊與更多圖片格式。",[10,20,37,43],{"_path":180,"title":181,"description":182,"category":8,"tags":183},"\u002Farticles\u002Ffinetune","FineTune：補上 macOS 缺少的單一 App 音量控制","FineTune 是一個免費開源的 macOS 選單列音量工具，可以針對不同 App 調整音量、切換輸出設備，還能把不同 App 指到不同音訊設備。這篇簡單記錄它解決的問題與安裝方式。",[20,10],{"_path":185,"title":186,"description":187,"category":8,"tags":188},"\u002Farticles\u002Flatest","Latest：macOS 上一眼檢查 App 更新的小工具","Latest 是一個免費開源的 macOS App 更新檢查工具，可以集中查看哪些 App 有新版本，支援 Mac App Store 與使用 Sparkle 更新框架的應用程式。功能很單純，但對想定期整理 Mac 軟體版本的人很方便。",[20,10],{"_path":190,"title":191,"description":192,"category":8,"tags":193},"\u002Farticles\u002Fmarktext","MarkText：我目前用過最順手的所見即所得 Markdown 編輯器","MarkText 是一個開源 Markdown 編輯器，最大的特色是所見即所得：不用在原始碼與預覽視窗之間來回切換，而是在同一個畫面直接寫、直接看結果。這篇記錄 macOS 與 Windows 下載方式、Apple Silicon 要選哪個檔案，以及 macOS 遇到「已損毀，無法打開」時怎麼用 xattr 解決。",[20,10],{"_path":195,"title":196,"description":197,"category":8,"tags":198},"\u002Farticles\u002Fquicklook","QuickLook 實測：把 macOS 空白鍵預覽帶到 Windows，速度比 PowerToys Peek 更順","我實測 QuickLook 這款 Windows 檔案快速預覽工具，可以用空白鍵預覽 PDF、Markdown、圖片、影片、3D 模型與多種文件格式。它像 macOS Quick Look，但在 Windows 上支援格式更廣，也比我用 PowerToys Peek 時更順手。",[20,10],{"_path":200,"title":201,"description":202,"category":8,"tags":203},"\u002Farticles\u002Fumi-ocr","Umi-OCR 實測：免費開源離線 OCR 工具，截圖、批次圖片與 PDF 都能本地辨識","我實測 Umi-OCR 這款免費開源的離線 OCR 工具，支援截圖 OCR、批次圖片辨識、PDF 文件 OCR、二維碼掃描與命令列\u002FAPI 呼叫。它不用上傳檔案，Windows 還能依照電腦效能選 Paddle 或 Rapid 引擎版本。",[37,10,20],{"_path":205,"title":206,"description":207,"category":8,"tags":208},"\u002Farticles\u002Fpicsharp","PicSharp 實測：跨平台開源圖片壓縮工具，拖進去就能批次壓縮","我實測 PicSharp 這款跨平台圖片壓縮工具，支援 macOS、Windows 與 Linux，可以直接拖曳圖片或資料夾進去批次壓縮，也能在本地壓縮與 TinyPNG 之間切換，適合整理網站圖片與文章素材。",[37,10,20],{"_path":210,"title":211,"description":212,"category":8,"tags":213},"\u002Farticles\u002Fmeetily","Meetily 實測：本地 AI 會議轉錄、逐字稿與繁體中文摘要工具","Meetily 是一款開源、隱私優先的 AI 會議助理，可以在本機錄音、轉錄並產生摘要。我實測 v0.4.0，整理安裝方式、中文轉錄模型設定、繁體中文摘要與適合使用的情境。",[117,10,12,78,20],{"_path":215,"title":216,"description":217,"category":8,"tags":218},"\u002Farticles\u002Fbuhocleaner","BuhoCleaner 實測：我在 Mac 上用了超過一年的清理與 App 移除工具","我實測 BuhoCleaner 這套 Mac 清理工具，分享用了超過一年的心得、免費版限制、付費版價格、選單列監控、垃圾檔案清理、App 完整移除與日常使用情境。",[20],{"_path":220,"title":221,"description":222,"category":8,"tags":223},"\u002Farticles\u002Ffancontrol","Fan Control 實測：Windows 上超細緻的風扇曲線與硬體溫度控制工具","我實測 Fan Control 這套 Windows 風扇控制工具，從 GitHub Releases 下載 installer、安裝後切換繁體中文、自動校正風扇、建立曲線，到實際調整監控卡片與風扇策略的使用心得。",[20],{"_path":225,"title":226,"description":227,"category":8,"tags":228},"\u002Farticles\u002Fupscayl","Upscayl 實測：免費開源的本機 AI 圖片放大工具","我實測 Upscayl 這套免費開源 AI 圖片放大工具，從 GitHub Releases 與 Homebrew 安裝、第一次選語言、選模型，到用 Digital Art 模型把 He-Man 圖片放大 4 倍的實際效果。",[37,10,12,20],{"_path":230,"title":231,"description":232,"category":8,"tags":233},"\u002Farticles\u002Fappports","AppPorts 實測：把大型 Mac App 搬到外接硬碟，還能像原本一樣啟動","我實測 AppPorts 在 macOS 上把應用程式遷移到外接 SSD 的流程，包含 GitHub Releases 下載、Gatekeeper 隔離解除、語言切換、鎖定遷移與非鎖定遷移，以及實際搬移後的使用感受。",[20,10],{"_path":235,"title":236,"description":237,"category":8,"tags":238},"\u002Farticles\u002Fmac-fan","Macs Fan Control 實測：用了超過一年還留在 Mac 上的免費風扇控制工具","我在 macOS 上長期使用 Macs Fan Control 超過一年，這篇記錄它的下載方式、GitHub README 要先看的重點、溫度感測器設定、風扇曲線邏輯，以及我自己會注意的使用界線。",[20],{"_path":240,"title":241,"description":242,"category":8,"tags":243},"\u002Farticles\u002Fmarkdown-preview","Markdown Preview：macOS 上更輕量的 .md 預覽工具","Markdown Preview 是一個專門用來打開與預覽 .md 檔案的 macOS 小工具，可以設定成 Markdown 預設開啟 App，支援 Quick Look、搜尋、字體大小、外觀切換，以及 Preview \u002F Edit \u002F Split 模式。",[20,55],{"_path":245,"title":246,"description":247,"category":8,"tags":248},"\u002Farticles\u002Fcodebase-memory","Codebase Memory MCP 實測：把整個程式碼庫變成 AI Agent 可查詢的知識圖譜","Codebase Memory MCP 是一個本機運行的程式碼知識圖譜引擎，能讓 Claude Code、Codex、Cursor 等 AI Agent 直接查詢函式、呼叫鏈、架構與影響範圍。本文實測安裝、索引、3D Graph UI 與 CLI 查詢流程。",[117,29,10,11,249,31],"Data Visualization",{"_path":251,"title":252,"description":253,"category":254,"tags":255},"\u002Farticles\u002Fdeskreen","Deskreen 同網域臨時螢幕分享工具實測：用手機或另一台電腦看你的畫面","Deskreen 可以把電腦畫面分享給同一個區域網路內的手機、平板或另一台電腦。這篇紀錄實際使用流程、適合場景，以及內網 IP 和隱私注意事項。","Tools",[10,22,20],{"_path":257,"title":258,"description":259,"category":8,"tags":260},"\u002Farticles\u002Frustdesk","RustDesk 開源遠端桌面實測：用 Windows 串流控制 macOS","RustDesk 是一款開源遠端桌面工具，可以跨平台遠端控制電腦，也支援自建伺服器。這篇記錄我從 GitHub 下載、登入帳號、開啟權限、設定固定密碼，到第一次接受連線的實測流程。",[10,22,20,14],{"_path":262,"title":263,"description":264,"category":8,"tags":265},"\u002Farticles\u002Fhandbrake","HandBrake 實測：老牌開源影片壓縮工具到現在還是很穩","HandBrake 是一款老牌開源影片轉檔與壓縮工具。我這次用 4K 影片簡單實測，原始 106.1 MB 壓到 16.6 MB，畫質保留得比我預期好，這篇記錄我的基本用法與 preset 選擇心得。",[10,43,20],{"_path":267,"title":268,"description":269,"category":8,"tags":270},"\u002Farticles\u002Fsmartsub","SmartSub 妙幕實測：我目前用過最省事的本機影片字幕翻譯工具","SmartSub 妙幕是一款本地優先的桌面字幕工具，可以完成影片轉字幕、字幕翻譯、雙語字幕與字幕燒錄。這篇記錄我實測 DeepSeek 翻譯、faster-whisper、CUDA 加速，以及它和 VideoLingo 的差異。",[117,10,43,12],{"_path":272,"title":273,"description":274,"category":8,"tags":275},"\u002Farticles\u002Fkando","Kando 實測：我近期最喜歡的跨平台開源圓盤快捷選單","Kando 是一款免費開源、支援 macOS\u002FWindows\u002FLinux 的 Pie Menu 工具，可以用 Ctrl + Space 叫出圓盤選單，用滑鼠手勢快速開啟 App、網站、檔案、熱鍵與巨集。這篇分享我的實際使用體驗與設定方式。",[10,20,21],{"_path":277,"title":278,"description":279,"category":8,"tags":280},"\u002Farticles\u002Fhorizon","Horizon 實測：讓 Codex 自動整理每日 AI 新聞","我把 Horizon 接進部落格新聞流程，讓它負責抓資料來源，再交給 Codex 寫成每日 AI 新聞摘要。這篇記錄安裝方式、基本使用流程，以及我實際測完後的想法。",[117,29,10,21,11],{"_path":282,"title":283,"description":284,"category":8,"tags":285},"\u002Farticles\u002Fmaccy","Maccy 實測：輕量、鍵盤優先的 macOS 開源剪貼簿管理工具","自己在 macOS 整理資料或開發時最常遇到的問題是頻繁複製貼上造成的視窗切換。本文實測開源的 Maccy 剪貼簿工具，分享其快捷鍵喚醒、快速搜尋、安全過濾等實際使用體驗。",[10,20],{"_path":287,"title":288,"description":289,"category":8,"tags":290},"\u002Farticles\u002Fstirling-pdf","Stirling PDF 實測：離線跑的開源 PDF 神器，免上傳雲端直接搞定 50+ 種處理需求","我最近實測了開源的 Stirling PDF。這是一款可以完全在本地運行的 PDF 編輯平台，支援合併、壓縮、簽名等多達 50 多種功能，不用擔心敏感文件被上傳到第三方雲端伺服器。",[10,20,23],{"_path":292,"title":293,"description":294,"category":254,"tags":295},"\u002Farticles\u002Faerospace","AeroSpace 實測：讓 macOS 擁有平鋪視窗管理","分享這款 AeroSpace 平鋪視窗管理工具，以及我如何透過鍵盤快捷鍵解決 macOS 視窗混亂的問題。",[10,20],{"_path":297,"title":298,"description":299,"category":8,"tags":300},"\u002Farticles\u002Fpowertoys","Microsoft PowerToys 實測：4 個用過就回不去的 Windows 效率工具","自己在 Windows 工作最常遇到的問題是缺少類似 macOS 的預覽與快速啟動功能。本文實測微軟官方推出的 PowerToys 中實用的四個工具：空白鍵預覽 Peek、快速截圖 OCR 複製、視窗永久置頂與快捷搜尋框，分享我實際的使用體驗。",[10,20],{"_path":302,"title":303,"description":304,"category":8,"tags":305},"\u002Farticles\u002Frecord-replay","Codex Record & Replay 實測：演示一遍，教 AI 學會你的本地工作流","OpenAI Codex 最近新增了 Record & Replay 功能。我實測了在本地環境下，如何透過一次演示，讓 Codex 錄製並自動執行影片壓縮等腳本工作流。",[31,21,20,117],{"_path":307,"title":308,"description":309,"category":8,"tags":310},"\u002Farticles\u002Frecordly","Recordly 實測：開源螢幕錄影與自動 Zoom-in 編輯器（macOS\u002FWindows\u002FLinux）","我最近實測了開源的 Recordly。這是一款結合錄影與後製的工具，能自動根據滑鼠活動生成變焦建議，並提供滑鼠平滑、陰影邊框等美化功能，讓製作軟體 Demo 影片變得很省時。",[10,20,43],{"_path":312,"title":313,"description":314,"category":8,"tags":315},"\u002Farticles\u002Fcodexbar","CodexBar 實測：macOS 選單列一次監控 53 個 AI 編碼服務額度","CodexBar 是一款開源的 macOS 選單列工具，可即時追蹤 Codex、Claude、Cursor、Copilot 等 AI 編碼服務的使用視窗、信用餘額與重設倒數。本文實測安裝流程、權限授權與提供者設定教學。",[117,31,30,11,10,20],{"_path":317,"title":318,"description":319,"category":8,"tags":320},"\u002Farticles\u002Foptimizerduck","optimizerDuck 實測：開源 Windows 效能與隱私最佳化工具，拒絕背景無用遙測","optimizerDuck 是一款基於 .NET 10 與 WPF 開發的開源 Windows 系統最佳化工具。本文實測其效能調校、隱私遙測封鎖、GPU 電源優化等功能，並提供 Windows SmartScreen 封鎖警告的排解步驟與繁體中文語系設定教學。",[10,20,21],{"_path":322,"title":323,"description":324,"category":8,"tags":325},"\u002Farticles\u002Fhandy","Handy 離線語音輸入法實測：搭配 Breeze ASR 25，專為台灣人設計的中英混用輸入方案","Handy 是一款免費、開源且完全離線運作的桌面語音輸入工具。本文實測在 macOS\u002FWindows\u002FLinux 環境下安裝配置，並搭配專為台灣日常中英混用情境優化的 Breeze ASR 25模型，為您打造極致隱私的語音輸入體驗。",[117,10,12,78,20],{"_path":327,"title":328,"description":329,"category":8,"tags":330},"\u002Farticles\u002F5live","Gemini 3.5 Live Translate 實測：全新雙向即時語音翻譯與 Live API 開發指南","Google 推出全新的 Gemini 3.5 Live Translate 模型，支援超過 70 種語言的雙向低延遲即時語音翻譯。本文將帶你實測 Google AI Studio 的網頁體驗、了解其運作機制，並提供 Live API 開發範例與 WebSocket 連接設定。",[117,78,13],{"_path":332,"title":333,"description":334,"category":254,"tags":335},"\u002Farticles\u002Fmap3d","Map3D 實測：一鍵生成 3D 城市地圖與 GLB 匯出指南","想要快速獲取真實城市的 3D 建築與道路模型？Map3D 基於 React-Three-Fiber 與 OpenStreetMap，提供網頁一鍵框選與直接匯出 GLB，讓 3D 地形建模變得太簡單了！",[336,337,338,339,340,95],"React-Three-Fiber","Three.js","OpenStreetMap","GLB","3D Map",{"_path":342,"title":343,"description":344,"category":254,"tags":345},"\u002Farticles\u002Flocalsend","LocalSend 跨平台開源局域網檔案傳輸工具免設定使用指南","免網路、免註冊，在 macOS、Windows、Linux、iOS 與 Android 之間以 HTTPS 局域網高速安全互傳檔案。",[10,22,20],{"_path":347,"title":348,"description":349,"category":8,"tags":350},"\u002Farticles\u002Fllmwiki","LLM Wiki 實測：用大模型打造能自動整理與更新的個人離線知識庫","每次整理筆記都覺得繁瑣？LLM Wiki 是一款基於 Andrej Karpathy 理念開發的個人知識庫工具。它能自動讀取文檔、進行兩階段思維鏈分析、生成互相連結的 Wiki 頁面，並完美兼容 Obsidian 與本地 AI 模型。",[12,117,10,13,20,29],{"_path":352,"title":353,"description":354,"category":254,"tags":355},"\u002Farticles\u002Fvibe","Vibe 實測：最適合小白的跨平台離線 AI 語音轉文字工具，簡潔直覺一鍵搞定！","嫌 Whisper 命令行太難、其他工具設定太複雜？Vibe 是一款極簡、無痛上手的離線語音轉字幕工具。功能雖然精簡，但介面清爽、極易上手，是電腦小白與新手的最佳選擇！",[78,356,12,10],"Whisper",{"_path":358,"title":359,"description":360,"category":8,"tags":361},"\u002Farticles\u002Flottie","Text-To-Lottie 實測：用 AI Agent 本地生成與即時預覽 Lottie 動畫","本文介紹如何透過 Skia CanvasKit (Skottie) 搭配 React 與 shadcn\u002Fui 控制介面，讓本地 AI 代理直接編寫 lottie.json，並透過開發伺服器即時熱重載預覽動畫。",[117,29,10,55],{"_path":363,"title":364,"description":365,"category":8,"tags":366},"\u002Farticles\u002Fhermes-desktop","Nous Hermes Desktop 桌面版原生安裝與設定教學：跨平台 AI 助理與統一記憶體實測","Nous Research 旗下的 Hermes 智慧代理從終端機走向 GUI！本文帶您實測原生三平台桌面版，詳細拆解舊用戶一鍵搬遷步驟、API 供應商配置，以及如何串接 Telegram 與 Line 打造個人 AI 助理。",[117,29,10],{"_path":368,"title":369,"description":370,"category":254,"tags":371},"\u002Farticles\u002Fmineru","MinerU 實測：超強開源 PDF 與多格式文檔解析利器（macOS\u002FWindows\u002FLinux）","面臨複雜版面、掃描件或公式時，傳統 PDF 轉文字工具總是力不從心？開源框架 MinerU 結合佈局分析與視覺語言模型 (VLM)，能一鍵將 PDF、圖片及 Office 檔案轉換為精準的 Markdown、表格與 LaTeX 公式。本文實測線上 Web 版與本地 CLI\u002FAPI 部署流程。",[372,373,374,12,10],"PDF Parser","Markdown","OCR",{"_path":376,"title":377,"description":378,"category":10,"tags":379},"\u002Farticles\u002Fheadroom","Headroom 實測：AI Agent 的上下文壓縮層，節省高達 60–95% Token 成本","專為 AI Agent 設計的開源上下文優化工具 Headroom，整合多種壓縮演算法，支援本地逆向解壓 (CCR)，大幅降低 LLM 運算開銷並提升反應速度。",[10,380,13,381],"AI Agent","Context Optimization",{"_path":383,"title":384,"description":385,"category":53,"tags":386},"\u002Farticles\u002Ftegaki","Tegaki 手寫文字動畫庫安裝與實測：網頁手寫字動態特效輕鬆實現","想要在網頁中加入自然流暢的手寫字動畫嗎？Tegaki 是一個輕量且易用的 JavaScript 庫，能將任何字型轉換成手寫筆劃動畫。",[10,55,387,94],"Frontend",{"_path":389,"title":390,"description":391,"category":8,"tags":392},"\u002Farticles\u002Fccswitch2","CC Switch 延伸應用：手機遠端控制電腦與 Codex 增強模式實測","如何利用 CC Switch v3.16.1+ 獨家功能，在保留 Codex 官方行動端登入態與遠端操控能力的同時，將實際模型請求路由至 DeepSeek 等第三方 API？手把手帶你實現手機控制電腦的 AI Agent 體驗。",[117,30,31,393,13],"CC Switch",{"_path":395,"title":396,"description":397,"category":8,"tags":398},"\u002Farticles\u002Fccswitch","CC Switch 實測：自備 API Key 一鍵切換 AI CLI 模型的本機路由神器","在終端機使用 Claude Code 或 Codex 時，如何自由切換模型、自備 API Key 或使用 DeepSeek？本篇實測 CC Switch 路由工具，手把手教學如何代理 AI CLI 並進行花費與 MCP 管理。",[117,30,31,393,13],{"_path":400,"title":401,"description":402,"category":8,"tags":403},"\u002Farticles\u002Fremoverized","Removerized：離線可用的瀏覽器端 AI 去背與畫質增強工具","Removerized 讓你在瀏覽器中直接完成去背、放大與批次處理，資料不需上傳雲端，兼顧速度與隱私。",[117,37,12],{"_path":405,"title":406,"description":407,"category":8,"tags":408},"\u002Farticles\u002Fopen-design","Open Design 實測：用本地 CLI 快速做出作品集首頁","這次我把作品集首頁的大部分畫面交給 Open Design 處理。從選本地 Coding Agent、挑設計系統、輸入 brief，到生成設計稿與交付給 VS Code，整個流程比我預期順很多。",[409,96,55],"AI Design",{"_path":411,"title":412,"description":413,"category":254,"tags":414},"\u002Farticles\u002Fpot","Pot (派了個萌的翻譯器) 實測：最完美的跨平台劃詞翻譯與 OCR 工具","尋找一款流暢、不打斷工作流的翻譯工具？Pot 支援多譯文並行比對、精準的截圖 OCR 與豐富的翻譯\u002F大模型接口，是 macOS, Windows 與 Linux 用戶的極致效率利器。",[20,117,10],{"_path":416,"title":417,"description":418,"category":254,"tags":419},"\u002Farticles\u002Frtk","RTK 終端機 Token 殺手安裝與實測：省下 70% 以上 Claude Code 費用","RTK (Rust Token Killer) 是一個基於 Rust 的高效能 CLI 代理工具，能自動過濾與壓縮終端機輸出，為 AI 輔助開發節省 60-90% 的 Token 消耗。",[29,30,20,14],{"_path":421,"title":422,"description":423,"category":254,"tags":424},"\u002Farticles\u002Ffreedomain","Digiplat 免費 DNS 二級域名申請與 Cloudflare 解析配置教學","想將個人專案或測試網站部署上線，卻不想花錢購買網域？本文將教你如何使用 Digiplat 免費申請包含 .US.KG、.DPDNS.ORG 等多種後綴的免費二級域名。",[55],{"_path":426,"title":427,"description":428,"category":8,"tags":429},"\u002Farticles\u002Fmodly","Modly 本地端 AI 圖像轉 3D 網格生成工具安裝與實測","想將 2D 圖片快速轉換為高精度的 3D 模型，又不想付費或將隱私上傳雲端？Modly 讓你在本機 GPU 上直接進行 AI 3D 生成。",[117,95,10,12],{"_path":431,"title":432,"description":433,"category":53,"tags":434},"\u002Farticles\u002Fopenvid","OpenVid 瀏覽器免安裝產品 Demo 錄影與 3D 鏡頭後製工具教學","想要為你的產品錄製精美的演示影片？OpenVid 讓你直接在瀏覽器中套用 3D 鏡頭、縮放與精美背景，一鍵導出高質感的 Demo 影片。",[10,55,43],{"_path":436,"title":437,"description":438,"category":8,"tags":439},"\u002Farticles\u002Fomnivoice","OmniVoice Studio 本地端 AI 影音配音工具實測與 macOS 安裝避坑指南","最近測試了開源版 ElevenLabs + HeyGen：OmniVoice Studio。它支援 646 種語言、本地自動影片配音，且連 Mac mini 都跑得動！本文分享實測心得、macOS 隔離區排除教學，以及繁中\u002F簡中輸入產生的語音對比。",[117,78],{"_path":441,"title":442,"description":443,"category":23,"tags":444},"\u002Farticles\u002Fshannon","Shannon AI Pentest Agent 安裝與實測指南（macOS\u002FLinux）","我用 10 個 AI agents 打自己的網站，2 小時後交出完整資安報告。Shannon 比我想像的成熟。",[29,23,21],{"_path":446,"title":447,"description":448,"category":53,"tags":449},"\u002Farticles\u002Fpretext","Pretext 高效多行文字 Canvas 排版庫優化與防 DOM 重繪技術","想精準計算段落高度、做出更自由的文字排版，卻不想一直碰 getBoundingClientRect？Pretext 提供了一條很聰明的路。",[55,387,94],{"_path":451,"title":452,"description":453,"category":254,"tags":454},"\u002Farticles\u002Faltsendme","AltSendme 跨平台 P2P 極速檔案互傳工具免伺服器部署指南","不用雲端、不用註冊，Windows 與 macOS 直接對傳。",[117,22,20],{"_path":456,"title":457,"description":458,"category":53,"tags":459},"\u002Farticles\u002Fdeckgl","Deck.gl 大規模 3D 地理數據視覺化框架與 MapLibre 整合實戰","想要在網頁上渲染數以萬計的數據點，同時保持流暢的 3D 互動？Deck.gl 是處理地理空間資料視覺化的絕佳利器。",[95,55,249,94],{"_path":461,"title":462,"description":463,"category":254,"tags":464},"\u002Farticles\u002Fantigravity-manager","Antigravity Manager 管理工具安裝教學：多帳號與 Token 額度即時監控","如果你只在意兩件事：配額看得清楚、帳號切得快速，Antigravity Manager 其實就很值得裝。",[117,20,11],{"_path":466,"title":467,"description":468,"category":10,"tags":469},"\u002Farticles\u002Fvideolingo","VideoLingo 本地 AI 影片翻譯字幕與中文配音工具部署指南","我實測了 VideoLingo，從原始影片到中文字幕與中配影片都能自動化完成。這篇整理功能、實際效果和我建議的模型設定。",[10,43,78,117],{"_path":471,"title":472,"description":473,"category":254,"tags":474},"\u002Farticles\u002Farnis","Arnis 地理 GIS 數據轉換工具安裝與 Minecraft 3D 真實地圖生成實戰","如果你曾經想過把自己的家鄉、城市甚至整片地形直接生成到 Minecraft 裡，Arnis 真的很誇張。",[10,21],{"_path":476,"title":477,"description":478,"category":10,"tags":479},"\u002Farticles\u002Flog-lottery-tw","log-lottery 開源網頁抽獎系統自定義配置與尾牙活動實用部署","支援自訂名單、獎項、圖片、背景與音樂的開源抽獎工具。我也整理了繁體中文版本，部署後打開瀏覽器就能直接使用。",[10,55,387],{"_path":481,"title":482,"description":483,"category":8,"tags":484},"\u002Farticles\u002Fhermes-hyperframes-self-intro-video","Hermes Agent x HyperFrames 實戰：AI 助理自介影片自動生成指南","叫 Hermes 自己拍一支自我介紹影片。從文案發想、HTML 動畫編寫、到渲染輸出 MP4 全部自動化。HyperFrames 是什麼？為什麼比 Remotion 更適合 AI Agent？",[29,43,21],{"_path":486,"title":487,"description":488,"category":8,"tags":489},"\u002Farticles\u002Fhermes-deepseek-v4","DeepSeek V4 Pro x Hermes Agent 自動寫自我介紹評測與部署指南","我叫 Hermes 自己寫這篇。1M context、0.87 鎂\u002F百萬 token、跨平台部署、自主截圖寫文 git push。這篇文章由 AI 從研究到發布全部自己來。",[29,13,21],{"_path":491,"title":492,"description":493,"category":254,"tags":494},"\u002Farticles\u002Fbarkod","Barkod Studio 個性化條碼與發票載具圖樣生成器安裝與設計指南","全網頁版免安裝，高質感自訂樣式。結帳時拿出鯊魚或大便造型載具，絕對是全場焦點。",[55,387,94],{"_path":496,"title":497,"description":498,"category":254,"tags":499},"\u002Farticles\u002Fstacher","Stacher 萬能影音下載器安裝教學與 yt-dlp GUI 圖形化配置指南","告別繁瑣的指令，yt-dlp 最強圖形化介面，4K 影片、音樂下載一次搞定！",[117,43],{"_path":501,"title":502,"description":503,"category":254,"tags":504},"\u002Farticles\u002Fpetdex","Petdex 點陣圖桌面電子寵物安裝指南：讓開發環境更有趣","一行 npx 指令秒裝，完全免註冊登入，給工程師帶來滿滿的心靈祥和！",[117,11],{"_path":506,"title":507,"description":508,"category":53,"tags":509},"\u002Farticles\u002Fcobe","Cobe 輕量 WebGL 地球儀配置教學與 Vue 專案整合指南","想要在網頁上放一個酷炫的 3D 地球，但又不想載入沉重的 Three.js？COBE 是你的最佳選擇。",[95,55,387,94],{"_path":511,"title":512,"description":513,"category":10,"tags":514},"\u002Farticles\u002Fsupercmd","SuperCmd 開源 Mac 快捷啟動器安裝與自定義指令配置指南","整合 Raycast 擴充、語音輸入與 AI 助手，這款開源工具能成為你的新寵嗎？",[10,20],{"_path":516,"title":517,"description":518,"category":519,"tags":520},"\u002Farticles\u002Fopenstock","OpenStock 開源股票市場回測系統安裝與 AI 策略整合教學","OpenStock 是一個由社群驅動的開源股票平台，昂貴的市場的平替工具。","AI & Finance",[10,521,133],"FinTech",{"_path":523,"title":524,"description":525,"category":8,"tags":526},"\u002Farticles\u002Fworld-monitor","World Monitor 全球即時情報監控系統本地部署與 AI 分析流整合教學","這是一篇關於 World Monitor 的深度介紹。從本地端快速部署到整合 AI 分析，教你如何打造一個包含地緣政治、軍事、金融與基礎設施的即時監控平台。",[117,22,133],{"_path":528,"title":529,"description":530,"category":8,"tags":531},"\u002Farticles\u002Fpi-mono-coding-agent","Pi Coding Agent 輕量級終端機 AI 助手安裝與工作流實戰","如果你覺得市面上的 AI 開發工具太過笨重，或是強迫你改變習慣，那你一定要試試完全由你掌控的 Pi。",[29,11],{"_path":533,"title":534,"description":535,"category":8,"tags":536},"\u002Farticles\u002Fwarp-terminal-ux-revolution","Warp Terminal 新一代 IDE 級智慧終端機安裝與開發效率優化配置","從可視化補全、滑鼠編輯到 Blocks 區塊輸出，Warp 正在把傳統終端機那套難用又反直覺的體驗，整個翻新。",[11,20],{"_path":538,"title":539,"description":540,"category":8,"tags":541},"\u002Farticles\u002Fvoicebox-local-ai-voice-studio","Voicebox 本地端 AI 語音工作室安裝指南與核心配置教學","這是一篇針對開發者設計的 Voicebox 指南。從 macOS\u002FWindows 安裝到 Voice Cloning 實作，並教你如何透過 MCP 讓 AI Agent 開口說話。",[117,78,21],{"_path":543,"title":544,"description":545,"category":8,"tags":546},"\u002Farticles\u002Fnvidia-nim-free-api","NVIDIA NIM 免費 DeepSeek-V4-Pro API 申請與多框架整合指南","不綁信用卡、沒有試用期！教你如何透過 NVIDIA NIM 無痛串接剛上市的最強開源模型 DeepSeek-V4-Pro 與 Flash 版本。",[117,13],{"_path":548,"_dir":549,"_draft":550,"_partial":550,"_locale":551,"title":552,"description":553,"date":554,"updated":554,"category":555,"image":556,"author":557,"draft":550,"body":558,"_type":1019,"_id":1020,"_source":1021,"_file":1022,"_stem":1023,"_extension":1024},"\u002Fnews\u002F2026-10-22-ai-news-summary","news",false,"","自動 AI 新聞摘要：Anthropic 推出個人 AI 代理 Claude Duet、LiteLLM 爆發重大供應鏈攻擊、OpenAI 攜手 Google Cloud 與 NVIDIA 發表關聯式基底模型 Kumo Relational","10 月 22 日 AI 新聞摘要：Anthropic 發表主動式個人 AI 代理應用 Claude Duet、LiteLLM 1.107.0 遭黑客植入後門與憑證竊取器爆發供應鏈危機、OpenAI 前沿模型與 Codex 正式進駐 Google Cloud Vertex AI、NVIDIA 推出首個免微調超越監督學習的關聯式資料庫基底模型 Kumo Relational、Dharma AI 發表詞表特化技術 VocabX 削減 77% 推論成本，以及 Recursive 開源代碼 Agent 模型 Flint 與 MemT-1.0 記憶原生架構。","2026-10-22","News","\u002Fimages\u002Flogo.png","Codex 經由 Horizon 自動抓取新聞並自動編寫",{"type":559,"children":560,"toc":1007},"root",[561,569,575,581,586,591,596,610,616,630,643,711,716,727,733,738,743,748,759,765,770,775,788,799,805,810,815,839,844,855,861,866,871,876,896,902,907,943,954,959,964],{"type":562,"tag":563,"props":564,"children":566},"element","h2",{"id":565},"前言",[567],{"type":568,"value":565},"text",{"type":562,"tag":570,"props":571,"children":572},"p",{},[573],{"type":568,"value":574},"本文由 Horizon 抓取資料，再由 Codex 篩選與改寫；Horizon 只負責資料抓取。今日的技術焦點呈現出「Agent 交互範式從被動響應轉向主動代理」、「AI 軟體供應鏈安全面臨極限考驗」、「結構化與關聯式資料基底模型突破」、「特定領域小模型極致推論優化」以及「代碼 Agent 開源平民化」五大核心趨勢。從 Anthropic 正式推出能主動協調待辦並等待決策的 Claude Duet，到熱門大模型網關 LiteLLM 遭遇危險的 PyPI 惡意軟體植入，再到 NVIDIA 聯手學界推出直接預測數千億列資料庫的 Kumo Relational，人工智慧技術正從單純的聊天視窗全面深入日常生產力、底層安全與現代資料基礎架構。",{"type":562,"tag":563,"props":576,"children":578},{"id":577},"anthropic-推出個人-ai-代理應用-claude-duet搭載-opus-55從被動問答邁向主動排程與決策",[579],{"type":568,"value":580},"Anthropic 推出個人 AI 代理應用 Claude Duet：搭載 Opus 5.5，從「被動問答」邁向「主動排程與決策」",{"type":562,"tag":570,"props":582,"children":583},{},[584],{"type":568,"value":585},"Anthropic 正式發表了全新個人 AI 代理應用 Claude Duet（進入 Research Preview 階段，首波開放給美國地區的 Pro 與 Max 訂閱用戶）。與以往需要使用者主動發起對話的傳統聊天機器人截然不同，Claude Duet 代表了一種「主動式代理（Proactive Agent）」的全新範式。",{"type":562,"tag":570,"props":587,"children":588},{},[589],{"type":568,"value":590},"Claude Duet 由 Anthropic 頂級推理旗艦模型 Claude Opus 5.5 驅動，其核心設計哲學在於「自主推進任務，但在關鍵決策時主動等待使用者核准（waits for your ok when it matters）」。Duet 在每天早晨會主動為使用者梳理「晨間簡報（Morning Brief）」，整合行事曆、收件匣、團隊招聘進度與重大商務合約紅線標註（Redline），並在背景自主推進各項工作（例如協調會議時間、草擬退款方案、填寫政府法規許可表格或重建商業簡報）。當遇到需要資金支付（如衛生許可費扣款）或關鍵合約條款修改時，它會主動發起通知並附帶結構化審批按鈕，讓人類用戶在維持最終控制權的同時獲得極致的減負。",{"type":562,"tag":570,"props":592,"children":593},{},[594],{"type":568,"value":595},"此外，Claude Duet 深度整合了超過 6,000 種連接器（Connectors）與外掛插件（Plugins），並在單一統一的會話線程中完整繼承了使用者在 Claude App 中沉澱的長期記憶（Memory）、自定義自訂技能（Skills）與第三方工作應用，象徵著個人 AI 助手正式走向常駐背景、主動監控與跨工具自主協調的成熟期。",{"type":562,"tag":570,"props":597,"children":598},{},[599,601],{"type":568,"value":600},"來源：",{"type":562,"tag":602,"props":603,"children":607},"a",{"href":604,"rel":605},"https:\u002F\u002Fclaude.com\u002Fproduct\u002Fclaude-duet",[606],"nofollow",[608],{"type":568,"value":609},"Claude Duet | Your personal AI assistant",{"type":562,"tag":563,"props":611,"children":613},{"id":612},"litellm-爆發重大供應鏈攻擊pypi-11070-遭植入後門與全域憑證竊取器",[614],{"type":568,"value":615},"LiteLLM 爆發重大供應鏈攻擊：PyPI 1.107.0 遭植入後門與全域憑證竊取器",{"type":562,"tag":570,"props":617,"children":618},{},[619,621,628],{"type":568,"value":620},"在開源 AI 基礎設施領域，被數萬名開發者與企業廣泛用於統一調用數十家大模型 API 的開源專案 LiteLLM 遭遇了嚴重的軟體供應鏈攻擊。安全監控機構 SafeDep 發布緊急報告指出，上傳至 PyPI 的 ",{"type":562,"tag":622,"props":623,"children":625},"code",{"className":624},[],[626],{"type":568,"value":627},"litellm==1.107.0",{"type":568,"value":629}," 版本所包含的全部 7 個 Wheel 二進位包（覆蓋 Linux、macOS 與 Windows）均被植入了高危的憑證竊取木馬與遠端代碼執行（RCE）後門。",{"type":562,"tag":570,"props":631,"children":632},{},[633,635,641],{"type":568,"value":634},"技術分析顯示，攻擊者利用 Maturin 構建配置中的 ",{"type":562,"tag":622,"props":636,"children":638},{"className":637},[],[639],{"type":568,"value":640},"data = \"cook\"",{"type":568,"value":642}," 注入技術，將惡意文件打包進 Wheel 的 purelib 目錄中，並藉由 Python 啟動機制觸發攻擊。安裝該惡意版本後，系統中將被寫入三個關鍵檔案：",{"type":562,"tag":644,"props":645,"children":646},"ol",{},[647,683,700],{"type":562,"tag":648,"props":649,"children":650},"li",{},[651,657,659,665,667,673,675,681],{"type":562,"tag":622,"props":652,"children":654},{"className":653},[],[655],{"type":568,"value":656},"cook.pth",{"type":568,"value":658},"：利用 Python 的 ",{"type":562,"tag":622,"props":660,"children":662},{"className":661},[],[663],{"type":568,"value":664},".pth",{"type":568,"value":666}," 機制，在主機啟動任何 Python 行程時（即便該腳本完全沒有 ",{"type":562,"tag":622,"props":668,"children":670},{"className":669},[],[671],{"type":568,"value":672},"import litellm",{"type":568,"value":674},"），強制自動加載並執行 ",{"type":562,"tag":622,"props":676,"children":678},{"className":677},[],[679],{"type":568,"value":680},"cook.py",{"type":568,"value":682},"。",{"type":562,"tag":648,"props":684,"children":685},{},[686,691,693,699],{"type":562,"tag":622,"props":687,"children":689},{"className":688},[],[690],{"type":568,"value":680},{"type":568,"value":692},"：這是一個高度隱蔽的憑證竊取程式，會主動掃描並收集宿主機上的 SSH 私鑰、AWS\u002FGCP 雲端憑證、CI\u002FCD 機密環境變數、常見瀏覽器儲存的密碼，以及開發者在 LiteLLM Proxy 資料庫中配置的各大 LLM 供應商 API Key，並將其加密外傳至攻擊者伺服器 ",{"type":562,"tag":622,"props":694,"children":696},{"className":695},[],[697],{"type":568,"value":698},"www.litellm[.]dev",{"type":568,"value":682},{"type":562,"tag":648,"props":701,"children":702},{},[703,709],{"type":562,"tag":622,"props":704,"children":706},{"className":705},[],[707],{"type":568,"value":708},"sitecustomize.py",{"type":568,"value":710},"：常駐背景守護行程，每小時定期從 GitHub 遠端文件獲取 C2 伺服器地址，重複執行竊取程式並支援下載執行任意遠端惡意腳本。",{"type":562,"tag":570,"props":712,"children":713},{},[714],{"type":568,"value":715},"SafeDep 指出，LiteLLM 官方 GitHub 原始碼倉庫並未包含這段惡意代碼，顯示攻擊者可能是入侵了發布管線或竊取了維護者的 PyPI 發布憑證。目前 PyPI 官方已緊急下線 1.107.0 版本，社群強烈建議所有使用 LiteLLM 的開發者與運維團隊立即檢查環境，若曾安裝 1.107.0 應視為主機已被完全入侵，需立即撤銷輪換所有 API Key、SSH 金鑰及雲端憑證。",{"type":562,"tag":570,"props":717,"children":718},{},[719,720],{"type":568,"value":600},{"type":562,"tag":602,"props":721,"children":724},{"href":722,"rel":723},"https:\u002F\u002Fsafedep.io\u002Flitellm-pypi-compromise-credential-stealer-backdoor\u002F",[606],[725],{"type":568,"value":726},"Compromised LiteLLM 1.107.0 on PyPI Installs a Credential Stealer and Backdoor",{"type":562,"tag":563,"props":728,"children":730},{"id":729},"openai-前沿模型與-codex-正式進駐-google-cloud雲端生態競合迎來多雲新格局",[731],{"type":568,"value":732},"OpenAI 前沿模型與 Codex 正式進駐 Google Cloud：雲端生態競合迎來多雲新格局",{"type":562,"tag":570,"props":734,"children":735},{},[736],{"type":568,"value":737},"OpenAI 與 Google Cloud 聯合宣布達成歷史性合作：OpenAI 的全系列前沿模型與 Codex 自動編程工作流將正式登陸 Google Cloud Vertex AI 的 Model Garden，並直接上架 Google Cloud Marketplace。",{"type":562,"tag":570,"props":739,"children":740},{},[741],{"type":568,"value":742},"這項合作對企業雲端市場產生了深遠影響。依據合作條款，已與 Google Cloud 簽署大額消費承諾（Spend Commitments）的企業客戶，未來可以直接使用其 GCP 預付承諾額度來折抵 OpenAI 模型的推論消費。儘管聲明底部依然強調「微軟仍為 OpenAI 的主要雲端合作夥伴」，但 OpenAI 登陸 GCP 標誌著其正式走向多雲分發模式，打破了過去微軟 Azure 在 OpenAI 商業模型託管上的獨家護城河。",{"type":562,"tag":570,"props":744,"children":745},{},[746],{"type":568,"value":747},"隨著 Anthropic 早已全面橫跨 AWS Bedrock、Google Cloud Vertex AI 與 Azure AI Foundry，OpenAI 將其最強的推論能力與 Codex 代理流程推向 Google Cloud，反映出前沿 AI 實驗室正在加速「經銷通路化」——擺脫對單一雲端巨頭的基礎設施依賴，全面迎合跨雲、混合雲部署的頂級企業需求。",{"type":562,"tag":570,"props":749,"children":750},{},[751,752],{"type":568,"value":600},{"type":562,"tag":602,"props":753,"children":756},{"href":754,"rel":755},"https:\u002F\u002Fopenai.com\u002Findex\u002Fopenai-models-google-cloud\u002F",[606],[757],{"type":568,"value":758},"OpenAI models are coming to Google Cloud",{"type":562,"tag":563,"props":760,"children":762},{"id":761},"nvidia-聯手史丹佛發表-kumo-relational首個超越傳統機器學習的關聯式資料庫基底模型",[763],{"type":568,"value":764},"NVIDIA 聯手史丹佛發表 Kumo Relational：首個超越傳統機器學習的關聯式資料庫基底模型",{"type":562,"tag":570,"props":766,"children":767},{},[768],{"type":568,"value":769},"傳統大型語言模型與視覺基底模型已經徹底顛覆了非結構化資料的處理模式，然而支撐現代商業運轉的核心命脈——關聯式資料庫（RDBMS），其預測分析長久以來仍高度仰賴繁重的特徵工程、表格打平（Table Flattening）以及針對每個單一任務個別訓練的 XGBoost 或 LightGBM 管線。",{"type":562,"tag":570,"props":771,"children":772},{},[773],{"type":568,"value":774},"NVIDIA 聯手史丹佛大學 Jure Leskovec 教授及 Matthias Fey 團隊，正式發表了突破性的關聯式基底模型（Relational Foundation Model）——Kumo Relational。該模型能直接連接企業關聯式資料庫，忠實保留原始資料表、外鍵關係（Foreign Keys）與時間戳歷史，無需手動特徵工程，也無需將複雜的多對多關聯拍扁為單一寬表。",{"type":562,"tag":570,"props":776,"children":777},{},[778,780,786],{"type":568,"value":779},"Kumo Relational 採用預測查詢語言（Predictive Query Language, PQL），能夠在單次前向傳播（Single Forward Pass）中，將最多 10,000 筆歷史交易或互動事件作為上下文輸入，透過情境學習（In-Context Learning）即時預測使用者流失、商品需求波動或欺詐風險。在涵蓋 15 個真實資料庫、41 項任務的權威基準 RelBench V1 上，Kumo Relational 在完全不進行微調的情況下，其分類 AUROC 較資深工程師精心調優的梯度提升樹（GBDT）高出近 4 個百分點；在 SAP SALT 企業基準測試中，其零樣本表現更是超越了 AutoGluon 集成模型達 8% MRR。該模型具備橫跨 5,000 億列資料的擴展能力，已透過開源 GPU 原生庫 ",{"type":562,"tag":622,"props":781,"children":783},{"className":782},[],[784],{"type":568,"value":785},"structured-data-models",{"type":568,"value":787}," 與 NVIDIA NIM 微服務向全球開發者公開。",{"type":562,"tag":570,"props":789,"children":790},{},[791,792],{"type":568,"value":600},{"type":562,"tag":602,"props":793,"children":796},{"href":794,"rel":795},"https:\u002F\u002Fhuggingface.co\u002Fblog\u002Fnvidia\u002Fkumo-relational",[606],[797],{"type":568,"value":798},"NVIDIA Kumo Relational Outperforms Supervised Machine Learning on Relational Data, No Training Required",{"type":562,"tag":563,"props":800,"children":802},{"id":801},"dharma-ai-提出-vocabx-詞表特化技術直擊小語言模型slm生成瓶頸推論成本驟降-77",[803],{"type":568,"value":804},"Dharma AI 提出 VocabX 詞表特化技術：直擊小語言模型（SLM）生成瓶頸，推論成本驟降 77%",{"type":562,"tag":570,"props":806,"children":807},{},[808],{"type":568,"value":809},"在端側與專用領域大模型部署中，以 Qwen 或 Gemma 等通用開源基座進行微調（Fine-tuning）已是標準做法。然而，Dharma AI 的研究團隊在最新論文中揭示了一個長期被忽視的「大胃王」成本漏洞：通用分詞器（Tokenizer）。",{"type":562,"tag":570,"props":811,"children":812},{},[813],{"type":568,"value":814},"通用分詞器的詞表通常超過 15 萬項（如 Qwen3 的 151,669 個詞項），是為了兼顧程式碼、合約、中文、日語等多語言多領域而設計。當將 4B 級別的小語言模型（SLM）專門部署在特定業務時（例如葡萄牙語作文評分系統），通用詞表會造成雙重浪費：",{"type":562,"tag":644,"props":816,"children":817},{},[818,829],{"type":562,"tag":648,"props":819,"children":820},{},[821,827],{"type":562,"tag":822,"props":823,"children":824},"strong",{},[825],{"type":568,"value":826},"結構碎片化",{"type":568,"value":828},"：業務高頻出現的 JSON 格式鍵名、評分維度樣板語句被硬生生切碎成多個 Token，導致模型需要為重複的固定結構付出大量不必要的解碼步數。",{"type":562,"tag":648,"props":830,"children":831},{},[832,837],{"type":562,"tag":822,"props":833,"children":834},{},[835],{"type":568,"value":836},"計算冗餘",{"type":568,"value":838},"：在每一步解碼生成時，GPU 必須對 15 萬個候選 Token 的 Logits 進行全量矩陣乘法，而其中 90% 以上的詞項在該領域永遠不會被取用，白白浪費龐大的記憶體頻寬與算力。",{"type":562,"tag":570,"props":840,"children":841},{},[842],{"type":568,"value":843},"Dharma AI 提出的 VocabX 技術打破了「基座詞表不可變動」的慣例，不依賴傳統語料頻率，而是基於各 Token 在生成解碼階段的實際邊際運算成本重新特化詞表。在維持原有基座模型權重結構與訓練配方的前提下，VocabX 成功將生產環境評分系統的實測推論成本大幅壓低了 77%，為中小模型在工業化落地中的極致降本提供了全新思路。",{"type":562,"tag":570,"props":845,"children":846},{},[847,848],{"type":568,"value":600},{"type":562,"tag":602,"props":849,"children":852},{"href":850,"rel":851},"https:\u002F\u002Fhuggingface.co\u002Fblog\u002FDharma-AI\u002Fvocabx-vocabulary-specialization",[606],[853],{"type":568,"value":854},"How Specializing the Vocabulary of SLMs Can Cut Inference Cost by 77% in Real Applications",{"type":562,"tag":563,"props":856,"children":858},{"id":857},"recursive-開源代碼代理模型-flint40b-25b-active與-memt-10-記憶原生架構",[859],{"type":568,"value":860},"Recursive 開源代碼代理模型 Flint（40B \u002F 2.5B Active）與 MemT-1.0 記憶原生架構",{"type":562,"tag":570,"props":862,"children":863},{},[864],{"type":568,"value":865},"在開源社群方面，今日在代碼代理（Coding Agent）架構與長期記憶體系迎來雙重突破：Recursive 釋出了開源編程代理模型 Flint，同時學界提出了原生記憶基底模型架構 MemT-1.0。",{"type":562,"tag":570,"props":867,"children":868},{},[869],{"type":568,"value":870},"Recursive Flint 是一款專為自主編程與終端機操作量身定制的稀疏混合專家模型（Sparse MoE）。其總參數量為 40B，而在推論時動態啟動的參數量僅為 2.5B。該模型採用了 3:1 的滑動窗口注意力（SWA）與全注意力混合架構，支援高達 262k 的超長上下文窗口。基準測試表明，Flint 在 TerminalBench 2.1 與 SWE-bench Pro v2 兩項極度考驗代理調用命令列工具與複雜代碼修復的評測中，全面壓制了過往在消費級顯卡上備受青睞的 Qwen3.6-35B-A3B，讓普通開發者即使僅持有單張消費級顯卡（如 RTX 3090\u002F4090），也能流暢驅動媲美商用方案的本地代碼代理。",{"type":562,"tag":570,"props":872,"children":873},{},[874],{"type":568,"value":875},"與此同時，針對 Agent 在長對話中面臨的 KV Cache 膨脹與記憶遺忘問題，論文提出了 MemT-1.0（Towards Memory-Native Evolution）架構。MemT-1.0 基於 Gated DeltaNet-2 引入穩定的輪內 Token 級記憶更新機制，並採用 Mixture-of-Storage 擴展原生記憶容量，將記憶真正內化為模型固有計算的一部分。在 128k 歷史長度下，MemT-1.0-Nano 相比全上下文 KV Cache 實現了 1.86 倍的推論加速，並將持久存儲空間縮減了整整 66 倍，為長生命週期的自治代理奠定了堅實的記憶基底。",{"type":562,"tag":570,"props":877,"children":878},{},[879,880,887,889],{"type":568,"value":600},{"type":562,"tag":602,"props":881,"children":884},{"href":882,"rel":883},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FLocalLLaMA\u002Fcomments\u002F1xc23iq\u002Frecursive_flint_the_qwen38_35b_weve_all_been\u002F",[606],[885],{"type":568,"value":886},"Reddit LocalLLaMA: Recursive Flint - the \"Qwen3.8 35B\" we've all been waiting for?",{"type":568,"value":888}," \u002F ",{"type":562,"tag":602,"props":890,"children":893},{"href":891,"rel":892},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.26825",[606],[894],{"type":568,"value":895},"[Paper] MemT-1.0: Towards Memory-Native Evolution",{"type":562,"tag":563,"props":897,"children":899},{"id":898},"ibm-推出-granite-speech-50-系列全面升級多語言語音辨識邊緣極速轉錄與發言人歸屬",[900],{"type":568,"value":901},"IBM 推出 Granite Speech 5.0 系列：全面升級多語言語音辨識、邊緣極速轉錄與發言人歸屬",{"type":562,"tag":570,"props":903,"children":904},{},[905],{"type":568,"value":906},"IBM 正式在 Hugging Face 開源了其新一代企業級語音技術矩陣 Granite Speech 5.0，包含一個全新的 2B 語音語言模型與兩款經過重大重構的高效模型，完整覆蓋從高精度轉錄到邊緣端即時聽寫的全光譜需求：",{"type":562,"tag":644,"props":908,"children":909},{},[910,921,932],{"type":562,"tag":648,"props":911,"children":912},{},[913,919],{"type":562,"tag":622,"props":914,"children":916},{"className":915},[],[917],{"type":568,"value":918},"granite-speech-5.0-2b",{"type":568,"value":920},"：旗艦語音語言模型，在強雜訊與高混響環境下的自動語音識別（ASR）精度大幅提升，支援語言 ID 提示引導、多達 2,000 個專業詞彙的關鍵詞偏置（Keyword Biasing），並強化了長音頻的跨語言翻譯能力。",{"type":562,"tag":648,"props":922,"children":923},{},[924,930],{"type":562,"tag":622,"props":925,"children":927},{"className":926},[],[928],{"type":568,"value":929},"granite-speech-5.0-470m-turboctc",{"type":568,"value":931},"：更新後的非自回歸 CTC 邊緣模型，原生支援多語言轉錄，具備原生標點符號與大小寫自動恢復能力，為智慧終端提供近乎零延遲的聽寫服務。",{"type":562,"tag":648,"props":933,"children":934},{},[935,941],{"type":562,"tag":622,"props":936,"children":938},{"className":937},[],[939],{"type":568,"value":940},"granite-speech-4.1-2b-plus",{"type":568,"value":942},"：專精於「誰在何時說了什麼」的說話人分離與歸屬（Diarization & Attribution）增強模型，特別適用於會議記錄、法務錄音與客服電話復盤。",{"type":562,"tag":570,"props":944,"children":945},{},[946,947],{"type":568,"value":600},{"type":562,"tag":602,"props":948,"children":951},{"href":949,"rel":950},"https:\u002F\u002Fhuggingface.co\u002Fblog\u002Fibm-granite\u002Fgranite-speech-5",[606],[952],{"type":568,"value":953},"Granite Speech 5.0: Transcribe, Translate, and Attribute more Accurately and Faster",{"type":562,"tag":563,"props":955,"children":957},{"id":956},"今日觀察",[958],{"type":568,"value":956},{"type":562,"tag":570,"props":960,"children":961},{},[962],{"type":568,"value":963},"透視今日的 AI 技術進展，產業正處於從「模型智慧單點突破」向「系統端到端落地」的關鍵轉折點：",{"type":562,"tag":644,"props":965,"children":966},{},[967,977,987,997],{"type":562,"tag":648,"props":968,"children":969},{},[970,975],{"type":562,"tag":822,"props":971,"children":972},{},[973],{"type":568,"value":974},"代理體驗從「響應式」跨入「主動式」",{"type":568,"value":976},"：Claude Duet 的推出標誌著 AI Assistant 的定位發生本質躍遷。使用者不再需要事事發號施令，AI 開始在背景默默巡檢、排程預審，並在關鍵節點主動向人類尋求「OK」授權，人機協作正式走向高槓桿的委託信任模式。",{"type":562,"tag":648,"props":978,"children":979},{},[980,985],{"type":562,"tag":822,"props":981,"children":982},{},[983],{"type":568,"value":984},"AI 工具鏈的供應鏈安全敲響警鐘",{"type":568,"value":986},"：LiteLLM 遭遇的 PyPI 惡意包劫持暴露了現代 AI 開發架構中最脆弱的一環。當眾多企業紛紛依賴開源網關與代理外掛串接大模型時，一旦上游打包環境或分發管道遭黑客滲透，全域 API Key 與機密將面臨集體外洩風險，AI 領域的 DevSecOps 與套件完整性校驗迫在眉睫。",{"type":562,"tag":648,"props":988,"children":989},{},[990,995],{"type":562,"tag":822,"props":991,"children":992},{},[993],{"type":568,"value":994},"結構化資料的「基底模型化」浪潮來臨",{"type":568,"value":996},"：NVIDIA Kumo Relational 證明了預訓練基底模型不只能處理自然語言與圖像，更能以零訓練、情境學習的方式直接征服企業關聯式資料庫，宣告了手動特徵工程與繁複 GBDT 管線重構的時代正式拉開序幕。",{"type":562,"tag":648,"props":998,"children":999},{},[1000,1005],{"type":562,"tag":822,"props":1001,"children":1002},{},[1003],{"type":568,"value":1004},"推論優化走向極致微觀化",{"type":568,"value":1006},"：Dharma AI 的 VocabX 證明了即便是成熟開源模型，只要重構分詞詞表以消除無效候選與結構碎片，就能榨取出高達 77% 的推論成本降幅；搭配 Recursive Flint 與 MemT-1.0 等開源端側創新，大模型推論正在朝著算力平民化與硬體極限利用率方向全速狂飆。",{"title":551,"searchDepth":1008,"depth":1008,"links":1009},2,[1010,1011,1012,1013,1014,1015,1016,1017,1018],{"id":565,"depth":1008,"text":565},{"id":577,"depth":1008,"text":580},{"id":612,"depth":1008,"text":615},{"id":729,"depth":1008,"text":732},{"id":761,"depth":1008,"text":764},{"id":801,"depth":1008,"text":804},{"id":857,"depth":1008,"text":860},{"id":898,"depth":1008,"text":901},{"id":956,"depth":1008,"text":956},"markdown","content:news:2026-10-22-ai-news-summary.md","content","news\u002F2026-10-22-ai-news-summary.md","news\u002F2026-10-22-ai-news-summary","md",[1026,1029,1032,1035,1038,1041,1044,1045,1048,1051,1054,1057,1060,1063,1066,1069,1072,1075,1078,1081,1084,1087,1090,1093,1096,1099,1102,1105,1108,1111,1114,1117,1120,1123,1126,1129,1132,1135,1138,1141,1144,1147,1150,1153,1156,1159,1162,1165,1168,1171,1174,1177,1180,1183,1186,1189,1192,1195,1198,1201,1204,1207,1210,1213,1216,1219,1222,1225,1228,1231,1234,1237,1240,1243,1246,1249,1252,1255,1258,1261,1264,1267,1270,1273,1276,1279,1282,1285,1288,1291,1294,1297,1300,1303,1306,1309,1312,1315,1318,1321,1324,1327,1330,1333,1336,1339,1342,1345,1348,1351,1354,1357,1360,1363,1366,1369],{"_path":1027,"title":1028},"\u002Fnews\u002F2026-10-28-ai-news-summary","自動 AI 新聞摘要：Genie 4 世界模擬登場、LFM3 端側多模態、GitHub Copilot 支援 S2S 認證與 Anthropic Agent 解耦架構",{"_path":1030,"title":1031},"\u002Fnews\u002F2026-10-27-ai-news-summary","自動 AI 新聞摘要：GPT-6.1 Terra 登場、Anthropic 提交 S-1、開源模型行為調查與 vLLM 工具調校",{"_path":1033,"title":1034},"\u002Fnews\u002F2026-10-26-ai-news-summary","自動 AI 新聞摘要：Nanbeige 釋出 512K 開源教師模型 Nanbeige4.3-33B、memt-1.0 以 Gated DeltaNet-2 縮小 Agent 記憶體 66 倍、Cerebras 部署晶圓級兆級參數模型、自託管 AI Agent 本機盲測對決",{"_path":1036,"title":1037},"\u002Fnews\u002F2026-10-25-ai-news-summary","自動 AI 新聞摘要：ISTA 釋出 DeepSeek-V4.1-Flash 極致量化 GGUF、GPU-Unlock 解鎖 RTX 30\u002F40 限制使 LLM 算力翻倍、Meta 發表位元級無分詞模型研究、ANEMLL 實現 Apple 晶片 192K 長上下文",{"_path":1039,"title":1040},"\u002Fnews\u002F2026-10-24-ai-news-summary","自動 AI 新聞摘要：Moonshot 發布直逼 Opus 5.5 的 Kimi K3.1 Pro 預告開源、Block 發表純端側全雙工語音 Dessa、OpenAI 揭秘十億用戶存儲 Habitat 與訓練隔離安全架構、NVIDIA 開源 Nemotron-3.5-Bolt 端側小模型",{"_path":1042,"title":1043},"\u002Fnews\u002F2026-10-23-ai-news-summary","自動 AI 新聞摘要：OpenAI 以 GPT-5.6 Sol 聯手揭露波及 70% 網站的 PHP2Shell 零日漏洞、全新 Decisions API 登場、NVIDIA 開源 OpenShell 沙箱，以及 Anthropic 捐贈 Agent Skills 規範",{"_path":548,"title":552},{"_path":1046,"title":1047},"\u002Fnews\u002F2026-10-21-ai-news-summary","自動 AI 新聞摘要：DeepSeek 開源 DeepInfer、Mistral 發表 Voxtral 3 與 Cloudflare 推出 Rust 版 TypeScript tsrs",{"_path":1049,"title":1050},"\u002Fnews\u002F2026-10-20-ai-news-summary","自動 AI 新聞摘要：Mistral 時序模型 Timestral、MiniMax M3.1 Flash 與跨平台壓縮 Taco",{"_path":1052,"title":1053},"\u002Fnews\u002F2026-10-19-ai-news-summary","自動 AI 新聞摘要：隱空間推理 Agent、DeepSeek 搜尋 API 與防範記憶污染",{"_path":1055,"title":1056},"\u002Fnews\u002F2026-10-18-ai-news-summary","自動 AI 新聞摘要：DeepSeek 新版提速、Agent 極速層級與本機開發安全",{"_path":1058,"title":1059},"\u002Fnews\u002F2026-10-17-ai-news-summary","自動 AI 新聞摘要：Claude Code 揭秘內部持續式代碼審查架構、Reflection 開源 501B MoE 模型 Beam、擴散語言模型 ORL 飆出每秒 2788 Token，以及密碼學 25 年種子謎題破解",{"_path":1061,"title":1062},"\u002Fnews\u002F2026-10-16-ai-news-summary","自動 AI 新聞摘要：GitHub 上線 Agentic Autofix 與 PR AI 掃描、Meta 開源百萬 Token 多模態架構 Muse Spark、Goodfire 提出可解釋性新假說，以及 Modal 估值達 160 億美元",{"_path":1064,"title":1065},"\u002Fnews\u002F2026-10-15-ai-news-summary","自動 AI 新聞摘要：OpenCode 2.0 重構登場、OpenAI 與 Anthropic SDK 升級 Computer Use 與 OTel 追蹤、Timescale 開源低 RAM 向量索引 pg_vectorsearch，以及萬級 Agent 長程協同實踐",{"_path":1067,"title":1068},"\u002Fnews\u002F2026-10-14-ai-news-summary","自動 AI 新聞摘要：Google 發布旗艦 Gemini 4 Argon、Anthropic 告別 Git 打造 Scion、Meta Muse Wonder 躋身第一梯隊，以及 Liquid AI 端側 MoE 推理突破",{"_path":1070,"title":1071},"\u002Fnews\u002F2026-10-13-ai-news-summary","自動 AI 新聞摘要：Anthropic 動態工作流編排 Claude Agent、Qwen 釋出 QwenGyre 長程 RL 框架，以及 Decision 3.0 多模態決策模型突破",{"_path":1073,"title":1074},"\u002Fnews\u002F2026-10-12-ai-news-summary","自動 AI 新聞摘要：5000 億 Token 逆向工程實戰、Karpathy 談能力認知斷層，以及決策模型與可解釋性突破",{"_path":1076,"title":1077},"\u002Fnews\u002F2026-10-11-ai-news-summary","自動 AI 新聞摘要：TypeSafe 三週估值衝 75 億、Copilot 深度整合 MCP，以及本機推論極速突破",{"_path":1079,"title":1080},"\u002Fnews\u002F2026-10-10-ai-news-summary","自動 AI 新聞摘要：MXC 沙盒安全防護、決策模型浪潮與端點 GPU 加速",{"_path":1082,"title":1083},"\u002Fnews\u002F2026-10-09-ai-news-summary","自動 AI 新聞摘要：PR 治理、端點小模型與形式化驗證邊界",{"_path":1085,"title":1086},"\u002Fnews\u002F2026-09-19-ai-news-summary","自動 AI 新聞摘要：Agent 開發規範、SDK 與最小權限",{"_path":1088,"title":1089},"\u002Fnews\u002F2026-09-18-ai-news-summary","自動 AI 新聞摘要：法律工作流、Agent 指標與執行保護",{"_path":1091,"title":1092},"\u002Fnews\u002F2026-09-17-ai-news-summary","自動 AI 新聞摘要：Agent 治理、AI 瀏覽與工程控制",{"_path":1094,"title":1095},"\u002Fnews\u002F2026-09-14-ai-news-summary","自動 AI 新聞摘要：Agent 治理、開放權重與開發環境安全",{"_path":1097,"title":1098},"\u002Fnews\u002F2026-09-13-ai-news-summary","自動 AI 新聞摘要：基礎設施、可交付 Agent 與安全邊界",{"_path":1100,"title":1101},"\u002Fnews\u002F2026-09-12-ai-news-summary","自動 AI 新聞摘要：Agent 端到端工作、測試證據與可觀測性",{"_path":1103,"title":1104},"\u002Fnews\u002F2026-09-11-ai-news-summary","自動 AI 新聞摘要：Agent 平台、即時語音與工具權限",{"_path":1106,"title":1107},"\u002Fnews\u002F2026-09-10-ai-news-summary","自動 AI 新聞摘要：企業 Agent 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更新與 Agent 工具",{"_path":1136,"title":1137},"\u002Fnews\u002F2026-08-31-ai-news-summary","自動 AI 新聞摘要：ChatGPT Work、Agent 研究與持續評測",{"_path":1139,"title":1140},"\u002Fnews\u002F2026-08-30-ai-news-summary","自動 AI 新聞摘要：Hy4、Copilot 與 RAG 存取控制",{"_path":1142,"title":1143},"\u002Fnews\u002F2026-08-29-ai-news-summary","自動 AI 新聞摘要：開放權重、Copilot 治理與漏洞披露",{"_path":1145,"title":1146},"\u002Fnews\u002F2026-08-28-ai-news-summary","自動 AI 新聞摘要：Agent Code Review、SDK 與安全邊界",{"_path":1148,"title":1149},"\u002Fnews\u002F2026-08-27-ai-news-summary","自動 AI 新聞摘要：Flash 模型、SDK 更新與 Agent 治理",{"_path":1151,"title":1152},"\u002Fnews\u002F2026-08-26-ai-news-summary","自動 AI 新聞摘要：推論晶片、Codex 管理與 Copilot 自訂",{"_path":1154,"title":1155},"\u002Fnews\u002F2026-08-25-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、SDK 相容與本機 AI 追蹤",{"_path":1157,"title":1158},"\u002Fnews\u002F2026-08-24-ai-news-summary","自動 AI 新聞摘要：Agent 驗證、跨區推論與成本競爭",{"_path":1160,"title":1161},"\u002Fnews\u002F2026-08-23-ai-news-summary","自動 AI 新聞摘要：MCP 路線圖、LLM CLI 與 Agent 驗證",{"_path":1163,"title":1164},"\u002Fnews\u002F2026-08-22-ai-news-summary","自動 AI 新聞摘要：Agent 協作、即時語音與多模態 API",{"_path":1166,"title":1167},"\u002Fnews\u002F2026-08-21-ai-news-summary","自動 AI 新聞摘要：SDK 1.0、搜尋行為與 AI 開發環境",{"_path":1169,"title":1170},"\u002Fnews\u002F2026-08-20-ai-news-summary","自動 AI 新聞摘要：隱私、Sandbox 與程式碼驗證",{"_path":1172,"title":1173},"\u002Fnews\u002F2026-08-19-ai-news-summary","自動 AI 新聞摘要：資料駐留、企業治理與 AI 開發工具",{"_path":1175,"title":1176},"\u002Fnews\u002F2026-08-18-ai-news-summary","自動 AI 新聞摘要：SDK 串流、程式碼驗證與基礎設施效率",{"_path":1178,"title":1179},"\u002Fnews\u002F2026-08-17-ai-news-summary","自動 AI 新聞摘要：本機模型設定、瀏覽器工具與 AI API 市場",{"_path":1181,"title":1182},"\u002Fnews\u002F2026-08-16-ai-news-summary","自動 AI 新聞摘要：模型選擇、串流介面與 Agent 工具鏈",{"_path":1184,"title":1185},"\u002Fnews\u002F2026-08-15-ai-news-summary","自動 AI 新聞摘要：開放模型、私密 AI 與 Agent 工作流",{"_path":1187,"title":1188},"\u002Fnews\u002F2026-08-14-ai-news-summary","自動 AI 新聞摘要：高速推論、Agent 可追溯性與研究重現",{"_path":1190,"title":1191},"\u002Fnews\u002F2026-08-13-ai-news-summary","自動 AI 新聞摘要：Agent Plugin、邊緣視覺與 SDK 遷移",{"_path":1193,"title":1194},"\u002Fnews\u002F2026-08-12-ai-news-summary","自動 AI 新聞摘要：Copilot 記憶、模型路由與 ChatGPT 廣告測試",{"_path":1196,"title":1197},"\u002Fnews\u002F2026-08-11-ai-news-summary","自動 AI 新聞摘要：本地 Agent、隔離沙箱與開發工具更新",{"_path":1199,"title":1200},"\u002Fnews\u002F2026-08-10-ai-news-summary","自動 AI 新聞摘要：Agent 開發、模型路由與工具遷移",{"_path":1202,"title":1203},"\u002Fnews\u002F2026-08-09-ai-news-summary","自動 AI 新聞摘要：Agent 專案、技能規格與資料安全",{"_path":1205,"title":1206},"\u002Fnews\u002F2026-08-08-ai-news-summary","自動 AI 新聞摘要：Cyber 能力、Copilot 評估與 WeatherNext",{"_path":1208,"title":1209},"\u002Fnews\u002F2026-08-07-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、Copilot 與推論服務",{"_path":1211,"title":1212},"\u002Fnews\u002F2026-08-06-ai-news-summary","自動 AI 新聞摘要：資安評估、Local Agent 與工具可觀測性",{"_path":1214,"title":1215},"\u002Fnews\u002F2026-08-05-ai-news-summary","自動 AI 新聞摘要：安全模型、Agent 控制與開發工具更新",{"_path":1217,"title":1218},"\u002Fnews\u002F2026-08-04-ai-news-summary","自動 AI 新聞摘要：即時語音、推論部署與開放權重工作流",{"_path":1220,"title":1221},"\u002Fnews\u002F2026-08-03-ai-news-summary","自動 AI 新聞摘要：開放信、Context 壓縮與可檢查的輸出",{"_path":1223,"title":1224},"\u002Fnews\u002F2026-08-02-ai-news-summary","自動 AI 新聞摘要：數學推理、影片生成與可驗證的 Agent 工具",{"_path":1226,"title":1227},"\u002Fnews\u002F2026-08-01-ai-news-summary","自動 AI 新聞摘要：模型政策、AI 安全與 MCP 的可攜性",{"_path":1229,"title":1230},"\u002Fnews\u002F2026-07-31-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、Gemini Robotics 2 與 Agent 開發工具",{"_path":1232,"title":1233},"\u002Fnews\u002F2026-07-30-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、Copilot Code Review 與 Agent 安全",{"_path":1235,"title":1236},"\u002Fnews\u002F2026-07-29-ai-news-summary","自動 AI 新聞摘要：Agent 安全、科學運算與 Gemini Managed Agents",{"_path":1238,"title":1239},"\u002Fnews\u002F2026-07-28-ai-news-summary","自動 AI 新聞摘要：Kimi-K3、Open Weights 與企業 Copilot 治理",{"_path":1241,"title":1242},"\u002Fnews\u002F2026-07-27-ai-news-summary","自動 AI 新聞摘要：開放權重、Local LLM 與 Agent 評估的週末觀察",{"_path":1244,"title":1245},"\u002Fnews\u002F2026-07-26-ai-news-summary","自動 AI 新聞摘要：Claude Opus 5、Context Engineering 與開放權重部署",{"_path":1247,"title":1248},"\u002Fnews\u002F2026-07-24-ai-news-summary","自動 AI 新聞摘要：ChatGPT Health、GitHub MCP 與 Copilot cloud agent",{"_path":1250,"title":1251},"\u002Fnews\u002F2026-07-23-ai-news-summary","自動 AI 新聞摘要：OpenAI 基礎設施、Copilot 指標與開發者工具更新",{"_path":1253,"title":1254},"\u002Fnews\u002F2026-07-22-ai-news-summary","自動 AI 新聞摘要：模型評估安全、Gemini 進 Copilot 與 ChatGPT 商業化",{"_path":1256,"title":1257},"\u002Fnews\u002F2026-07-21-ai-news-summary","自動 AI 新聞摘要：長任務安全、Kimi Work 與 AI 成本治理",{"_path":1259,"title":1260},"\u002Fnews\u002F2026-07-20-ai-news-summary","自動 AI 新聞摘要：Qwen 3.8、Kimi 容量與開源模型安全",{"_path":1262,"title":1263},"\u002Fnews\u002F2026-07-19-ai-news-summary","自動 AI 新聞摘要：Claude 訂閱調整、Copilot 指標與 AI 治理",{"_path":1265,"title":1266},"\u002Fnews\u002F2026-07-18-ai-news-summary","自動 AI 新聞摘要：AI ROI、Copilot 指標與開源模型競爭",{"_path":1268,"title":1269},"\u002Fnews\u002F2026-07-17-ai-news-summary","自動 AI 新聞摘要：Kimi K3、LM Studio Bionic 與 Agent 產品化",{"_path":1271,"title":1272},"\u002Fnews\u002F2026-07-16-ai-news-summary","自動 AI 新聞摘要：Inkling、Grok Build 開源與 Agent 安全",{"_path":1274,"title":1275},"\u002Fnews\u002F2026-07-15-ai-news-summary","自動 AI 新聞摘要：Agent 投資衡量、Copilot 安全與手機級模型",{"_path":1277,"title":1278},"\u002Fnews\u002F2026-07-14-ai-news-summary","自動 AI 新聞摘要：Codex 成長、本地模型與 Agent 工程化",{"_path":1280,"title":1281},"\u002Fnews\u002F2026-07-13-ai-news-summary","自動 AI 新聞摘要：Coding Agent 成本、透明度與自動化風險",{"_path":1283,"title":1284},"\u002Fnews\u002F2026-07-12-ai-news-summary","自動 AI 新聞摘要：CodeQL、Mesh LLM 與本地推理工程",{"_path":1286,"title":1287},"\u002Fnews\u002F2026-07-11-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、ChatGPT Work 與 Agent 安全",{"_path":1289,"title":1290},"\u002Fnews\u002F2026-07-09-ai-news-summary","自動 AI 新聞摘要：GPT-Live、Coding Eval 與 Agent 安全",{"_path":1292,"title":1293},"\u002Fnews\u002F2026-07-08-ai-news-summary","自動 AI 新聞摘要：Managed Agents、Copilot App 與本地推理加速",{"_path":1295,"title":1296},"\u002Fnews\u002F2026-07-07-ai-news-summary","自動 AI 新聞摘要：Global Workspace、Agent Office 與本地推理工程",{"_path":1298,"title":1299},"\u002Fnews\u002F2026-07-06-ai-news-summary","自動 AI 新聞摘要：AI Tutor、Agent 安全與開發工具鏈",{"_path":1301,"title":1302},"\u002Fnews\u002F2026-07-05-ai-news-summary","自動 AI 新聞摘要：Coding Agent 可靠性、本地推理成本與 Web GUI Agent",{"_path":1304,"title":1305},"\u002Fnews\u002F2026-07-04-ai-news-summary","自動 AI 新聞摘要：Kimi Agentic Model、本地 LLM 與 Coding Agent 工作流",{"_path":1307,"title":1308},"\u002Fnews\u002F2026-07-03-ai-news-summary","自動 AI 新聞摘要：Agent Session、MCP Cloud 與本地模型長上下文",{"_path":1310,"title":1311},"\u002Fnews\u002F2026-07-02-ai-news-summary","自動 AI 新聞摘要：Copilot 工具鏈、開源模型與 Agent 成本治理",{"_path":1313,"title":1314},"\u002Fnews\u002F2026-07-01-ai-news-summary","自動 AI 新聞摘要：Claude Sonnet 5、Managed Agents 與 Agent 評測更新",{"_path":1316,"title":1317},"\u002Fnews\u002F2026-06-30-ai-news-summary","自動 AI 新聞摘要：Claude SDK、Ornith Agentic Coding 與本地模型更新",{"_path":1319,"title":1320},"\u002Fnews\u002Fcursor-ios-mobile-app","Cursor for iOS 公開測試上線：手機也能啟動 Agent、審查程式碼與合併 PR",{"_path":1322,"title":1323},"\u002Fnews\u002F2026-06-29-ai-news-summary","自動 AI 新聞摘要：GPT-5.6 存取治理、GLM-5.2 開源權重與開發者工具更新",{"_path":1325,"title":1326},"\u002Fnews\u002F2026-06-28-ai-news-summary","自動 AI 新聞摘要：GPT-5.6 後續、Mythos 受限與 LLM 推論效率更新",{"_path":1328,"title":1329},"\u002Fnews\u002F2026-06-27-ai-news-summary","自動 AI 新聞摘要：GPT-5.6 預覽、模型存取治理與 Agent 工具鏈更新",{"_path":1331,"title":1332},"\u002Fnews\u002F2026-06-26-ai-news-summary","自動 AI 新聞摘要：OpenAI Agent 報告、Copilot Review 與開源工具更新",{"_path":1334,"title":1335},"\u002Fnews\u002F2026-06-25-ai-news-summary","自動 AI 新聞摘要：OpenAI 推論晶片、Gemini 電腦操作與 Agent 工具更新",{"_path":1337,"title":1338},"\u002Fnews\u002F2026-06-24-ai-news-summary","自動 AI 新聞摘要：OpenAI 標準協作、Copilot CLI 與 Agentic App 更新",{"_path":1340,"title":1341},"\u002Fnews\u002Faside","Aside AI Browser 發布：主打 SOTA Browser Agent 與本地工作流",{"_path":1343,"title":1344},"\u002Fnews\u002F2026-06-23-ai-news-summary","自動 AI 新聞摘要：OpenAI 安全工具、Codex 工作流與代理開發更新",{"_path":1346,"title":1347},"\u002Fnews\u002Fcursor-news","今日 AI 早報：Cursor 三連發——iOS Beta、Origin Git 託管、SpaceX 全股票收購",{"_path":1349,"title":1350},"\u002Fnews\u002Fmotionbricks","今日 AI 早報：NVIDIA 開源 MotionBricks！35 萬動作片段、15,000 FPS 極速角色動畫控制",{"_path":1352,"title":1353},"\u002Fnews\u002Famd-aihalo","今日 AI 早報：AMD 推出 Ryzen AI Halo 開發者平台！128GB 統一記憶體挑戰本地端 AI 霸權",{"_path":1355,"title":1356},"\u002Fnews\u002Freachy-mini","今日 AI 早報：Google 展示本地 Gemma 4 驅動 Reachy Mini！299 美元開源機器人開啟具身智慧新時代",{"_path":1358,"title":1359},"\u002Fnews\u002Fthetop","今日 AI 早報：SpaceX 上市，Elon Musk 成為史上首位兆元富豪",{"_path":1361,"title":1362},"\u002Fnews\u002Foracle-peoplesoft-zero-day","今日科技快報：Oracle PeopleSoft 高危漏洞曝光，逾百家機構疑遭波及",{"_path":1364,"title":1365},"\u002Fnews\u002Fdeepmind-robotics-accelerator","今日 AI 早報：Google DeepMind 啟動機器人加速器，招收 15 家歐洲新創團隊",{"_path":1367,"title":1368},"\u002Fnews\u002Fapplewwdc","今日 AI 早報：Apple 發表全新 Apple Intelligence 與 Siri AI",{"_path":1370,"title":1371},"\u002Fnews\u002Fy-zipper","MIT 的可變剛性結構 Y-Zipper：讓布料變鋼板的「三向拉鍊」",1793146323330]