AI、開源工具、Local AI、開發者實測與科技新聞 https://blog.shuochen.me zh-TW 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。 https://blog.shuochen.me/news/2026-07-24-ai-news-summary https://blog.shuochen.me/news/2026-07-24-ai-news-summary Fri, 24 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/zed https://blog.shuochen.me/articles/zed Fri, 24 Jul 2026 00:00:00 GMT AI & Tools July 24 AI news brief: OpenAI launches Health in ChatGPT, GitHub updates its MCP Server and expands Copilot cloud agents, Hugging Face brings Nunchaku 4-bit diffusion inference to Diffusers, and agent permissions and safety remain central concerns. https://blog.shuochen.me/en/news/2026-07-24-ai-news-summary https://blog.shuochen.me/en/news/2026-07-24-ai-news-summary Fri, 24 Jul 2026 00:00:00 GMT News I recently moved a project into Zed and found it surprisingly pleasant to use. It feels responsive, and it can bring ChatGPT, Codex, and MCP into the same workspace without asking me to abandon VS Code. https://blog.shuochen.me/en/articles/zed https://blog.shuochen.me/en/articles/zed Fri, 24 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-23-ai-news-summary https://blog.shuochen.me/news/2026-07-23-ai-news-summary Thu, 23 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/whatcable https://blog.shuochen.me/articles/whatcable Thu, 23 Jul 2026 00:00:00 GMT AI & Tools July 23 AI news brief: OpenAI expands infrastructure and newsroom initiatives, GitHub adds a Copilot impact dashboard, Gemini 3.6 Flash continues into developer workflows, and the OpenAI and Anthropic Python SDKs both ship updates. https://blog.shuochen.me/en/news/2026-07-23-ai-news-summary https://blog.shuochen.me/en/news/2026-07-23-ai-news-summary Thu, 23 Jul 2026 00:00:00 GMT News WhatCable is a macOS menu-bar app that reads the negotiated state of USB-C cables, ports, and connected devices. In my test it surfaced USB4/Thunderbolt at 40 Gbps, 240W capability, an e-marker, and 4K 144Hz display details. https://blog.shuochen.me/en/articles/whatcable https://blog.shuochen.me/en/articles/whatcable Thu, 23 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-22-ai-news-summary https://blog.shuochen.me/news/2026-07-22-ai-news-summary Wed, 22 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/dbx https://blog.shuochen.me/articles/dbx Wed, 22 Jul 2026 00:00:00 GMT AI & Tools July 22 AI news brief: OpenAI and Hugging Face address a model-evaluation security incident, Gemini 3.6 Flash enters GitHub Copilot, OpenAI launches a ChatGPT small business program and surfaces a ChatGPT ads page, while Google, Qwen, Poolside, and Claude Code updates keep the model and agent platform race moving. https://blog.shuochen.me/en/news/2026-07-22-ai-news-summary https://blog.shuochen.me/en/news/2026-07-22-ai-news-summary Wed, 22 Jul 2026 00:00:00 GMT News DBX is an open-source database client with an approximately 20 MB desktop installer. I connected it to Supabase and explored its multi-database workflow, editor themes, AI assistant, and MCP integration. https://blog.shuochen.me/en/articles/dbx https://blog.shuochen.me/en/articles/dbx Wed, 22 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-21-ai-news-summary https://blog.shuochen.me/news/2026-07-21-ai-news-summary Tue, 21 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/openlogi https://blog.shuochen.me/articles/openlogi Tue, 21 Jul 2026 00:00:00 GMT AI & Tools July 21 AI news brief: OpenAI discusses long-horizon model safety, GitHub adds AI credits and Code Quality updates, Kimi Work enters the local agent race, Cursor explores agent swarm economics, and open-weight Chinese models plus local inference tooling keep gaining momentum. https://blog.shuochen.me/en/news/2026-07-21-ai-news-summary https://blog.shuochen.me/en/news/2026-07-21-ai-news-summary Tue, 21 Jul 2026 00:00:00 GMT News OpenLogi is a local, open-source tool for selected Logitech HID++ peripherals, with button, DPI, and SmartShift controls. This guide covers Homebrew, macOS permissions, and one HID transport error; Windows worked directly after installation in my test. https://blog.shuochen.me/en/articles/openlogi https://blog.shuochen.me/en/articles/openlogi Tue, 21 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-20-ai-news-summary https://blog.shuochen.me/news/2026-07-20-ai-news-summary Mon, 20 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/mos https://blog.shuochen.me/articles/mos Mon, 20 Jul 2026 00:00:00 GMT AI & Tools July 20 AI news brief: Qwen 3.8 and Kimi K3 intensify open model competition, Moonshot AI pauses new subscriptions due to demand, the Hugging Face community discusses AI-agent incident response, OpenAI Codex context changes, Claude Code adopts Rust-based Bun, and local inference engineering keeps advancing. https://blog.shuochen.me/en/news/2026-07-20-ai-news-summary https://blog.shuochen.me/en/news/2026-07-20-ai-news-summary Mon, 20 Jul 2026 00:00:00 GMT News Mos is a free macOS mouse utility that turns the step-by-step feel of an external mouse wheel into smooth motion. It also supports independent scroll direction and per-app scrolling profiles. https://blog.shuochen.me/en/articles/mos https://blog.shuochen.me/en/articles/mos Mon, 20 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-19-ai-news-summary https://blog.shuochen.me/news/2026-07-19-ai-news-summary Sun, 19 Jul 2026 00:00:00 GMT News July 19 AI news brief: Claude Fable 5 stays in higher-tier subscriptions, GitHub expands Copilot usage metrics and code review controls, OpenAI continues pushing AI ROI and service account key management, Kimi K3 discussion continues, and AI content disclosure plus regulatory RAG datasets become key themes. https://blog.shuochen.me/en/news/2026-07-19-ai-news-summary https://blog.shuochen.me/en/news/2026-07-19-ai-news-summary Sun, 19 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/news/2026-07-18-ai-news-summary https://blog.shuochen.me/news/2026-07-18-ai-news-summary Sat, 18 Jul 2026 00:00:00 GMT News July 18 AI news brief: OpenAI proposes an AI age scorecard, GitHub expands Copilot usage metrics and code review configuration, OpenAI Python SDK adds project service account API key management, Kimi K3 and open-source AI discussion continue, and Bonsai 27B plus DeepSeek V4 Flash show local inference engineering moving quickly. https://blog.shuochen.me/en/news/2026-07-18-ai-news-summary https://blog.shuochen.me/en/news/2026-07-18-ai-news-summary Sat, 18 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/news/2026-07-17-ai-news-summary https://blog.shuochen.me/news/2026-07-17-ai-news-summary Fri, 17 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/lively-wallpaper https://blog.shuochen.me/articles/lively-wallpaper Fri, 17 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/articles/trex-ocr https://blog.shuochen.me/articles/trex-ocr Fri, 17 Jul 2026 00:00:00 GMT AI & Tools July 17 AI news brief: Moonshot AI releases Kimi K3, LM Studio introduces Bionic for open-model agents, NotebookLM becomes Gemini Notebook, OpenAI updates teen safety and the Cars24 agent case study, Hugging Face discloses a security incident and highlights Nemotron 3 Embed, and GitHub opens the Xcode 27 runner preview. https://blog.shuochen.me/en/news/2026-07-17-ai-news-summary https://blog.shuochen.me/en/news/2026-07-17-ai-news-summary Fri, 17 Jul 2026 00:00:00 GMT News My hands-on look at Lively Wallpaper, a free and open-source Windows live-wallpaper app. It accepts videos, GIFs, web pages, and URLs, supports audio visualizers, and can pause wallpapers automatically for full-screen apps. https://blog.shuochen.me/en/articles/lively-wallpaper https://blog.shuochen.me/en/articles/lively-wallpaper Fri, 17 Jul 2026 00:00:00 GMT AI & Tools My hands-on review of TRex, an open-source macOS OCR tool that puts selected screen text straight into the clipboard. It also reads QR codes, supports Raycast, global shortcuts, CLI, Shortcuts, and Watch Mode. https://blog.shuochen.me/en/articles/trex-ocr https://blog.shuochen.me/en/articles/trex-ocr Fri, 17 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-16-ai-news-summary https://blog.shuochen.me/news/2026-07-16-ai-news-summary Thu, 16 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/translucenttb https://blog.shuochen.me/articles/translucenttb Thu, 16 Jul 2026 00:00:00 GMT AI & Tools July 16 AI news brief: Thinking Machines introduces the open-weights Inkling model, xAI open-sources Grok Build, OpenAI publishes GPT-Red for automated red teaming, a Claude web fetch exfiltration case highlights prompt injection risk, and GitHub plus Hugging Face keep advancing Copilot, security, agents, and model routing. https://blog.shuochen.me/en/news/2026-07-16-ai-news-summary https://blog.shuochen.me/en/news/2026-07-16-ai-news-summary Thu, 16 Jul 2026 00:00:00 GMT News TranslucentTB is a free, open-source Windows taskbar utility that uses only a few MB of memory and almost no CPU. It switches between transparent, blurred, acrylic, and normal taskbar styles. I keep the normal style for maximized windows and blur for everything else, which balances readability with a cleaner desktop. https://blog.shuochen.me/en/articles/translucenttb https://blog.shuochen.me/en/articles/translucenttb Thu, 16 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-15-ai-news-summary https://blog.shuochen.me/news/2026-07-15-ai-news-summary Wed, 15 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/heyclicky https://blog.shuochen.me/articles/heyclicky Wed, 15 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/articles/mac-stats https://blog.shuochen.me/articles/mac-stats Wed, 15 Jul 2026 00:00:00 GMT AI & Tools July 15 AI news brief: OpenAI discusses AI investment metrics for the agentic era, GitHub updates Copilot trust and security workflows, a Cursor 0day debate highlights AI coding-tool risk, Bonsai 27B targets phones, and a multi-agent benchmark shows long-horizon coordination is still hard. https://blog.shuochen.me/en/news/2026-07-15-ai-news-summary https://blog.shuochen.me/en/news/2026-07-15-ai-news-summary Wed, 15 Jul 2026 00:00:00 GMT News HeyClicky is an AI assistant that lives beside your macOS cursor. It combines screen context with voice commands; here are my quick test results, free-tier limit, and multi-monitor issue. https://blog.shuochen.me/en/articles/heyclicky https://blog.shuochen.me/en/articles/heyclicky Wed, 15 Jul 2026 00:00:00 GMT AI & Tools Stats is a free, open-source macOS menu bar system monitor. I tested its installation, default menu bar layout, and CPU and memory panels for keeping an eye on CPU, RAM, network, and SSD activity. https://blog.shuochen.me/en/articles/mac-stats https://blog.shuochen.me/en/articles/mac-stats Wed, 15 Jul 2026 00:00:00 GMT AI & Tools 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/iOS 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。 https://blog.shuochen.me/news/2026-07-14-ai-news-summary https://blog.shuochen.me/news/2026-07-14-ai-news-summary Tue, 14 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/winhance https://blog.shuochen.me/articles/winhance Tue, 14 Jul 2026 00:00:00 GMT AI & Tools July 14 AI news brief: Latent Space tracks rapid Codex usage growth, Simon Willison uses Datasette code-frequency charts to examine coding-agent impact, Mac and iOS apps can be built and shipped without opening Xcode, Apple's SpeechAnalyzer API is benchmarked against Whisper, and the local model community keeps pushing open harnesses, e-waste GPUs, Godot-hosted LLMs, FP4 kernels, and self-hosted voice. https://blog.shuochen.me/en/news/2026-07-14-ai-news-summary https://blog.shuochen.me/en/news/2026-07-14-ai-news-summary Tue, 14 Jul 2026 00:00:00 GMT News A hands-on look at Winhance's one-line PowerShell install, Traditional Chinese interface, and batch removal flow for built-in Windows apps. It brings debloating, system tweaks, and external app installs into one GUI. https://blog.shuochen.me/en/articles/winhance https://blog.shuochen.me/en/articles/winhance Tue, 14 Jul 2026 00:00:00 GMT AI & Tools 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。 https://blog.shuochen.me/news/2026-07-13-ai-news-summary https://blog.shuochen.me/news/2026-07-13-ai-news-summary Mon, 13 Jul 2026 00:00:00 GMT News 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。 https://blog.shuochen.me/articles/file-converter https://blog.shuochen.me/articles/file-converter Mon, 13 Jul 2026 00:00:00 GMT AI & Tools July 13 AI news brief: today focuses on the real engineering cost and transparency of AI agents. Claude Code and OpenCode token overhead are measured, a wire-level analysis of Grok build CLI raises tool-permission questions, Terry Tao shows how coding agents can rebuild small apps, and Automation Without Understanding warns that automation without expertise can weaken judgment. https://blog.shuochen.me/en/news/2026-07-13-ai-news-summary https://blog.shuochen.me/en/news/2026-07-13-ai-news-summary Mon, 13 Jul 2026 00:00:00 GMT News File Converter is an open-source file conversion tool integrated into the Windows Explorer context menu. I tested converting PNG and JPG images to WebP: no main app to open, just right-click the files. It also supports video, audio, and more image formats. https://blog.shuochen.me/en/articles/file-converter https://blog.shuochen.me/en/articles/file-converter Mon, 13 Jul 2026 00:00:00 GMT AI & Tools 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/llama.cpp 社群則繼續推進長上下文、GPU 配置與 Jacobian-Lens 工具。 https://blog.shuochen.me/news/2026-07-12-ai-news-summary https://blog.shuochen.me/news/2026-07-12-ai-news-summary Sun, 12 Jul 2026 00:00:00 GMT News July 12 AI news brief: after the recent model-release wave, attention shifts to AI engineering and governance. GitHub CodeQL adds prompt injection detection, Copilot sessions and budgets get more management hooks, Mesh LLM explores distributed inference, Transformers patches for vLLM, and the local Qwen/llama.cpp community keeps pushing long context, GPU setups, and Jacobian-Lens tooling. https://blog.shuochen.me/en/news/2026-07-12-ai-news-summary https://blog.shuochen.me/en/news/2026-07-12-ai-news-summary Sun, 12 Jul 2026 00:00:00 GMT News