今日必看

从可复用到可再生：重新思考共享 UI 组件库

Improving Deep Agents with harness engineering

Harness engineering improved LangChain's coding agent from Top 30 to Top 5 on Terminal Bench using self-verification, tracing, and context optimization.

Open SWE: An Open-Source Framework for Internal Coding Agents

Built on Deep Agents and LangGraph, Open SWE provides the core architectural components for internal coding agents.

Show HN: Parsimony – an open-source benchmark for how much code AI models add

Existing benchmarks measure solve rate and token output/cost, but don't punish excess code, which makes a codebase harder to work with in the long term. I wanted to measure this since it matters most for long-term projects. Method: it takes the patches that benchmarks already pub

Pluto Security raises $42M as AI gives enterprise security teams a new headache

The problem with giving everyone in a company access to AI tools is that people will use them in unexpected ways. And that fact is steadily seeding fears that companies now have new, gaping security holes in their systems or, at least, will soon.

The Four Colour Theorem: The first time machines mogged mathematicians

Show HN: Guitoro, a virtual guitar you strum with your keyboard

Guitoro is a free browser guitar using recordings of real instruments. You can strum with your keyboard, mouse, or touchscreen, choose acoustic, classical, electric guitar or bass, and see chord fingering and each stroke. Song practice can be slowed to 20%, and there are free cho

Google Play now lets anyone build private, vibe-coded apps that run on Android

Google is making it easier to build and use personal Android apps created with AI, without having to make them available to everyone on the Play Store.

Google makes it easier to launch your vibe-coded apps

The next time you vibe-code a custom app with Google's AI Studio, you won't have to connect your phone to a computer to install it. On Tuesday, Google announced a new feature in the US that will allow you to launch personal apps directly through the Play Store. Google first launc

Anonymous organization-level registries for Dependabot

You can now select Anonymous as the authentication method for an organization-level private registry. Use it for registries that Dependabot can reach without credentials, such as an internal package mirror that allows anonymous reads. On github.com, Dependabot update jobs can onl

Cursor 使用基于 S3 的 WAL，将 Git 存储扩展到每秒 300 多次 Push

A plea not to use uv-build

Introducing Microsoft’s latest custom chip: Maia 300

Tags: Product development Technology The post Introducing Microsoft’s latest custom chip: Maia 300 appeared first on Source .

AI models can provably hide arbitrary capabilities

Show HN: How Random Are You?

Cyberattack halts construction of tunnel between Denmark and Germany

reinstall：操作系统自己重装？这个开源项目有点神奇

📌 一句话摘要 一个无需 U 盘或启动盘，通过在现有系统运行命令即可实现 Windows 与 Linux 互相重装的开源脚本。 📝 详细摘要 本文介绍了一个名为 reinstall 的开源工具，它允许用户在现有操作系统状态下通过简单的命令行命令自动完成系统重装。该工具支持 Windows、Linux 以及飞牛 OS 等多种发行版的互相转化，并提供了网页实时查看日志、DD 镜像恢复以及 Live OS 环境启动等实用功能，非常适合需要维护 VPS 或云服务器的开发者。 💡 主要观点 核心功能：无介重装 无需物理 U 盘或制作 启动盘，直接在现有系统内运行脚

I posted to HN, and then my website was flooded with AI bot traffic

The United Kingdom generates less electricity per person than in the 1970s

Thunderbird for iOS

How to tell if a startup has a moat

👋 Hey there, I’m Lenny. Each week, I share deeply researched product, growth, and career advice. For more: Lenny’s Jobs | Lenny’s Podcast | Lennybot | How I AI | Become an AI-Native Builder and my other favorite AI/PM courses . Subscribe now P.S. Get a full free year of Cursor, N

New Apple TV 4K

Apple HomeView

AI models may be capable of self-replicating without access to a datacenter

AI models may be capable of self-replicating without access to a datacenter