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Show HN 介绍开源工具 dontallow，一个用 Swift 编写的 macOS 代理，可自动点击拒绝反复出现的"允许应用在本地网络中查找设备"提示，并支持暂停、允许列表和规则解码等功能。
Google Devs highlights how Move Cars uses Google Antigravity to let AI agents run autonomously and ship fully tested production features in a single day while developers retain full control.
A developer asks what others now pay per 1,000 web search API queries after a free search API broke and a self-hosted SearXNG setup kept getting Google/Bing suspended for captchas.
Faylee launches a debugging tool that records screen, console, network requests, and clicks on one timeline, sharing them as a single link that can be fed to coding agents like Claude Code, Codex, or Cursor via its MCP server to auto-fix bugs.
SVPino shares Serro, a platform for engineering and project managers that serves as a central hub for people and AI agents to coordinate work. It aggregates data from tools like Slack, GitHub, and Linear, tracks decisions and progress, answers questions about changes, and converts meeting outcomes into actions to keep coding agents on track.
Phorge is an open-source, self-hosted code review and software development management platform, a community fork of Phabricator. The page content here is just the site's bot-protection (Anubis Proof-of-Work) landing screen rather than an actual announcement.
sitesolide 是一个免费开源（MIT）的部署工具，可让你用 Claude Code 或 Cursor 等工具生成的应用一键部署到自己的服务器上，自动配置 HTTPS 和独立域名，并支持应用间隔离与访问控制。
LangChain 宣布 Managed Deep Agents 现已支持浏览器操作，可在无 API 的网站上执行任务（如预订、UI 端到端测试），并支持人工接管浏览器完成登录后再交还给智能体继续执行。
A developer shares how autopilot-approving an AI agent's prompts led to accidentally sending a broken newsletter, and discusses trade-offs between agent permission setups like allowlists, plan-based approvals, and sandboxed containers.
NetBSD has introduced atto, a new beginner-friendly text editor aimed at making the operating system more approachable for newcomers.
The author of where-are-we (a CLI that builds repository maps for coding agents) wrote and merged an extension for HOL Guard, an open-source local firewall that lets read-only calls pass without prompting while pausing repo writes, tracker calls, and high-risk hook installations to give developers control over what their agents can do.
Matt Pocock shares his 'Skills for Real Engineers' repository of small, composable agent skills for coding tools like Claude Code, Codex, Copilot, and Gemini CLI, joking about merging a bug fix with an adjective in 2026.
A comparison of seven popular LLM evaluation tools, split between in-code libraries (promptfoo, DeepEval, Ragas) and tracing/experiment platforms (Langfuse, Arize Phoenix, LangSmith, Braintrust), with guidance on when to use each.
diff-tour launches to help developers read and understand AI-written code like a senior engineer, now featured on Product Hunt.
iSurge is a macOS activity monitor that displays live stats at the notch, offering per-app volume/mic control, disk cleanup, an uninstaller, dev tools for ports, projects and Homebrew, plus a focus timer and Keep Awake. It is a one-time purchase with no account required.
Shopify unveiled its internal AI infrastructure, Remote Dev: 61% of mobile PRs that were ultimately merged were completed independently by an AI agent in Slack. With development environments moved to the cloud, developers only need to assign tasks in Slack.
GitHub Copilot Fusion 是一款能自动挑选并组合多个模型的 AI 编码代理，旨在为开发者提供更智能的代码辅助体验。
A report claims Claude Code wastes roughly 15–20% of tokens simply rendering a 3-word status line, raising concerns about hidden token overhead in AI coding tools.
The article introduces a toolchain for design workflows centered on Claude Code, with a focus on Graphify—which can turn any folder into a knowledge graph. Combined with tools such as Figma MCP, Playwright MCP, and impeccable, it helps AI-generated web pages break free from cookie-cutter designs.
作者因不满现有 AI agent 的空谈表现，开始构建免费开源的轻量级自主 agent「Binary AI」，并分享了速率限制、自主性边界与免费可持续性等开发挑战，现寻求社区测试反馈。