今日必看

Cowork 为 Claude 内置侧边栏浏览器

Claude now has a browser built into Claude Cowork on the desktop app. When a task needs to use a website, a browser opens in the side panel and Claude navigates webpages, reads them, clicks, and types. You can now hand off the web part of the task and stay where you are: Claude c

Claude in Chrome：付费版全面可用并支持自主操作

Claude in Chrome is now generally available on every paid Claude plan. Claude can now also take actions autonomously in the browser, instead of needing approval for every one. A safety classifier validates each action before it’s performed to ensure it’s safe and matches your req

Perplexity 用 GPT-6 Astra 执行端到端工作

Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.

x86 未定义指令 ud2 名称溯源

commit-rewriter 0.1：编辑安全发布的提交信息

Release: commit-rewriter 0.1 I built this little web app the other day to help edit the commit messages for the Datasette security releases . The initial commits were full of coding agent cruft and references to issue IDs from our private repository, so they weren't fit for publi

Java 近期动态：TornadoVM 6 等更新

Entropy32 Plus：用放射性衰变生成离线 Bitcoin 助记词

📌 一句话摘要 开发者开源 Entropy32 Plus，一款利用放射性衰变作为熵源的离线 Bitcoin 助记词生成设备，已公开硬件与固件，但尚未通过 NIST 标准验证。 📝 详细摘要 本文介绍了开发者开源的 Entropy32 Plus 设备，该设备通过盖革计数器记录放射性衰变事件的时间间隔，经过 SHA-256 处理后映射为 BIP39 助记词，整个过程全程离线，不含无线连接或持久存储。项目已公开固件、PCB 与 3D 外壳设计，适合业余和教育用途。作者强调，目前熵质量尚未按照 NIST SP 800-90B 标准完成验证，建议在独立审计前不用于

JPEG XL：反对该格式的论证

shot-scraper 1.12 新增 WebP 截图

Release: shot-scraper 1.12 I've added WebP support to my shot-scraper screenshot automation tool. You can now take a WebP screenshot of a web page like this: shot-scraper https://simonwillison.net -o screenshot.webp --quality 80 The --quality option sets the quality - without tha

The Coming War on General Computation (2011)

The contagion of fear

I’ve been vibe-coding seriously for about a year. What really changed? Is there too much hype?

Started vibe-coding on a very serious project almost a year ago. 1000 hours so far. Started out with Sonnet then. Moved to Opus 4.5 as soon as that was available and affordable. Opus 4.5 felt like a noticeable step up from Sonnet, but I don’t really feel there’s been as much prog

Mullenweg has returned as CEO after attempted board ouster

How Credit Genie keeps codebase docs fresh with OpenWiki

See how Credit Genie uses OpenWiki to automate repo documentation, reduce tribal knowledge, and give engineers and coding agents searchable codebase context.

QApilot MCP for Android

Android app testing inside your coding agent Discussion | Link

Cline Desktop App

An open-source app for open-weight models Discussion | Link

Why is Google still serving dodgy ads?

全球网络电台项目链接

📌 一句话摘要 作者补充上一条推文中全球网络电台项目的访问链接。 📝 详细摘要 作者补充发布上一条推文提到的全球网络电台项目链接。 📊 文章信息 AI 初评： 62 来源： 向阳乔木(@vista8) 作者： 向阳乔木 分类： 软件编程 语言： 中文 阅读时间： 1 分钟 字数： 30 标签： 前端与 Web , AI 产品与应用 , AI 编程 阅读推文

Cognition helps Devin test its own work with GPT‑6 Astra

GPT‑6 Astra improves Devin’s ability to test software and show that it works, with the goal of helping engineers review less code and ship more.

Marketing ops as code: Automating events from planning to follow-up on GitHub

I run marketing for GitHub in Japan and Korea, and events are the heartbeat of it: a recurring webinar series for enterprise developers, community meetups in Tokyo, invite-only executive sessions in Seoul. What does a developer in this market actually need right now? Which topics

Suno 发布 v6 音乐模型，推出 v6、v6-wild、v6-mini 三个版本

Suno 发布新一代音乐模型 v6，与 Warner Music Group、BMG、Believe 等行业伙伴合作开发，后续将全面替换旧模型。v6 分为三个版本：旗舰 v6 和探索向的 v6-wild 面向 Pro 与 Premier 订阅用户，更快的 v6-mini 向所有人开放。

The Rise of the Forward Deployed Engineer — and How To Do the Job Right

The difference between FDE and consulting; diagram by Vinoo Ganesh FDEs have the hottest job in AI. Labs, startups and PE firms are all hiring engineers to sit inside their customers’ operations and solve their problems . Almost none of them agree on what those engineers are supp

GitHub Copilot app for Beginners: Using the diff, terminal, and browser

When an agent makes a change to your code, you want to review it, run it, and see what changed. Great news: now you can do all three without having to leave the GitHub Copilot app . Before, doing those three jobs would mean having to bounce between your editor, terminal window, a

刚刚，Apple Watch 成为了苹果最新的 AI 硬件

曾几何时，Apple Watch 和 AirPods 被苹果定义为「配件」类产品。但在今年，这个苹果面向 AI 转型的关键年，这些产品却扮演了前所未有般更重要的地位。没错，不只是 iPhone，连过去的配件，也要自我进化，成为「AI 硬件」。在刚刚结束的秋季新品发布会上，苹果带来了 Apple Watch S12 与 Ultra 4，以及全新 AirPods 5。 在这一代 Apple Watch 上，苹果将手表定义为一个与用户更加亲密的「个人智能中枢」——甚至比手机还更加亲密。同时，Apple Watch 也成为了「音频智能」(Audio Intell

[AINews] not much happened today

Congrats to Harvey but we covered that already . AI News for 9/8/2026-9/9/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues. As a reminder, AINews is now a section of Latent Space . You can opt in/out of email fr

Tesla’s Cybercab is already getting weird

PLUS: A Boston Dynamics spinout emerges from stealth

GPT-6 Astra, Looped Transformers, and Hidden Reasoning

A lot has happened in the last few weeks. I am sure that OpenAI’s GPT-6 Astra is top of mind for everyone right now. In particular, thoughts on its performance, the looped transformer/recurrent depth aspects, and rumors that Astra is “hiding” its reasoning trace (i.e., chain of t