[{"data":1,"prerenderedAt":1181},["ShallowReactive",2],{"nav-search-articles-zh":3,"tag-zh-animation":517},[4,15,24,30,35,42,48,54,63,68,73,78,85,90,95,101,106,111,116,122,127,132,137,142,147,152,157,162,167,172,177,182,187,192,197,202,207,212,218,224,229,234,239,244,249,254,259,264,269,274,279,285,290,295,301,311,316,321,327,332,337,345,352,358,364,369,374,380,385,390,395,400,405,410,415,420,425,430,435,440,445,450,455,460,465,470,475,480,485,492,497,502,507,512],{"_path":5,"title":6,"description":7,"category":8,"tags":9},"\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",[10,11,12,13,14],"Open Source","Web Development","React","Animation","AI Agents",{"_path":16,"title":17,"description":18,"category":19,"tags":20},"\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。","AI & Tools",[14,10,21,22,23],"CLI","Productivity","Rust",{"_path":25,"title":26,"description":27,"category":19,"tags":28},"\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。",[10,21,29,22],"Network",{"_path":31,"title":32,"description":33,"category":19,"tags":34},"\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。",[10,29,22],{"_path":36,"title":37,"description":38,"category":19,"tags":39},"\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。",[10,22,40,41],"Video Processing","Audio Processing",{"_path":43,"title":44,"description":45,"category":19,"tags":46},"\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。",[10,47,29],"Security",{"_path":49,"title":50,"description":51,"category":19,"tags":52},"\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。",[10,22,53],"Image Processing",{"_path":55,"title":56,"description":57,"category":19,"tags":58},"\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。",[14,10,11,59,60,61,62,53],"JavaScript","WebGL","Codex","Agent Workflow",{"_path":64,"title":65,"description":66,"category":19,"tags":67},"\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。",[10,21,22,23],{"_path":69,"title":70,"description":71,"category":19,"tags":72},"\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。",[14,10,21,22],{"_path":74,"title":75,"description":76,"category":19,"tags":77},"\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。",[22,10],{"_path":79,"title":80,"description":81,"category":19,"tags":82},"\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。",[83,10,21,84,22],"AI Tools","Local AI",{"_path":86,"title":87,"description":88,"category":19,"tags":89},"\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。",[83,14,10,22,61,23],{"_path":91,"title":92,"description":93,"category":19,"tags":94},"\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。",[22,10,21],{"_path":96,"title":97,"description":98,"category":19,"tags":99},"\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。",[100,10,22,14,23],"Database",{"_path":102,"title":103,"description":104,"category":19,"tags":105},"\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。",[10,22,23],{"_path":107,"title":108,"description":109,"category":19,"tags":110},"\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。",[22,21],{"_path":112,"title":113,"description":114,"category":19,"tags":115},"\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。",[10,22,40,41],{"_path":117,"title":118,"description":119,"category":19,"tags":120},"\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。",[53,10,22,121,21],"Automation",{"_path":123,"title":124,"description":125,"category":19,"tags":126},"\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。",[10,22,21],{"_path":128,"title":129,"description":130,"category":19,"tags":131},"\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。",[83,14,22,121],{"_path":133,"title":134,"description":135,"category":19,"tags":136},"\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。",[10,22],{"_path":138,"title":139,"description":140,"category":19,"tags":141},"\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。",[10,22,21],{"_path":143,"title":144,"description":145,"category":19,"tags":146},"\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。",[10,22,53,40],{"_path":148,"title":149,"description":150,"category":19,"tags":151},"\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。",[22,10],{"_path":153,"title":154,"description":155,"category":19,"tags":156},"\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。",[22,10],{"_path":158,"title":159,"description":160,"category":19,"tags":161},"\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。",[22,10],{"_path":163,"title":164,"description":165,"category":19,"tags":166},"\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。",[22,10],{"_path":168,"title":169,"description":170,"category":19,"tags":171},"\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。",[53,10,22],{"_path":173,"title":174,"description":175,"category":19,"tags":176},"\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。",[53,10,22],{"_path":178,"title":179,"description":180,"category":19,"tags":181},"\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。",[83,10,84,41,22],{"_path":183,"title":184,"description":185,"category":19,"tags":186},"\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。",[22],{"_path":188,"title":189,"description":190,"category":19,"tags":191},"\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。",[22],{"_path":193,"title":194,"description":195,"category":19,"tags":196},"\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。",[53,10,84,22],{"_path":198,"title":199,"description":200,"category":19,"tags":201},"\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。",[22,10],{"_path":203,"title":204,"description":205,"category":19,"tags":206},"\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。",[22],{"_path":208,"title":209,"description":210,"category":19,"tags":211},"\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。",[22,11],{"_path":213,"title":214,"description":215,"category":19,"tags":216},"\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。",[83,14,10,21,217,61],"Data Visualization",{"_path":219,"title":220,"description":221,"category":222,"tags":223},"\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",[10,29,22],{"_path":225,"title":226,"description":227,"category":19,"tags":228},"\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。",[10,29,22,23],{"_path":230,"title":231,"description":232,"category":19,"tags":233},"\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。",[10,40,22],{"_path":235,"title":236,"description":237,"category":19,"tags":238},"\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。",[83,10,40,84],{"_path":240,"title":241,"description":242,"category":19,"tags":243},"\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。",[10,22,121],{"_path":245,"title":246,"description":247,"category":19,"tags":248},"\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。",[83,14,10,121,21],{"_path":250,"title":251,"description":252,"category":19,"tags":253},"\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。",[10,22],{"_path":255,"title":256,"description":257,"category":19,"tags":258},"\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。",[10,22,47],{"_path":260,"title":261,"description":262,"category":222,"tags":263},"\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。",[10,22],{"_path":265,"title":266,"description":267,"category":19,"tags":268},"\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。",[10,22],{"_path":270,"title":271,"description":272,"category":19,"tags":273},"\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。",[61,121,22,83],{"_path":275,"title":276,"description":277,"category":19,"tags":278},"\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。",[10,22,40],{"_path":280,"title":281,"description":282,"category":19,"tags":283},"\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。",[83,61,284,21,10,22],"Claude Code",{"_path":286,"title":287,"description":288,"category":19,"tags":289},"\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。",[10,22,121],{"_path":291,"title":292,"description":293,"category":19,"tags":294},"\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。",[83,10,84,41,22],{"_path":296,"title":297,"description":298,"category":19,"tags":299},"\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。",[83,41,300],"LLM",{"_path":302,"title":303,"description":304,"category":222,"tags":305},"\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！",[306,307,308,309,310,60],"React-Three-Fiber","Three.js","OpenStreetMap","GLB","3D Map",{"_path":312,"title":313,"description":314,"category":222,"tags":315},"\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。",[10,29,22],{"_path":317,"title":318,"description":319,"category":19,"tags":320},"\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。",[84,83,10,300,22,14],{"_path":322,"title":323,"description":324,"category":222,"tags":325},"\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！",[41,326,84,10],"Whisper",{"_path":328,"title":329,"description":330,"category":19,"tags":331},"\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。",[83,14,10,11],{"_path":333,"title":334,"description":335,"category":19,"tags":336},"\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。",[83,14,10],{"_path":338,"title":339,"description":340,"category":222,"tags":341},"\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。",[342,343,344,84,10],"PDF Parser","Markdown","OCR",{"_path":346,"title":347,"description":348,"category":10,"tags":349},"\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。",[10,350,300,351],"AI Agent","Context Optimization",{"_path":353,"title":354,"description":355,"category":8,"tags":356},"\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。",[10,11,357,59],"Frontend",{"_path":359,"title":360,"description":361,"category":19,"tags":362},"\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。",[83,284,61,363,300],"CC Switch",{"_path":365,"title":366,"description":367,"category":19,"tags":368},"\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。",[83,284,61,363,300],{"_path":370,"title":371,"description":372,"category":19,"tags":373},"\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。",[83,53,84],{"_path":375,"title":376,"description":377,"category":19,"tags":378},"\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。",[379,62,11],"AI Design",{"_path":381,"title":382,"description":383,"category":222,"tags":384},"\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。",[22,83,10],{"_path":386,"title":387,"description":388,"category":222,"tags":389},"\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。",[14,284,22,23],{"_path":391,"title":392,"description":393,"category":222,"tags":394},"\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。",[11],{"_path":396,"title":397,"description":398,"category":19,"tags":399},"\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。",[83,60,10,84],{"_path":401,"title":402,"description":403,"category":8,"tags":404},"\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。",[10,11,40],{"_path":406,"title":407,"description":408,"category":19,"tags":409},"\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。",[83,41],{"_path":411,"title":412,"description":413,"category":47,"tags":414},"\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。",[14,47,121],{"_path":416,"title":417,"description":418,"category":8,"tags":419},"\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。",[11,357,59],{"_path":421,"title":422,"description":423,"category":222,"tags":424},"\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。",[83,29,22],{"_path":426,"title":427,"description":428,"category":8,"tags":429},"\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。",[60,11,217,59],{"_path":431,"title":432,"description":433,"category":222,"tags":434},"\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。",[83,22,21],{"_path":436,"title":437,"description":438,"category":10,"tags":439},"\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。",[10,40,41,83],{"_path":441,"title":442,"description":443,"category":222,"tags":444},"\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。",[10,121],{"_path":446,"title":447,"description":448,"category":10,"tags":449},"\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。",[10,11,357],{"_path":451,"title":452,"description":453,"category":19,"tags":454},"\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？",[14,40,121],{"_path":456,"title":457,"description":458,"category":19,"tags":459},"\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。",[14,300,121],{"_path":461,"title":462,"description":463,"category":222,"tags":464},"\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。",[11,357,59],{"_path":466,"title":467,"description":468,"category":222,"tags":469},"\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！",[83,40],{"_path":471,"title":472,"description":473,"category":222,"tags":474},"\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！",[83,21],{"_path":476,"title":477,"description":478,"category":8,"tags":479},"\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。",[60,11,357,59],{"_path":481,"title":482,"description":483,"category":10,"tags":484},"\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？",[10,22],{"_path":486,"title":487,"description":488,"category":489,"tags":490},"\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",[10,491,100],"FinTech",{"_path":493,"title":494,"description":495,"category":19,"tags":496},"\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。",[83,29,100],{"_path":498,"title":499,"description":500,"category":19,"tags":501},"\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。",[14,21],{"_path":503,"title":504,"description":505,"category":19,"tags":506},"\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。",[21,22],{"_path":508,"title":509,"description":510,"category":19,"tags":511},"\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。",[83,41,121],{"_path":513,"title":514,"description":515,"category":19,"tags":516},"\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。",[83,300],[518,528,532,541,545,550,555,561,565,571,575,580,585,590,594,599,604,608,612,616,620,624,628,632,636,640,644,649,654,660,663,667,671,675,679,683,687,691,695,699,704,709,713,717,721,725,729,734,737,741,745,749,753,757,762,766,770,774,777,780,784,789,793,797,801,805,809,813,817,821,825,830,834,839,843,846,850,854,858,862,868,872,878,882,886,890,894,898,903,907,911,915,919,923,927,931,935,939,943,946,950,954,958,962,966,970,974,979,983,987,991,995,999,1003,1007,1011,1015,1019,1023,1035,1040,1047,1052,1056,1060,1064,1068,1072,1076,1080,1086,1090,1095,1099,1103,1107,1111,1115,1120,1124,1128,1132,1137,1141,1145,1149,1153,1157,1161,1165,1169,1173,1177],{"_path":5,"title":6,"description":7,"date":519,"category":8,"tags":520,"series":521,"readingTime":522,"difficulty":523,"local":524,"platforms":525,"gpu":527},"2026-08-11",[10,11,12,13,14],"github-tech","4 min read","Easy",true,[526,12],"Web","None",{"_path":529,"title":530,"description":531,"date":519},"\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","8 月 11 日 AI 新聞摘要：Meta 推出 Muse Glimmer、Docker 發表 Agent sandbox，GitHub Copilot 與 Transformers 也有更新。",{"_path":16,"title":17,"description":18,"date":533,"category":19,"tags":534,"series":535,"readingTime":536,"difficulty":523,"local":524,"platforms":537,"gpu":527},"2026-08-10",[14,10,21,22,23],"ai-workflow","8 min read",[538,539,540],"macOS","Windows","Linux",{"_path":542,"title":543,"description":544,"date":533},"\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","8 月 10 日 AI 新聞摘要：Claude Code 自動模式、GitHub Models 退場、OpenChamber 與 LLM 實作方法成為焦點。",{"_path":546,"title":547,"description":548,"date":549},"\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","8 月 9 日 AI 新聞摘要：Prime Agent、Google skills 與 agent plugins 受到關注，OpenAI 與 APA 推進青少年心理健康研究。","2026-08-09",{"_path":551,"title":552,"description":553,"date":554},"\u002Fnews\u002F2026-08-08-ai-news-summary","自動 AI 新聞摘要：Cyber 能力、Copilot 評估與 WeatherNext","8 月 8 日 AI 新聞摘要：OpenAI 回應關鍵 cyber 能力，GitHub 擴充 Copilot code review 控制，DeepMind 推進 WeatherNext 氣旋預報。","2026-08-08",{"_path":25,"title":26,"description":27,"date":556,"category":19,"tags":557,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":559,"gpu":527},"2026-08-07",[10,21,29,22],"6 min read",[538,540,539,560],"FreeBSD",{"_path":562,"title":563,"description":564,"date":556},"\u002Fnews\u002F2026-08-07-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、Copilot 與推論服務","8 月 7 日 AI 新聞摘要：GPT-5.6 Sol 與 Luna 更新、ChatGPT 工作使用趨勢、Kimi K3 進入 GitHub Copilot、Baseten 加入 Hugging Face Inference Providers，以及 Datasette 新版。",{"_path":31,"title":32,"description":33,"date":566,"category":19,"tags":567,"series":521,"readingTime":568,"difficulty":569,"local":524,"platforms":570,"gpu":527},"2026-08-06",[10,29,22],"7 min read","Medium",[538,539,540],{"_path":572,"title":573,"description":574,"date":566},"\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","8 月 6 日 AI 新聞摘要：OpenAI 公開第三方資安評估，Google 回顧 7 月 AI 更新，Liquid AI 推出本地 agent 模型，LLM CLI 強化 reasoning 與 logging，測試中的 agent 行為也再次提醒權限邊界。",{"_path":576,"title":577,"description":578,"date":579},"\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","8 月 5 日 AI 新聞摘要：Mistral 推出 Shieldstral，OpenAI 公開第三方資安評估，GitHub 擴充 Copilot agent 控制，Liquid AI 推出本地 agent 模型，LLM CLI 也加入 reasoning 與 Responses 支援。","2026-08-05",{"_path":581,"title":582,"description":583,"date":584},"\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","8 月 4 日 AI 新聞摘要：OpenAI 分享即時語音系統，Cloudflare 談 Kimi 與 GLM 的大規模推論，ComfyUI 支援 MiniMax H3，openai-python 連續更新，企業設定也朝更細緻的團隊管理演進。","2026-08-04",{"_path":36,"title":37,"description":38,"date":586,"category":19,"tags":587,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":589,"gpu":527},"2026-08-03",[10,22,40,41],"5 min read",[538,539,540],{"_path":591,"title":592,"description":593,"date":586},"\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","8 月 3 日 AI 新聞摘要：AI 發展公開信持續引發討論，condense-json 與 Datasette 工具帶來更精簡的資料工作流，社群則再次提醒長 context 與 VLM 評估不能只看表面分數。",{"_path":595,"title":596,"description":597,"date":598},"\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","8 月 2 日 AI 新聞摘要：OpenAI 分享數學與理論電腦科學進展，ByteDance 推出 Seedance 2.5，openai-python 更新，npm 收緊 bypass-2FA token，開源社群也持續補齊 MCP 與模型評估工具。","2026-08-02",{"_path":600,"title":601,"description":602,"date":603},"\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","8 月 1 日 AI 新聞摘要：OpenAI 與 Anthropic 分別公開 AI 濫用與資安評估觀察，GitHub 更新企業模型政策與 Models 服務，DeepSeek V4 Flash 以及 stateless MCP 也帶來開發端的新訊號。","2026-08-01",{"_path":43,"title":44,"description":45,"date":605,"category":19,"tags":606,"series":521,"readingTime":522,"difficulty":523,"local":524,"platforms":607,"gpu":527},"2026-07-31",[10,47,29],[538],{"_path":609,"title":610,"description":611,"date":605},"\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","7 月 31 日 AI 新聞摘要：OpenAI 調整 GPT-5.6 的價格效能定位，Google DeepMind 推出 Gemini Robotics 2，GitHub 將 Copilot 的 agent skills 與 MCP 帶入 code review，LLM 工具也持續朝相容與本地服務演進。",{"_path":49,"title":50,"description":51,"date":613,"category":19,"tags":614,"series":521,"readingTime":522,"difficulty":523,"local":524,"platforms":615,"gpu":527},"2026-07-30",[10,22,53],[538],{"_path":617,"title":618,"description":619,"date":613},"\u002Fnews\u002F2026-07-30-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、Copilot Code Review 與 Agent 安全","7 月 30 日 AI 新聞摘要：OpenAI 發布 GPT-5.6 與學術研究方案，GitHub 將 Copilot code review 的 agent skills 和 MCP 推向正式上線，研究指出長 policy 文件難以可靠治理 agent，文件型 AI worm 也提醒 context 安全風險。",{"_path":55,"title":56,"description":57,"date":621,"category":19,"tags":622,"series":521,"readingTime":568,"difficulty":569,"local":524,"platforms":623,"gpu":527},"2026-07-29",[14,10,11,59,60,61,62,53],[538,539,540],{"_path":625,"title":626,"description":627,"date":621},"\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","7 月 29 日 AI 新聞摘要：OpenAI 推進 agentic scientific computing 與 Codex Security，Anthropic 用 Claude 尋找密碼學弱點，Google 擴充 Gemini API Managed Agents，GitHub 強化 Copilot 與供應鏈安全。",{"_path":64,"title":65,"description":66,"date":629,"category":19,"tags":630,"series":521,"readingTime":522,"difficulty":569,"local":524,"platforms":631,"gpu":527},"2026-07-28",[10,21,22,23],[538,539,540],{"_path":633,"title":634,"description":635,"date":629},"\u002Fnews\u002F2026-07-28-ai-news-summary","自動 AI 新聞摘要：Kimi-K3、Open Weights 與企業 Copilot 治理","7 月 28 日 AI 新聞摘要：Kimi-K3 登上 Hugging Face，Anthropic 發布開放權重立場，GitHub 強化 Copilot 企業政策管理，OpenAI 談 AI 與工作，Microsoft 與 NVIDIA 分別推進 cyber 與手術機器人模型。",{"_path":69,"title":70,"description":71,"date":637,"category":19,"tags":638,"series":521,"readingTime":588,"difficulty":569,"local":524,"platforms":639,"gpu":527},"2026-07-27",[14,10,21,22],[538],{"_path":641,"title":642,"description":643,"date":637},"\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","7 月 27 日 AI 新聞摘要：Kimi K3、Gemma、MiniMax 與 llama.cpp 的開放模型社群動態，Claude Code、OpenCode、Pi 的 agent harness 比較，以及 Terence Tao 對 AI 與數學的研究觀察。",{"_path":645,"title":646,"description":647,"date":648},"\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","7 月 26 日 AI 新聞摘要：Claude Opus 5 進入 GitHub Copilot，Anthropic 提出 Claude 5 世代的 context engineering 新規則，開放權重模型開始出現 Kubernetes 化部署趨勢，並有 SDK 與 Python 工具鏈更新。","2026-07-26",{"_path":74,"title":75,"description":76,"date":650,"category":19,"tags":651,"series":521,"readingTime":652,"difficulty":523,"local":524,"platforms":653,"gpu":527},"2026-07-25",[22,10],"3 min read",[539],{"_path":79,"title":80,"description":81,"date":655,"category":19,"tags":656,"series":657,"readingTime":568,"difficulty":569,"local":524,"platforms":658,"gpu":659},"2026-07-24",[83,10,21,84,22],"local-ai",[538,539,540],"Optional",{"_path":86,"title":87,"description":88,"date":655,"category":19,"tags":661,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":662,"gpu":527},[83,14,10,22,61,23],[538,539,540],{"_path":664,"title":665,"description":666,"date":655},"\u002Fnews\u002F2026-07-24-ai-news-summary","自動 AI 新聞摘要：ChatGPT Health、GitHub MCP 與 Copilot cloud agent","7 月 24 日 AI 新聞摘要：OpenAI 推出 Health in ChatGPT，GitHub 更新 MCP Server 並擴大 Copilot cloud agent，Hugging Face 將 Nunchaku 4-bit 擴散推論整合進 Diffusers，agent 的權限與安全也成為焦點。",{"_path":91,"title":92,"description":93,"date":668,"category":19,"tags":669,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":670,"gpu":527},"2026-07-23",[22,10,21],[538],{"_path":672,"title":673,"description":674,"date":668},"\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","7 月 23 日 AI 新聞摘要：OpenAI 擴大基礎設施與新聞業合作，GitHub 推出 Copilot 使用影響儀表板，Gemini 3.6 Flash 持續進入開發工作流，OpenAI 與 Anthropic Python SDK 也同步更新。",{"_path":96,"title":97,"description":98,"date":676,"category":19,"tags":677,"series":521,"readingTime":568,"difficulty":569,"local":524,"platforms":678,"gpu":527},"2026-07-22",[100,10,22,14,23],[538,539,540],{"_path":680,"title":681,"description":682,"date":676},"\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","7 月 22 日 AI 新聞摘要：OpenAI 與 Hugging Face 說明模型評估安全事件，Gemini 3.6 Flash 進入 GitHub Copilot，OpenAI 推出 ChatGPT small business program 並出現 ChatGPT ads 頁面，Google、Qwen、Poolside 持續更新模型，Claude Code 團隊談 agent 安全與系統提示。",{"_path":102,"title":103,"description":104,"date":684,"category":19,"tags":685,"series":521,"readingTime":558,"difficulty":569,"local":524,"platforms":686,"gpu":527},"2026-07-21",[10,22,23],[538,539,540],{"_path":688,"title":689,"description":690,"date":684},"\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","7 月 21 日 AI 新聞摘要：OpenAI 談 long-horizon model safety，GitHub 推出 AI credits 與 Code Quality 更新，Kimi Work 加入本地 agent 競爭，Cursor 討論 agent swarm economics，開源中國模型與本地推理工具鏈持續升溫。",{"_path":107,"title":108,"description":109,"date":692,"category":19,"tags":693,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":694,"gpu":527},"2026-07-20",[22,21],[538],{"_path":696,"title":697,"description":698,"date":692},"\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","7 月 20 日 AI 新聞摘要：Qwen 3.8 與 Kimi K3 讓開源模型競爭升溫，Moonshot AI 因需求暫停新訂閱，Hugging Face 社群討論 AI agent 事件應變，OpenAI Codex context 變更、Claude Code 採用 Rust 版 Bun，以及本地推理工程持續推進。",{"_path":700,"title":701,"description":702,"date":703},"\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","7 月 19 日 AI 新聞摘要：Claude Fable 5 將保留在高階訂閱方案，GitHub 擴充 Copilot usage metrics 與 code review 控制，OpenAI 持續推進 AI ROI 與 service account key 管理，Kimi K3 討論延燒，AI 生成內容揭露與 RAG 法規資料集也成為今天重點。","2026-07-19",{"_path":705,"title":706,"description":707,"date":708},"\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","7 月 18 日 AI 新聞摘要：OpenAI 提出 AI age scorecard，GitHub 擴充 Copilot usage metrics 與 code review 設定，OpenAI Python SDK 更新 project service account API key 管理，Kimi K3 與 open-source AI 討論持續升溫，Bonsai 27B 和 DeepSeek V4 Flash 顯示本地推理工程仍在快速推進。","2026-07-18",{"_path":112,"title":113,"description":114,"date":710,"category":19,"tags":711,"series":521,"readingTime":568,"difficulty":523,"local":524,"platforms":712,"gpu":659},"2026-07-17",[10,22,40,41],[539],{"_path":117,"title":118,"description":119,"date":710,"category":19,"tags":714,"series":521,"readingTime":715,"difficulty":523,"local":524,"platforms":716,"gpu":527},[53,10,22,121,21],"9 min read",[538],{"_path":718,"title":719,"description":720,"date":710},"\u002Fnews\u002F2026-07-17-ai-news-summary","自動 AI 新聞摘要：Kimi K3、LM Studio Bionic 與 Agent 產品化","7 月 17 日 AI 新聞摘要：Moonshot AI 發布 Kimi K3，LM Studio 推出 Bionic open-model agent，NotebookLM 更名為 Gemini Notebook，OpenAI 更新青少年安全與 Cars24 agent 案例，Hugging Face 公布安全事件並介紹 Nemotron 3 Embed，GitHub 開放 Xcode 27 runner preview。",{"_path":123,"title":124,"description":125,"date":722,"category":19,"tags":723,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":724,"gpu":527},"2026-07-16",[10,22,21],[539],{"_path":726,"title":727,"description":728,"date":722},"\u002Fnews\u002F2026-07-16-ai-news-summary","自動 AI 新聞摘要：Inkling、Grok Build 開源與 Agent 安全","7 月 16 日 AI 新聞摘要：Thinking Machines 推出 open-weights Inkling，xAI 開源 Grok Build，OpenAI 發布 GPT-Red 自動紅隊系統，Claude web fetch 外洩案例再次提醒 prompt injection 風險，GitHub 與 Hugging Face 也持續推進 Copilot、安全、agent 與模型路由工具。",{"_path":128,"title":129,"description":130,"date":730,"category":19,"tags":731,"series":535,"readingTime":522,"difficulty":523,"local":732,"platforms":733,"gpu":527},"2026-07-15",[83,14,22,121],false,[538],{"_path":133,"title":134,"description":135,"date":730,"category":19,"tags":735,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":736,"gpu":527},[10,22],[538],{"_path":738,"title":739,"description":740,"date":730},"\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","7 月 15 日 AI 新聞摘要：OpenAI 談 agentic era 的 AI 投資衡量，GitHub Copilot 更新 Visual Studio 信任層與安全檢測，Cursor 0day 引發 AI coding tool 風險討論，Bonsai 27B 主打手機可跑，多代理協作 benchmark 顯示長程協作仍困難。",{"_path":138,"title":139,"description":140,"date":742,"category":19,"tags":743,"series":521,"readingTime":558,"difficulty":569,"local":524,"platforms":744,"gpu":527},"2026-07-14",[10,22,21],[539],{"_path":746,"title":747,"description":748,"date":742},"\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","7 月 14 日 AI 新聞摘要：Latent Space 追蹤 Codex 使用量快速成長，Simon Willison 用 Datasette code-frequency chart 觀察 coding agents 對產出的影響，Mac\u002FiOS app 可在不開 Xcode 下由 agent 建置發布，Apple SpeechAnalyzer API 被拿來和 Whisper 比較，本地模型社群則持續推進開源 harness、e-waste GPU、Godot 內建 LLM、FP4 kernels 與 self-hosted voice。",{"_path":143,"title":144,"description":145,"date":750,"category":19,"tags":751,"series":521,"readingTime":522,"difficulty":523,"local":524,"platforms":752,"gpu":527},"2026-07-13",[10,22,53,40],[539],{"_path":754,"title":755,"description":756,"date":750},"\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","7 月 13 日 AI 新聞摘要：今天重點轉向 AI agent 的實際工程成本與透明度。Claude Code 與 OpenCode token overhead 被實測比較，Grok build CLI 的 wire-level analysis 引發工具權限討論，Terry Tao 展示 coding agents 如何重做舊 app，Automation Without Understanding 則提醒自動化若沒有理解會削弱專業判斷。",{"_path":758,"title":759,"description":760,"date":761},"\u002Fnews\u002F2026-07-12-ai-news-summary","自動 AI 新聞摘要：CodeQL、Mesh LLM 與本地推理工程","7 月 12 日 AI 新聞摘要：今天是模型發布後的安靜日，重點轉向 AI 工程與治理：GitHub CodeQL 加入 prompt injection detection，Copilot session 與 budget 管理持續補齊，Mesh LLM 探索分散式推理，Transformers patch 對齊 vLLM，本地 Qwen\u002Fllama.cpp 社群則繼續推進長上下文、GPU 配置與 Jacobian-Lens 工具。","2026-07-12",{"_path":148,"title":149,"description":150,"date":763,"category":19,"tags":764,"series":521,"readingTime":652,"difficulty":523,"local":524,"platforms":765,"gpu":527},"2026-07-11",[22,10],[538],{"_path":767,"title":768,"description":769,"date":763},"\u002Fnews\u002F2026-07-11-ai-news-summary","自動 AI 新聞摘要：GPT-5.6、ChatGPT Work 與 Agent 安全","7 月 11 日 AI 新聞摘要：OpenAI 發布 GPT-5.6、ChatGPT Work 與 Bio Bug Bounty，GitHub Copilot 導入 GPT-5.6 family 並更新 CodeQL prompt injection detection，AI 安全濫用、模型下架風險、Meta Muse Spark、本地 GLM 5.2 與開發工具治理也成為今天重點。",{"_path":153,"title":154,"description":155,"date":771,"category":19,"tags":772,"series":521,"readingTime":652,"difficulty":523,"local":524,"platforms":773,"gpu":527},"2026-07-09",[22,10],[538],{"_path":158,"title":159,"description":160,"date":771,"category":19,"tags":775,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":776,"gpu":527},[22,10],[539,538,540],{"_path":163,"title":164,"description":165,"date":771,"category":19,"tags":778,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":779,"gpu":527},[22,10],[539],{"_path":781,"title":782,"description":783,"date":771},"\u002Fnews\u002F2026-07-09-ai-news-summary","自動 AI 新聞摘要：GPT-Live、Coding Eval 與 Agent 安全","7 月 9 日 AI 新聞摘要：OpenAI 討論 coding evaluation 的信號與噪音並推出 GPT-Live，GitHub 持續強化 Copilot、Codex 與企業治理，Mistral 發布 Robostral Navigate，Microsoft Flint 瞄準 agent 圖表生成，Anthropic Fable、MCP 攻擊與 AI 輔助漏洞挖掘則把 agent 安全與評測可信度推到台前。",{"_path":168,"title":169,"description":170,"date":785,"category":19,"tags":786,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":787,"gpu":527},"2026-07-08",[53,10,22],[539,540,788],"Docker",{"_path":790,"title":791,"description":792,"date":785},"\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","7 月 8 日 AI 新聞摘要：Google Gemini API 擴充 managed agents，OpenAI 發布 AP+ 與 MUFG 企業案例，GitHub Copilot app 開放所有方案並強化企業治理，Rowboat、Davit、Pulpie、sqlite-utils 4.0、Jacobian Lens、DFlash、Gepard、mistral.rs 等消息顯示 agent 工作流、資料抽取與本地推理工程持續加速。",{"_path":173,"title":174,"description":175,"date":794,"category":19,"tags":795,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":796,"gpu":527},"2026-07-07",[53,10,22],[539,538,540],{"_path":798,"title":799,"description":800,"date":794},"\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","7 月 7 日 AI 新聞摘要：Anthropic 發表 language model global workspace 研究，HN 討論 GLM 5.2 與 AI margin collapse，AMD Ryzen AI Halo 開發套件、OfficeCLI、Pulpie、LeRobot v0.6.0、Hugging Face Kernels、Tencent Hy3、ThinkingCap-Qwen3.6、Pocket TTS 與 OpenComputer 都顯示 AI 正往 agent 工具鏈與本地推理工程深化。",{"_path":178,"title":179,"description":180,"date":802,"category":19,"tags":803,"series":657,"readingTime":558,"difficulty":569,"local":524,"platforms":804,"gpu":659},"2026-07-06",[83,10,84,41,22],[538,539,540],{"_path":806,"title":807,"description":808,"date":802},"\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","7 月 6 日 AI 新聞摘要：Dartmouth AI tutor 研究在 HN 引發討論，Simon Willison 記錄 Claude Fable 協助發布 sqlite-utils 4.0rc2，社群討論 LLM red-teaming 與本地 tool-use gating，OSS Insight 則看到 OpenWiki、codex-plugin-cc、Meetily、Strix、T3MP3ST、Page Agent、OpenMontage、codebase-memory-mcp 等 agent 與開發工具上榜。",{"_path":183,"title":184,"description":185,"date":810,"category":19,"tags":811,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":812,"gpu":527},"2026-07-05",[22],[538],{"_path":814,"title":815,"description":816,"date":810},"\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","7 月 5 日 AI 新聞摘要：HN 討論 Codex reasoning-token clustering 與 Claude Code session\u002Fcache leakage，Simon Willison 收錄 Better Models: Worse Tools 與 Codex 生成 500 bytes 世界地圖案例，LocalLLaMA 聚焦 DeepSeek V4 quantized KV cache、Qwen3.6 27B agentic coding、TabFM、local AI rig breakeven，OSS Insight 也看到 alibaba\u002Fpage-agent、codex-plugin-cc、codebase-memory-mcp 等 agent 工具上榜。",{"_path":188,"title":189,"description":190,"date":818,"category":19,"tags":819,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":820,"gpu":527},"2026-07-04",[22],[539],{"_path":822,"title":823,"description":824,"date":818},"\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","7 月 4 日 AI 新聞摘要：Hugging Face Transformers v5.13.0 加入 KimiK 2.5、2.6、2.7 架構支援，Simon Willison 討論 Open Source AI Gap Map 與 coding agent 判斷權，HN 社群討論 LLM coding workflow 與本地 SOTA LLM，LocalLLaMA 則聚焦 DeepSeek V4 Flash、Leanstral 1.5、LongCat 2、Amalia 9B 與本地硬體成本。",{"_path":193,"title":194,"description":195,"date":826,"category":19,"tags":827,"series":521,"readingTime":558,"difficulty":569,"local":524,"platforms":828,"gpu":829},"2026-07-03",[53,10,84,22],[539,538,540],"Vulkan-compatible GPU",{"_path":831,"title":832,"description":833,"date":826},"\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","7 月 3 日 AI 新聞摘要：Anthropic Python SDK 加入 agent memory beta header，GitHub Copilot 推出 agent session streaming、AI credit pools、GitHub Actions 免 PAT 與 usage metrics 改進，Manufact 登上 Launch HN 主打 MCP Cloud，Simon Willison 發布 llm-coding-agent 並用 DSPy 改進 Datasette Agent prompt，本地模型社群也在討論 DeepSeek V4 Flash 1M context、Gemma 4 語音與 WebGPU 加速。",{"_path":835,"title":836,"description":837,"date":838},"\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","7 月 2 日 AI 新聞摘要：GitHub Copilot 加入 Kimi K2.7 Code、vision、browser tools、AI credit session limits 與 enterprise managed settings，GitHub Models 確認 7 月 30 日全面退場，OpenAI 發布 ChatGPT adoption 數據，Hugging Face 與社群也出現 ScarfBench、Gemma 4 voice AI、SWE-rebench 與 ZCode 等 agent \u002F local model 討論。","2026-07-02",{"_path":198,"title":199,"description":200,"date":840,"category":19,"tags":841,"series":521,"readingTime":558,"difficulty":569,"local":524,"platforms":842,"gpu":527},"2026-07-01",[22,10],[538],{"_path":203,"title":204,"description":205,"date":840,"category":19,"tags":844,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":845,"gpu":527},[22],[538,539],{"_path":847,"title":848,"description":849,"date":840},"\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","7 月 1 日 AI 新聞摘要：Anthropic Python SDK 連續更新 Claude Sonnet 5 與 Managed Agents 能力，Claude Sonnet 5 登上 GitHub Copilot，OpenAI 發布 GeneBench-Pro 與 ChatGPT adoption 數據，GitHub 加入 code coverage merge protection、Copilot Agent for JetBrains 與 AI credit budgets，Hugging Face 也出現 ScarfBench agent migration benchmark。",{"_path":208,"title":209,"description":210,"date":851,"category":19,"tags":852,"series":535,"readingTime":588,"difficulty":523,"local":524,"platforms":853,"gpu":527},"2026-06-30",[22,11],[538],{"_path":855,"title":856,"description":857,"date":851},"\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","6 月 30 日 AI 新聞摘要：Anthropic Python SDK 新增 web fetch 與 tools 支援，Ornith-1.0 主打 self-scaffolding agentic coding，Qwen 3.6 被視為本地開發甜蜜點，GitHub Copilot 預覽 Claude Opus 4.8 fast mode，OpenAI 發布歐洲 AI 工作轉型報告，LocalLLaMA 也關注 NASA 本地推論與 DeepSeek V4 進入 llama.cpp。",{"_path":859,"title":860,"description":861,"date":851},"\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","Cursor 發表原生 iOS app，讓開發者可以從手機啟動 Cloud Agent、遠端控制本機 Agent、看影片 demo、用語音與截圖回饋任務，甚至在手機上審查程式碼並合併 PR。",{"_path":213,"title":214,"description":215,"date":863,"category":19,"tags":864,"series":865,"readingTime":866,"difficulty":569,"local":524,"platforms":867,"gpu":527},"2026-06-29",[83,14,10,21,217,61],"ai-agent","10 min read",[538,539,540],{"_path":869,"title":870,"description":871,"date":863},"\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","6 月 29 日 AI 新聞摘要：OpenAI GPT-5.6 Sol 的有限預覽與美國政府審查持續被討論，Z.ai GLM-5.2 開源權重引發資安與開發者社群關注，GitHub Copilot code review 更新檔案探索能力，Hugging Face 也持續整理 vLLM Jobs、hybrid model token prediction 等推論與模型架構議題。",{"_path":219,"title":220,"description":221,"date":873,"category":222,"tags":874,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":875,"gpu":527},"2026-06-28",[10,29,22],[539,538,540,876,877,526],"iOS","Android",{"_path":879,"title":880,"description":881,"date":873},"\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","6 月 28 日 AI 新聞摘要：OpenAI GPT-5.6 Sol 持續引發技術與治理討論，Mythos 受限後亞洲 AI 新創推出類似模型，資安社群討論 post-Mythos 風險，DeepSeek 發布 DSpark speculative decoding 論文，Hugging Face 也整理 vLLM Jobs 與 hybrid model token prediction。",{"_path":225,"title":226,"description":227,"date":883,"category":19,"tags":884,"series":521,"readingTime":558,"difficulty":569,"local":524,"platforms":885,"gpu":527},"2026-06-27",[10,29,22,23],[539,538,540,526],{"_path":887,"title":888,"description":889,"date":883},"\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","6 月 27 日 AI 新聞摘要：OpenAI 預覽 GPT-5.6 Sol，前沿模型存取治理引發討論，Anthropic Mythos 傳出限定 trusted partners，GitHub Copilot 加入 MAI-Code-1-Flash 與 Desktop 深度整合，開源社群也出現模型路由、本地長上下文、audio.cpp 與 agent cybersecurity skills 等更新。",{"_path":230,"title":231,"description":232,"date":891,"category":19,"tags":892,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":893,"gpu":527},"2026-06-26",[10,40,22],[539,538,540],{"_path":895,"title":896,"description":897,"date":891},"\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","6 月 26 日 AI 新聞摘要：OpenAI 發布 agents 如何改變工作的研究觀察，GitHub Copilot code review 更新分析效率，Actions 支援 parallel steps，Hugging Face 推出一行指令啟動 vLLM Server，開源社群也出現 OpenKnowledge、Agent-Reach、Orca 與 Headroom 等 agent 工具。",{"_path":235,"title":236,"description":237,"date":899,"category":19,"tags":900,"series":657,"readingTime":568,"difficulty":569,"local":524,"platforms":901,"gpu":902},"2026-06-25",[83,10,40,84],[539,538,540],"Optional GPU",{"_path":904,"title":905,"description":906,"date":899},"\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","6 月 25 日 AI 新聞摘要：OpenAI 與 Broadcom 推出 LLM 推論晶片，Google 將 computer use 帶進 Gemini 3.5 Flash，Qualcomm 收購 Modular，GitHub 調整 Copilot 模型選擇，開源社群也出現 Krea 2、OpenMontage 與 codebase-memory-mcp 等工具更新。",{"_path":240,"title":241,"description":242,"date":908,"category":19,"tags":909,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":910,"gpu":527},"2026-06-24",[10,22,121],[538,539,540],{"_path":912,"title":913,"description":914,"date":908},"\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","6 月 24 日 AI 新聞摘要：OpenAI 推動 advanced AI 共享標準並展示 GPT-5 科學應用，GitHub Copilot CLI 正式上線，Hugging Face 出現 agentic app 與長文件 OCR 相關更新，開發者社群也在討論 AI coding 的維護成本。",{"_path":916,"title":917,"description":918,"date":908},"\u002Fnews\u002Faside","Aside AI Browser 發布：主打 SOTA Browser Agent 與本地工作流","Aside 是一款剛發布的 AI browser，官方主打 browser agent 能力，並宣稱在 Online-Mind2Web、BU-Bench-V1、Odysseys 三個 benchmark 排名第一。我實際試用後，最直接的感受是 UI 精緻，登入 ChatGPT 後使用似乎是吃 Codex 額度，而不是一般 ChatGPT 對話額度。",{"_path":245,"title":246,"description":247,"date":920,"category":19,"tags":921,"series":535,"readingTime":588,"difficulty":569,"local":524,"platforms":922,"gpu":527},"2026-06-23",[83,14,10,121,21],[538,540],{"_path":924,"title":925,"description":926,"date":920},"\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","6 月 23 日 AI 新聞摘要：OpenAI 推出 Daybreak 與 Patch the Planet，Samsung 導入 ChatGPT 與 Codex，GitHub 在 JetBrains IDEs 預覽 Claude agent provider，研究社群也在討論 prompt injection 與小模型推理。",{"_path":250,"title":251,"description":252,"date":928,"category":19,"tags":929,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":930,"gpu":527},"2026-06-22",[10,22],[538],{"_path":255,"title":256,"description":257,"date":932,"category":19,"tags":933,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":934,"gpu":527},"2026-06-21",[10,22,47],[539,538,540],{"_path":260,"title":261,"description":262,"date":936,"category":222,"tags":937,"series":521,"readingTime":558,"difficulty":569,"local":524,"platforms":938,"gpu":527},"2026-06-20",[10,22],[538],{"_path":265,"title":266,"description":267,"date":940,"category":19,"tags":941,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":942,"gpu":527},"2026-06-19",[10,22],[539],{"_path":270,"title":271,"description":272,"date":940,"category":19,"tags":944,"series":535,"readingTime":522,"difficulty":523,"local":524,"platforms":945,"gpu":527},[61,121,22,83],[538,539],{"_path":275,"title":276,"description":277,"date":947,"category":19,"tags":948,"series":521,"readingTime":588,"difficulty":523,"local":524,"platforms":949,"gpu":527},"2026-06-18",[10,22,40],[538,539,540],{"_path":280,"title":281,"description":282,"date":951,"category":19,"tags":952,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":953,"gpu":527},"2026-06-17",[83,61,284,21,10,22],[538,540],{"_path":955,"title":956,"description":957,"date":951},"\u002Fnews\u002Fcursor-news","今日 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Halo 開發者平台（售價 3,999 美元），配備 16 核心 Zen 5、40-CU 的 Radeon 8060S GPU 與 128GB LPDDR5x 統一記憶體，為本地端 Agentic 工作流提供全新選擇。",{"_path":296,"title":297,"description":298,"date":975,"category":19,"tags":976,"series":865,"readingTime":568,"difficulty":569,"local":732,"platforms":977,"gpu":527},"2026-06-14",[83,41,300],[526,978],"API",{"_path":980,"title":981,"description":982,"date":975},"\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","Google 與 Hugging Face 聯合展示桌面機器人 Reachy Mini 搭載本地執行的 Gemma 4 模型，進行即時語音與視覺互動。299 美元起，開源、本地隱私與實體 AI 助手正式走入現實。",{"_path":302,"title":303,"description":304,"date":984,"category":222,"tags":985,"series":521,"readingTime":588,"difficulty":523,"local":732,"platforms":986,"gpu":527},"2026-06-13",[306,307,308,309,310,60],[526],{"_path":988,"title":989,"description":990,"date":984},"\u002Fnews\u002Fthetop","今日 AI 早報：SpaceX 上市，Elon Musk 成為史上首位兆元富豪","隨著 SpaceX 完成史上最大 IPO 之一，估值突破 2 兆美元，創辦人 Elon Musk 的個人身價也正式突破 1.1 兆美元，成為人類歷史上第一位兆元富豪。",{"_path":312,"title":313,"description":314,"date":992,"category":222,"tags":993,"series":521,"readingTime":558,"difficulty":523,"local":524,"platforms":994,"gpu":527},"2026-06-12",[10,29,22],[539,538,540,876,877],{"_path":996,"title":997,"description":998,"date":992},"\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","Oracle 針對 PeopleSoft PeopleTools 漏洞 CVE-2026-35273 發出緊急安全警報。這個可遠端、免驗證利用的高危漏洞，已被外部研究與媒體指向與大規模入侵事件有關。",{"_path":317,"title":318,"description":319,"date":1000,"category":19,"tags":1001,"series":657,"readingTime":536,"difficulty":569,"local":524,"platforms":1002,"gpu":527},"2026-06-11",[84,83,10,300,22,14],[538,539,540],{"_path":322,"title":323,"description":324,"date":1004,"category":222,"tags":1005,"series":657,"readingTime":522,"difficulty":523,"local":524,"platforms":1006,"gpu":527},"2026-06-10",[41,326,84,10],[538,539,540],{"_path":1008,"title":1009,"description":1010,"date":1004},"\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","Google DeepMind 宣佈啟動歐洲機器人加速器計畫，選出 15 家涵蓋建築、醫療、海洋及廢棄物回收的具體實作新創，提供三個月的導師輔導與 AI 技術支援。",{"_path":328,"title":329,"description":330,"date":1012,"category":19,"tags":1013,"series":865,"readingTime":588,"difficulty":569,"local":524,"platforms":1014,"gpu":527},"2026-06-09",[83,14,10,11],[21,526],{"_path":333,"title":334,"description":335,"date":1016,"category":19,"tags":1017,"series":865,"readingTime":558,"difficulty":523,"local":524,"platforms":1018,"gpu":527},"2026-06-08",[83,14,10],[538,539,540],{"_path":1020,"title":1021,"description":1022,"date":1016},"\u002Fnews\u002Fapplewwdc","今日 AI 早報：Apple 發表全新 Apple Intelligence 與 Siri AI","Apple 於全球開發者大會 (WWDC) 上推出新一代 Apple Intelligence 與 Siri AI，全面提升智慧助理 Siri 的系統整合度，並迎來 iOS 27 等各系統效能升級與強大的家長監護功能。",{"_path":1024,"title":1025,"description":1026,"date":1016,"tags":1027},"\u002Fnews\u002Fy-zipper","MIT 的可變剛性結構 Y-Zipper：讓布料變鋼板的「三向拉鍊」","MIT 研究團隊發表 Y-Zipper 可變剛性結構，透過 3D 列印製造、拉鍊鎖定機制，實現從柔軟布料到剛性支撐的切換，有望應用於帳篷、醫療裝置、軟體機器人與太空展開結構。",[1028,1029,1030,1031,1032,1033,1034],"MIT","材料科學","3D 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