如今，Claude Code、Cursor、Codex 等 AI 编程助手，已经逐渐成了开发者的日常标配。写代码、改 Bug、补测试、读文档，甚至从零实现一个功能模块，AI 都能参与其中。 但高频使用后，很多开发者会发现 AI 编程助手虽然好用，但并不总是“可靠”。 比如，在 Claude Code 里精心调好的工作流、技能和规则，换到 Cursor 或 Codex 里，往往就失效了。 更麻烦的是 ...

Spec Driven Development（SDD）颠倒了“规格与代码”的传统关系。在过去，spec 只是一个起始文档：你写好、传阅，然后随着代码库增长，它逐步与现实脱节。三个月后没人再看；六个月后它变成考古材料。 如果你用 Copilot、Claude Code 或 Gemini CLI 进行过足够多的结对 ...

Supply chain chaos, old bugs, smarter phishing, and botnets everywhere — here’s what broke the internet this week.

DCI lets AI agents search raw files with grep and bash instead of embeddings — boosting accuracy 11 points and cutting ...

Learn why CCleaner is useless on Linux and macOS and the 5 commands to keep your Linux system clean, plus what macOS users ...

Google’s Project Zero demonstrates a new zero-click exploit for the Pixel 10 phones, showing a full escalation from remote to kernel without user interaction. During the investigation Project Zero ...

Today, I’m pleased to introduce something I’ve been working on for the past six months: Shortcuts Playground, a plugin for ...

A token leaks. A bad package slips in. A login trick works. An old tool shows up again. At first, it feels like the usual mess. Then you see the pattern: attackers are not always breaking in. They are ...

Matthew Goslett’s storied career began with IRC, dial-up Internet, and a fascination with how messages travelled between ...

Storm-2949 turned stolen credentials into a cloud-wide breach, moving from identity compromise to large-scale data theft ...

Fox Tempest is a financially motivated threat actor operating a malware‑signing‑as‑a‑service (MSaaS) used by other ...

如果你对 TikTok 的认知还停留在“刷视频”或“偶尔发一条”，这篇深度实战指南可能会颠覆你的三观。这不仅仅是一篇教你如何写代码的教程，更是一套完整的数字资产流水线搭建实录。作者以极低成本的硬件（5美元的VPS）和一套名为 Hermes Agent ...