[{"data":1,"prerenderedAt":1372},["ShallowReactive",2],{"nav-search-articles-zh":3,"news-\u002Fnews\u002F2026-10-23-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\u002F2026-10-23-ai-news-summary","news",false,"","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","10 月 23 日 AI 新聞摘要：OpenAI「Patch the Planet」以 GPT-5.6 Sol 聯手揭露波及全球 70% 網站的 PHP2Shell 核心遠端代碼執行漏洞、OpenAI 發表搭載 GPT-6 Luna 的全新 Decisions API、NVIDIA 開源內核級自主 Agent 安全沙箱 OpenShell、Anthropic 正式將 Agent Skills 標準捐贈予 Linux 基金會 AAIF、微軟與 Hugging Face 發表以資料庫狀態為 RL 獎勵的 ThinkingBox-Training，以及 KittenML 開源全球首款 1.58 位元純 CPU 即時語音模型 Kitten-TTS 2。","2026-10-23","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",[561,569,575,581,586,591,596,610,616,621,626,696,701,712,718,723,728,761,766,777,783,797,802,815,820,840,846,851,856,861,872,878,883,888,921,926,937,943,948,953,964,969,974],{"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。今日的人工智慧技術前沿聚焦於「AI 驅動防禦開創『守護者之窗（Defender's Window）』」、「Agent 運行環境的內核級安全隔離」、「專用決策 API 的極致延遲微縮」、「智慧體標準協議走向中立基金會治理」、「以真實系統副作用為導向的強化學習訓練」，以及「端側極低精度語音推論」六大核心主軸。從 OpenAI 與安全團隊運用 GPT-5.6 Sol 與 Gemini 4 Argon 提前揭露波及全網 70% 伺服器的 PHP 核心記憶體崩潰零日漏洞（PHP2Shell），到 NVIDIA 正式開源自主 Agent 專用沙箱 OpenShell，再到 Anthropic 繼 MCP 之後將 Agent Skills 正式交付 Linux 基金會託管，人工智慧正在從代碼生成邁向系統安全防禦、可驗證自主代理與跨廠商通用規範的全新格局。",{"type":562,"tag":563,"props":576,"children":578},{"id":577},"php2shell-零日漏洞驚天曝光openaipatch-the-planet以-gpt-56-sol-聯手揭露波及全球-70-網站的-php-核心記憶體崩潰",[579],{"type":568,"value":580},"PHP2Shell 零日漏洞驚天曝光：OpenAI「Patch the Planet」以 GPT-5.6 Sol 聯手揭露波及全球 70% 網站的 PHP 核心記憶體崩潰",{"type":562,"tag":570,"props":582,"children":583},{},[584],{"type":568,"value":585},"在網際網路基礎設施安全領域，一場由前沿 AI 模型主導的防禦戰役正式解密。安全研究團隊披露了兩個潛藏於 PHP 核心引擎深處的記憶體損壞高危漏洞，編號分別為 CVE-2026-109618 與 CVE-2026-109619，被統稱為「PHP2Shell」。由於全球超過 70% 的網站（涵蓋 WordPress、Drupal、Joomla 等主流內容管理系統）均建構於 PHP 之上，此漏洞的潛在衝擊力被資深研究員形容為「歷來所協助揭露最具毀滅性的漏洞之一」。",{"type":562,"tag":570,"props":587,"children":588},{},[589],{"type":568,"value":590},"這兩個漏洞並非出現在外掛外掛模組或特定的應用驗證邏輯中，而是根植於 PHP 引擎在處理「記憶體耗盡（Out-of-Memory, OOM）」與致命錯誤（Fatal Errors）時的內部記憶體回收機制。攻擊者可藉由精心構造的請求觸發崩潰，進而實現未授權的遠端代碼執行（Unauthenticated RCE），同時造成類似 Heartbleed 的遠端任意記憶體洩漏。",{"type":562,"tag":570,"props":592,"children":593},{},[594],{"type":568,"value":595},"值得注意的是，這起重大漏洞的發現被 OpenAI 定義為前沿模型守護網路安全的里程碑——「守護者之窗（Defender's Window）」。漏洞由 Calif 安全團隊使用 OpenAI 的 GPT-5.6 Sol 推理模型，以及 Wiz 團隊使用 Gemini 4 Argon 獨立挖掘、生成驗證利用鏈並完成補丁校驗。在公開披露前的兩個月內，OpenAI 透過其發起的「Patch the Planet」倡議與 Daybreak 計畫，聯合 PHP 基金會（PHP Foundation）、多國政府安全機構以及頂級安全廠商展開機密修復協調；Cloudflare 在預定發布前全面啟動了涵蓋免費版在內的全域 WAF 臨時防護規則；OpenAI 亦同步釋出了專門引導系統管理員檢測主機暴露風險的 Codex 診斷 Skill。雖然在正式補丁發布前數小時因社群無意提前披露而引發緊急搶修，但此事件標誌著高階 AI 模型在惡意黑客發現前主動修復底層軟體脆弱點的能力已邁入實戰應用。",{"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\u002Fwww.latent.space\u002Fp\u002Fainews-openais-patch-the-planet-program",[606],"nofollow",[608],{"type":568,"value":609},"[AINews] OpenAI’s Patch the Planet program is 1 of 2 parties to discover PHP2Shell vulnerabilities in core PHP affecting 70% of the web",{"type":562,"tag":563,"props":611,"children":613},{"id":612},"openai-發表-decisions-api搭載-gpt-6-luna推論速度提升-10-倍專精結構化決策與-agent-路由",[614],{"type":568,"value":615},"OpenAI 發表 Decisions API：搭載 GPT-6 Luna，推論速度提升 10 倍專精結構化決策與 Agent 路由",{"type":562,"tag":570,"props":617,"children":618},{},[619],{"type":568,"value":620},"OpenAI 正式推出了全新端點服務「Decisions API」，專門解決現代應用程式與 AI Agent 在高頻次、結構化判斷任務中的效能與成本痛點。該 API 由 OpenAI 的輕量高效模型 GPT-6 Luna 驅動，與以往輸出非結構化開放文本對話的標準 Responses API 截然不同，Decisions API 將模型智慧嚴格聚焦於具有有限、預定義解答的具體判斷問題。",{"type":562,"tag":570,"props":622,"children":623},{},[624],{"type":568,"value":625},"Decisions API 具備以下核心架構優勢：",{"type":562,"tag":627,"props":628,"children":629},"ol",{},[630,642,686],{"type":562,"tag":631,"props":632,"children":633},"li",{},[634,640],{"type":562,"tag":635,"props":636,"children":637},"strong",{},[638],{"type":568,"value":639},"極致低延遲與高吞吐",{"type":568,"value":641},"：針對決策任務進行了深度模型蒸餾與算子特化，推論延遲較標準生成端點大幅縮減高達 10 倍，能夠流暢嵌入對毫秒級響應有嚴苛要求的即時互動管線。",{"type":562,"tag":631,"props":643,"children":644},{},[645,650,652],{"type":562,"tag":635,"props":646,"children":647},{},[648],{"type":568,"value":649},"三大專用決策模式",{"type":568,"value":651},"：\n",{"type":562,"tag":653,"props":654,"children":655},"ul",{},[656,666,676],{"type":562,"tag":631,"props":657,"children":658},{},[659,664],{"type":562,"tag":635,"props":660,"children":661},{},[662],{"type":568,"value":663},"Predicate（謂詞判定）",{"type":568,"value":665},"：輸入條件語句，輸出該敘述為真的布林值或精確機率。",{"type":562,"tag":631,"props":667,"children":668},{},[669,674],{"type":562,"tag":635,"props":670,"children":671},{},[672],{"type":568,"value":673},"Choice（選項枚舉）",{"type":568,"value":675},"：從固定的枚舉候選池中挑選最符合情境的唯一互斥選項。",{"type":562,"tag":631,"props":677,"children":678},{},[679,684],{"type":562,"tag":635,"props":680,"children":681},{},[682],{"type":568,"value":683},"Score（量化評分）",{"type":568,"value":685},"：根據自定義的標準準則（Rubric）或評分量表，為輸入的文字、圖像或結構化 JSON 進行量化打分。",{"type":562,"tag":631,"props":687,"children":688},{},[689,694],{"type":562,"tag":635,"props":690,"children":691},{},[692],{"type":568,"value":693},"超大規模批次處理",{"type":568,"value":695},"：單次 API 請求最多可支援並行評估 400 個問題，並原生相容 Prompt Caching、GPT-Live 與端側資料落地合規要求。",{"type":562,"tag":570,"props":697,"children":698},{},[699],{"type":568,"value":700},"對於軟體工程師而言，Decisions API 為客服自動工單分流、即時內容審核與合規檢驗、以及自主 Agent 在每一步工具調用時的下游路徑決策（Routing）提供了兼具超低延遲與經濟效益的新基準。",{"type":562,"tag":570,"props":702,"children":703},{},[704,705],{"type":568,"value":600},{"type":562,"tag":602,"props":706,"children":709},{"href":707,"rel":708},"https:\u002F\u002Fopenai.com\u002Findex\u002Fdecisions-api",[606],[710],{"type":568,"value":711},"Build more responsive apps with the Decisions API",{"type":562,"tag":563,"props":713,"children":715},{"id":714},"nvidia-開源-openshell專為自主-ai-agent-打造的內核級安全隔離沙箱與憑證防禦系統",[716],{"type":568,"value":717},"NVIDIA 開源 OpenShell：專為自主 AI Agent 打造的內核級安全隔離沙箱與憑證防禦系統",{"type":562,"tag":570,"props":719,"children":720},{},[721],{"type":568,"value":722},"隨著代碼編程代理（Coding Agents）與自主智慧體深入開發者日常，一個棘手的矛盾始終存在：Agent 必須能讀寫本地檔案、安裝軟體套件、執行終端指令與調用遠端 API 才能發揮真正威力，但給予過多權限又極易導致敏感憑證外洩或宿主機系統損毀。為解決這一核心瓶頸，NVIDIA 正式在 GitHub 開源了專為多 Agent 叢集打造的安全運行環境——OpenShell。",{"type":562,"tag":570,"props":724,"children":725},{},[726],{"type":568,"value":727},"OpenShell 的設計哲學在於「讓 Agent 擁有完整的執行能力，但絕不給予對系統資料、金鑰與網路的無限制訪問」，其安全防護架構由三大支柱構成：",{"type":562,"tag":627,"props":729,"children":730},{},[731,741,751],{"type":562,"tag":631,"props":732,"children":733},{},[734,739],{"type":562,"tag":635,"props":735,"children":736},{},[737],{"type":568,"value":738},"內核級策略強制執行（Kernel-Level Enforcement）",{"type":568,"value":740},"：每個 Agent 都運行在獨立的微型容器沙箱中，OpenShell 透過作業系統內核級探針（Kernel Probes）嚴密監視並攔截每一次檔案讀寫、系統調用（Syscall）與外發網路連線。未經授權的連接埠或敏感目錄存取將在內核層被直接阻斷。",{"type":562,"tag":631,"props":742,"children":743},{},[744,749],{"type":562,"tag":635,"props":745,"children":746},{},[747],{"type":568,"value":748},"憑證動態遮蔽與代理注入（Credential Isolation）",{"type":568,"value":750},"：Agent 永遠不會接觸到真正的 API 金鑰、雲端憑證或 SSH 私鑰。OpenShell 充當智慧代理網關，只有當 Agent 發出的請求符合預先定義的安全策略並流向已授權的目的地時，網關才會在請求封包中動態附加相應憑證。",{"type":562,"tag":631,"props":752,"children":753},{},[754,759],{"type":562,"tag":635,"props":755,"children":756},{},[757],{"type":568,"value":758},"形式化驗證策略審查（Formally Verified Policy Changes）",{"type":568,"value":760},"：當 Agent 因工作需要請求提升權限（例如連線到新網址或安裝新依賴）時，OpenShell 會透過形式化驗證引擎（Policy Prover）預先推演新規則可能帶來的潛在風險，並在放行前主動提示人類工程師介入審批。",{"type":562,"tag":570,"props":762,"children":763},{},[764],{"type":568,"value":765},"OpenShell 現已支援 Linux、搭載 Apple Silicon 的 macOS 以及 WSL 2，並無縫整合 Docker、Podman 等容器運行時，為企業級自主代理安全落地設立了全新標竿。",{"type":562,"tag":570,"props":767,"children":768},{},[769,770],{"type":568,"value":600},{"type":562,"tag":602,"props":771,"children":774},{"href":772,"rel":773},"https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FOpenShell",[606],[775],{"type":568,"value":776},"OpenShell – A safe, private runtime for fleets of autonomous AI agents",{"type":562,"tag":563,"props":778,"children":780},{"id":779},"agent-生態重大里程碑anthropic-將-agent-skills-捐贈予-linux-基金會-aaifgithub-啟用技能與-mcp-監控指標",[781],{"type":568,"value":782},"Agent 生態重大里程碑：Anthropic 將 Agent Skills 捐贈予 Linux 基金會 AAIF，GitHub 啟用技能與 MCP 監控指標",{"type":562,"tag":570,"props":784,"children":785},{},[786,788,795],{"type":568,"value":787},"推動 AI Agent 走向互通與開放標準迎來了里程碑式的進展。Anthropic 正式宣布將「Agent Skills」開放規範——即透過包含 ",{"type":562,"tag":789,"props":790,"children":792},"code",{"className":791},[],[793],{"type":568,"value":794},"SKILL.md",{"type":568,"value":796}," 說明與輔助腳本的標準資料夾賦予智慧體專業流程知識的架構——正式捐贈給 Linux 基金會旗下的「Agentic AI Foundation（AAIF）」。",{"type":562,"tag":570,"props":798,"children":799},{},[800],{"type":568,"value":801},"Agent Skills 最早由 Anthropic 團隊在研發 Claude Code 時作為內部機制探索，旨在讓 Agent 能動態加載複雜的工程流程與工具知識。自開放以來，該規範迅速引發業界共鳴，目前已被包括 Cursor、GitHub Copilot、ChatGPT、VS Code 等超過 70 個 Agent 平台廣泛相容，社群發布的自訂技能超過 100 萬個，累積安裝量逼近 2.8 億次。",{"type":562,"tag":570,"props":803,"children":804},{},[805,807,813],{"type":568,"value":806},"透過將 Agent Skills 規範、商標、GitHub 組織與 ",{"type":562,"tag":789,"props":808,"children":810},{"className":809},[],[811],{"type":568,"value":812},"agentskills.io",{"type":568,"value":814}," 網域全數移交給 AAIF（該基金會由 Anthropic、OpenAI 與 Block 於去年共同發起成立，亦為 Model Context Protocol \u002F MCP 的託管機構），該標準正式脫離單一商業廠商，轉變為由 Google、OpenAI、Anthropic 等業界工程師以個人身份共同維護的公共數位資產。未來 AAIF 將推動版本化釋出、正式 RFC 提案機制與結構化安全指南。",{"type":562,"tag":570,"props":816,"children":817},{},[818],{"type":568,"value":819},"與此同時，GitHub 亦宣布其 Copilot Usage Metrics API 正式迎來更新：組織管理者現在可以直接在 API 指標中檢視各團隊所使用之自定義 Skills、自訂 Agent、MCP 伺服器、Slash 命令與 Plugins 的獨立調用統計數據，不再將其籠統歸類，為企業深入評估智慧體投資回報率提供了精確數據支撐。",{"type":562,"tag":570,"props":821,"children":822},{},[823,824,831,833],{"type":568,"value":600},{"type":562,"tag":602,"props":825,"children":828},{"href":826,"rel":827},"https:\u002F\u002Fsimonwillison.net\u002F2026\u002FOct\u002F22\u002Fdonating-agent-skills\u002F",[606],[829],{"type":568,"value":830},"Donating Agent Skills to the Agentic AI Foundation",{"type":568,"value":832}," \u002F ",{"type":562,"tag":602,"props":834,"children":837},{"href":835,"rel":836},"https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-10-22-custom-skills-agents-and-mcp-servers-in-usage-metrics-api",[606],[838],{"type":568,"value":839},"Custom skills, agents, and MCP servers in usage metrics API",{"type":562,"tag":563,"props":841,"children":843},{"id":842},"微軟聯手-hugging-face-推出-thinkingbox-training以終端資料庫狀態為獎勵信號強化學習重塑可靠-agent",[844],{"type":568,"value":845},"微軟聯手 Hugging Face 推出 ThinkingBox-Training：以終端資料庫狀態為獎勵信號，強化學習重塑可靠 Agent",{"type":562,"tag":570,"props":847,"children":848},{},[849],{"type":568,"value":850},"在當前的 AI 智慧體研發中，存在一個普遍但極度危險的盲區：評測指標往往僅檢視 Agent 產生的對話文本或工具調用格式是否看起來合理，即便 Agent 自稱任務已圓滿完成，真實後端系統或資料庫的狀態卻可能完全不一致（例如工單標記已關閉，但底層貨運異常依然掛起）。",{"type":562,"tag":570,"props":852,"children":853},{},[854],{"type":568,"value":855},"針對此一痛點，微軟與 Hugging Face 共同發表了開源評測與訓練框架「ThinkingBox-Training」。該計畫基於早先發布的 ThinkingBox-Bench（涵蓋零售、電商與企業營運的 507 項多輪真實任務），並進一步將其「以真實資料庫與系統副作用（Side Effects）進行可執行驗證」的思想轉化為後訓練（Post-Training）的強化學習（RL）獎勵訊號。",{"type":562,"tag":570,"props":857,"children":858},{},[859],{"type":568,"value":860},"研究團隊發現，若僅針對傳統資料進行微調，容易陷入過於簡單或完全無法解決的無效學習區間。ThinkingBox-Training 提出了「離線策略相對難度（Offline Policy-Relative Difficulty）」演算法，精確篩選出符合當前模型認知邊界的高槓桿訓練任務。在針對 Qwen3.8-27B 進行僅僅 50 個步數的群體相對策略優化（GRPO）微調後，模型在全量任務上的平均成功率（pass@1）由 51.70% 顯著躍升至 60.78%；更關鍵的是，連續 20 次重複嘗試均保持 100% 正確完成的高可靠任務數，從基準的 38 項急遽飆升至 107 項。這項研究為工業界如何利用真實後端副作用訓練「可靠、誠實且端到端可落地」的商用 Agent 提供了極具價值的驗證範式。",{"type":562,"tag":570,"props":862,"children":863},{},[864,865],{"type":568,"value":600},{"type":562,"tag":602,"props":866,"children":869},{"href":867,"rel":868},"https:\u002F\u002Fhuggingface.co\u002Fblog\u002Fmicrosoft\u002Fthinkingbox-training",[606],[870],{"type":568,"value":871},"Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox",{"type":562,"tag":563,"props":873,"children":875},{"id":874},"kittenml-發表全球首款-158-位元語音模型-kitten-tts-2純-cpu-即時推論支援零樣本聲音複製與情緒控制",[876],{"type":568,"value":877},"KittenML 發表全球首款 1.58 位元語音模型 Kitten-TTS 2：純 CPU 即時推論，支援零樣本聲音複製與情緒控制",{"type":562,"tag":570,"props":879,"children":880},{},[881],{"type":568,"value":882},"在端側與本地端 AI 創新領域，極低精度量化與高效能音訊生成迎來重大突破。KittenML 正式在 GitHub 與 Hugging Face 開源了其最新研發的語音合成模型「Kitten-TTS 2」，這是全球首個基於 1.58 位元（Ternary Weights，三值權重 -1, 0, +1）架構構建的 SOTA 級語音生成模型。",{"type":562,"tag":570,"props":884,"children":885},{},[886],{"type":568,"value":887},"Kitten-TTS 2 具備 1.7B 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MiniMax（名之夢）迎來了關鍵的法規進展。據官方媒體報導，兩家企業已正式完成中國商務部關於先進人工智慧技術跨境外銷的臨時出口管制登記與審查備案。",{"type":562,"tag":570,"props":949,"children":950},{},[951],{"type":568,"value":952},"此項行政審查程序是中國政府為規範前沿技術跨國轉移而設立的制度性要求。隨著兩家企業順利通過審查，意味著其海外業務獲得了明確的法規綠燈：DeepSeek 與 MiniMax 將可以在完全合規的法律框架下，持續向全球開源社區發布頂級模型權重（如 DeepSeek 系列後續版本），並與跨國企業展開正當商業技術合作。這項消息有效消除了長期困擾開源社群關於中國頂尖模型可能因出口審查而中斷開源的疑慮，為全球 AI 生態的開放交流注入了穩定性。",{"type":562,"tag":570,"props":954,"children":955},{},[956,957],{"type":568,"value":600},{"type":562,"tag":602,"props":958,"children":961},{"href":959,"rel":960},"https:\u002F\u002Fwww.reddit.com\u002Fr\u002FLocalLLaMA\u002Fcomments\u002F1xcoelw\u002Fdeepseek_and_minimax_clear_chinas_ai_export_rules\u002F",[606],[962],{"type":568,"value":963},"Reddit LocalLLaMA: DeepSeek and MiniMax Clear China’s AI Export Rules for Overseas Open-Source 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基金會 AAIF，宣告了智慧體交互標準正式脫離廠商專有鎖定，邁向跨平台工業標準時代。",{"type":562,"tag":631,"props":998,"children":999},{},[1000,1005],{"type":562,"tag":635,"props":1001,"children":1002},{},[1003],{"type":568,"value":1004},"以「真實副作用」定義智能，以「極致量化」普惠終端",{"type":568,"value":1006},"：微軟 ThinkingBox-Training 的成功驗證了一個樸素真理——評判 Agent 的標準不在於它說得多好聽，而在於系統狀態與資料庫究竟被改變成了什麼；透過終端真實狀態作為 RL 獎勵，Agent 的端到端可靠性實現了質的躍遷。同時，Kitten-TTS 2 的 1.58 位元三值架構讓頂級多語言語音能在純 CPU 上即時生成，昭示著高智慧、低消耗的在地端邊緣 AI 時代正在加速到來。",{"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":714,"depth":1008,"text":717},{"id":779,"depth":1008,"text":782},{"id":842,"depth":1008,"text":845},{"id":874,"depth":1008,"text":877},{"id":939,"depth":1008,"text":942},{"id":966,"depth":1008,"text":966},"markdown","content:news:2026-10-23-ai-news-summary.md","content","news\u002F2026-10-23-ai-news-summary.md","news\u002F2026-10-23-ai-news-summary","md",[1026,1029,1032,1035,1038,1041,1042,1045,1048,1051,1054,1057,1060,1063,1066,1069,1072,1075,1078,1081,1084,1087,1090,1093,1096,1099,1102,1105,1108,1111,1114,1117,1120,1123,1126,1129,1132,1135,1138,1141,1144,1147,1150,1153,1156,1159,1162,1165,1168,1171,1174,1177,1180,1183,1186,1189,1192,1195,1198,1201,1204,1207,1210,1213,1216,1219,1222,1225,1228,1231,1234,1237,1240,1243,1246,1249,1252,1255,1258,1261,1264,1267,1270,1273,1276,1279,1282,1285,1288,1291,1294,1297,1300,1303,1306,1309,1312,1315,1318,1321,1324,1327,1330,1333,1336,1339,1342,1345,1348,1351,1354,1357,1360,1363,1366,1369],{"_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":548,"title":552},{"_path":1043,"title":1044},"\u002Fnews\u002F2026-10-22-ai-news-summary","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",{"_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 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權限與開發者工具更新",{"_path":1109,"title":1110},"\u002Fnews\u002F2026-09-09-ai-news-summary","自動 AI 新聞摘要：個人 Agent、影像模型與科學工作流",{"_path":1112,"title":1113},"\u002Fnews\u002F2026-09-08-ai-news-summary","自動 AI 新聞摘要：推論效率、瀏覽器工具與開源小模型",{"_path":1115,"title":1116},"\u002Fnews\u002F2026-09-07-ai-news-summary","自動 AI 新聞摘要：研究 Agent、對齊與長上下文成本",{"_path":1118,"title":1119},"\u002Fnews\u002F2026-09-06-ai-news-summary","自動 AI 新聞摘要：Coding Agent 的創作、事故處理與可驗證性",{"_path":1121,"title":1122},"\u002Fnews\u002F2026-09-05-ai-news-summary","自動 AI 新聞摘要：GPT-6 Astra、形式化數學與隱私安全開發資料",{"_path":1124,"title":1125},"\u002Fnews\u002F2026-09-04-ai-news-summary","自動 AI 新聞摘要：GPT-6 Astra、Copilot 模型生命週期與供應鏈安全",{"_path":1127,"title":1128},"\u002Fnews\u002F2026-09-03-ai-news-summary","自動 AI 新聞摘要：Gemini 3.8 Flash、Copilot 治理與 MCP",{"_path":1130,"title":1131},"\u002Fnews\u002F2026-09-02-ai-news-summary","自動 AI 新聞摘要：Copilot 審查、醫療資料連結與瀏覽器端 AI",{"_path":1133,"title":1134},"\u002Fnews\u002F2026-09-01-ai-news-summary","自動 AI 新聞摘要：公共 AI、Copilot 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」",1793146323072]