The bottom line: Treat agents like code, not chat interfaces. Design for failure, validate every boundary, and use explicit structure. Get our full guide on building reliable multi-agent systems here. 👇 https://t.co/yjrEEXUgwQ

Oracle is building yesterday's data centers with tomorrow's debt Frontier labs like OpenAI want the newest chips. But Nvidia is shipping a new generation annually while data centers still take years to get up and running. That's a mismatch for the whole AI trade Oracle, funding it with $100B in debt, may be first to crack

NEW: OpenAI and Google employees—including Google DeepMind Chief Scientist Jeff Dean —filed an amicus brief in support of Anthropic in its lawsuit against the US government. https://t.co/3lQrzlq8BE

Let it be noted that despite my contempt for LeCun’s recurrent pattern of intellectual dishonesty, I mostly stood up for him re Zuck and Wang: https://t.co/RgtbMYwqpq

Good news! Ulysses Sequence Parallelism from the Snowflake AI Research and the Deepspeed teams has been integrated into @huggingface Trainer, Accelerate and TRL For extensive details please see this writeup: https://t.co/2xDWUk8p3V Thanks a lot to @krasul for helping make it happen. Also the others in the HF team who helped with integration.

Tim Cook on how Steve Jobs believed that small teams could do amazing work. https://t.co/k7bMtFM6hs

Tim Cook on how Steve Jobs believed that small teams could do amazing work. https://t.co/k7bMtFM6hs

Mark Cuban just described the sharpest divide in the modern economy. And most people are already on the wrong side of it. Cuban: “There’s two types of approaches to AI. Some people who use it so they don’t have to learn anything, and some people who use it so they have the opportunity to learn everything.” Two sentences. The entire future of human capital compressed into a single binary. The first group sees the most powerful knowledge infrastructure ever built and uses it to avoid thinking. They offload reasoning, skip the friction, and call it efficiency. What they’re actually doing is hollowing out the one thing that can’t be replicated. Their own cognition. Cuban: “AI is a tool, it’s a way to learn, it’s a democratization of knowledge.” For centuries, elite knowledge was locked behind institutions, geography, and capital. The right university. The right city. The right network. Entire generations of potential buried because the information was never accessible. That wall just came down permanently. The second group understands what that actually means. Same tool. Compressing decades of learning into months. Entire disciplines on demand. Mental models that once required years of expensive education now available to anyone willing to ask the right questions. The knowledge is democratized. The ambition is not. That’s the divide Cuban is actually describing. Not technical literacy. Not access. Pure cognitive initiative. The first group is outsourcing their mind. The second is expanding it. Atrophy doesn’t announce itself. It just arrives.

OpenAI’s IPO hopes are facing skepticism from investors, @AnitaRamaswamy explains: “They were still concerned about the current valuation.” “OpenAI… doesn't project that it's going to be generating cash until at least 2030.” https://t.co/7moB74b9M1

If you want AI Code Review, but don't want to pay $25 per review (not a typo), check out Codex Review! It leverages frontier Codex models, finds complex issues, and 100% usage based. Most runs should cost ~$1 or less https://t.co/43iF6rq8Xa

We built a neat tool that lets you convert a directory of Powerpoint files into clean, structured markdown - that Claude Code / agent SDK / any generalized agent wrapper can easily understand. The pptx skill in Claude Code is quite basic and doesn’t have high-fidelity understanding over graphics/charts/tables. Our project Surreal Slides uses LlamaParse to convert presentations into clean structured data that you can put into a db (@SurrealDB) for simple retrieval, without having to take screenshots of the data on the fly. Thanks to @itsclelia for this project, check it out: https://t.co/Fj1PASv8IP

I use this analogy a lot. This is what a room full of computers looked like in old times: https://t.co/Y4a93z76lw

ICYMI: As part of Codex for OSS, open-source maintainers can apply for API credits, six months of ChatGPT Pro with Codex, and Codex Security! Apply!! First batch rolling out soon! https://t.co/qcXXO4DLNt

PyTorch is heading to @NVIDIA #GTC26 in San Jose next week! 📍 Visit us at Booth #338 for: ✨ Helion kernel authoring demos ✨ ExecuTorch on-device inference ✨ Meet PyTorch core maintainers & experts Plus talks, hands-on labs & a hackathon! 🔗 https://t.co/Hn2DEgXXa5 https://t.co/YUK6iWvX3V

Perplexity Computer replaced $225K/yr in marketing tools in a single weekend. We built an AI marketing agent that scans hourly, manages budgets, detects fatigue, and coordinates several campaigns end to end. In one test run, it made 224 micro-optimizations to our ad stack. https://t.co/B0ueikpQyp

SHOCKING: Among Republican men under 50, 54% deny the Holocaust. We are so screwed. https://t.co/vt6ZmGsCoY

SHOCKING: Among Republican men under 50, 54% deny the Holocaust. We are so screwed. https://t.co/vt6ZmGsCoY

No way, a product that sucks doesn’t work as expected! https://t.co/zSVKcLk7uT https://t.co/aPzF2tlNm1

LabOS today goes into LabClaw🦞 Today we embedded Stanford LabOS AI-XR co-scientist into LabClaw with OpenClaw🦞 — turning it into the unified skill layer for biomedical AI agents and world model. No more separate systems. One install. Full Wet-lab + Dry-lab execution with XR. https://t.co/CydO4zbQyk #LabClaw #Claw #LabOS #OpenClaw #AIforScience 🦞 #Stanford #Princeton

@HamelHusain Hey I've got something for you that I haven't talked about publicly (yet): https://t.co/ctFk6dUOBZ + https://t.co/zIHnERcyRK

@HamelHusain Hey I've got something for you that I haven't talked about publicly (yet): https://t.co/ctFk6dUOBZ + https://t.co/zIHnERcyRK

The @figma MCP server now supports a full roundtrip workflow from @code! Bring Figma designs into code, then capture your rendered UI back to the Figma canvas as editable frames. Join us for a special livestream tomorrow at 9:30 am PT to see it live in action: https://t.co/U1GFnSjUGV

@figma Learn more about how the Figma MCP server can now generate design layers from VS Code: https://t.co/3iVYA7Qtsf

introducing @Opnmatter — an infrastructure company for real-world agents. today, agents can write code, manage emails and work with money. but they can’t execute on real world actions due to the lack of addressable rails. we’re changing that. 1/5 https://t.co/yodYCfnT6m https://t.co/krMXD8apIo

Introducing Code Review, a new feature for Claude Code. When a PR opens, Claude dispatches a team of agents to hunt for bugs. https://t.co/AL2J4efxPw

Rosy-faced Lovebirds on Saguaro cactus 🌵 https://t.co/hIrjuaFbfp

Rosy-faced Lovebirds on Saguaro cactus 🌵 https://t.co/hIrjuaFbfp

A shepherd in abandoned Sacred Grove, Italy, ca. 1952 - by Herbert List (1903 – 1975), German https://t.co/O6DXE1EXAg

A shepherd in abandoned Sacred Grove, Italy, ca. 1952 - by Herbert List (1903 – 1975), German https://t.co/O6DXE1EXAg

scrolling through this site feels like watching a movie → https://t.co/a41OXXNDFB https://t.co/jvN7Z1LVvM

"If Trump can depose any leader he likes, what is to stop Russia or China acting similarly against their foes? (Russia, of course, already has tried, in its war on Ukraine.) Is that the world we want to live in?" https://t.co/lvjGKwuJmv

today we're launching struct - the on-call agent every team deserves. and we're making it free. no sales call. 5 min setup. 80% faster on-call. https://t.co/vuX7iATL2l