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Have you tried the floating workspace? 👀 It’s the perfect little home for your main orchestrator. Use the Orca CLI to send agents off to work across machines, then read their reports as HTML pages or right inline.

音声合成サーバー「sokutou」を公開しました。 Irodori-TTS、Qwen3-TTS、Fish Audio Drama 3をNVIDIA GPUで高速に動かせます。OpenAI互換の音声APIに対応。 RTX 6000 AdaでのIrodori-TTS速度比較です。v4.1-Small（20ステップ）の1文の合成時間は中央値0.059秒でした。 github.com/kosuketut/sokutou

As expected, the thing that is blowing people's minds most in my course is not the agentic stuff. It's the DDD stuff - domain-driven design. Building a ubiquitous language, using it with the agent, and refactoring the code to use it. Just bonkers how good it is

Introducing Grok Bot 1.0. AI teammates that work alongside your whole team. Share Bots, collaborate with them in Slack and Teams, invite them to meetings, and watch them learn and become more helpful.

Introducing Gemini Decision 1, our new frontier decision model in the Gemini API. It is $0.10 per 1M input tokens with no additional cost. With support for image, audio, video, and PDF natively, 256K context window, & 1K questions. You can try it for free in the API!

A new OpenAI misalignment report! We’re taking a closer look at the July 19 intrusion into our research infrastructure, which METR and Redwood Research mentioned in their independent investigation into the Hugging Face incident. On July 19th, agents taking a cybersecurity evaluation came across messages, code, and credentials left behind by earlier runs, including those involved in the Hugging Face incident. Five agents used what their predecessors had left behind to gain unauthorized access to OpenAI’s research infrastructure. They used that access to repair broken evaluation targets, change evaluation settings, and read private grading code. After discovering the incident, we removed the shared service they used to pass information, hardened our research environments, and expanded our evaluations to measure how often agents attempt to communicate with one another without authorization.

A lot of folks ask me "how do you work with agents in multiple repos at once?" I have a very simple solution - the Home Repo I have a single repo (the home) where all of my skills, steering files, wiki etc live. I run my agent in the home repo, and then inside AGENTS.md I have pointers to the other repos: ``` For skills, clone mattpocock/skills to ~/repos/skills. For Sandcastle, clone mattpocock/sandcastle to ~/repos/sandcastle ``` This is extremely simple and incredibly effective. The home repo lets you: 1. Put all your steering files and tooling in one place 2. Have a single spot to run all your agents in 3. Make sweeping changes over multiple repos Talked about this in the course yesterday and folks are loving it (see below). I'm sure you will too. Enjoy!

Qwen4 is coming. Deeper knowledge. Richer world understanding. Stronger coding and agentic capabilities. Built for real-world tasks — from complex coding and knowledge work to front-end builds and professional software workflows. Qwen4-Max is now in preview on Alibaba’s Token Plan. You can also get early access to the new model on QwenWork, Qoder, Qwen APP, and QwenStudio. Put it to the test on a real problem. Show us what you build. 👀 Token Plan: qwencloud.com/pricing/token-…

We've given all Pro, Max, Ultra, and Team users one free full reset, across all models and limits. Use it anytime before December 10 at 2:00PM PT. We recently fixed a few small issues that used more limits than intended, and the Fable resets didn't do much for those of you who'd already hit your weekly limits for all models. While these issues didn't affect everyone, we want to make up for the trouble. You'll find it in Settings > Usage, or at clau.de/reset.

Starting to roll out today: Claude Whiteboards, Claude Sheets and Claude Data. Think a plan through on a board, build a tracker in a sheet, and tell a story with your data.

Agents make Goodhart's Law a LOT worse: "When a measure becomes a target, it ceases to be a good measure." Agents are incredibly good at gaming metrics. So any organisation that says "we track your number of PR's" is fucked. Measuring productivity was already impossible. Now it might be actively harmful.

One tip to improve your grilling Instead of talking about the 'what', try explaining more of the 'why'. BAD: "I want to build an analytics panel for admins with graphs and filters" GOOD: "Admins can't currently see an overview of the important data in the app" If you start by explaining your proposed solution, the agent will stick to it. It'll assume all the important stuff is settled, and just grill you on implementation. But if you describe the problem, you'll give the agent license to be more creative. You'll end up with a much deeper, better conversation.

You can now connect multiple local computers to the same dot and choose which one it uses for a task. It can build and test your app on a dedicated machine while you keep coding on your laptop.

Which Claude model should you build with? Our new guide breaks down when to use Fable 5.2, Opus 5.5, Sonnet or Haiku. It also covers when to adjust effort instead of switching models, and how to save cost by putting subagents on smaller models. claude.dev/blog/which-claude…

we are entering a renaissance in programming language and runtime research, and a golden age of software testing and verification it’s time to rewrite all software

okay okay. you want mobile, we get it. HERE IT IS: herdr for iphone, ipad and android. see which agents need you, open the real terminal and answer. type, paste a screenshot, or just talk to it. works with herdr-core. herdr tui isn't supported (yet)