At 3,000 tokens/s, your budget per token is 333 microseconds. A basic kernel launch is 4.5µs. Kog hit 3k tok/s on standard GPUs by dropping PyTorch and writing a persistent monokernel in raw assembly. The CPU scheduler is officially the enemy ✨

Ilya Sutskever just told the AI industry why scaling is finished. One word built it. One word is about to break it. Sutskever: “Scaling is just one word, but it’s such a powerful word because it informs people what to do.” For five years, that single word replaced an entire research culture. Nobody needed breakthroughs. They needed bigger checks. Sutskever: “If you mix some compute with some data into a neural net of a certain size, you will get results, and you will know that it will be better if you just scale the recipe up.” That’s not science. That’s a recipe. Sutskever: “Companies love this because it gives you a very low risk way of investing your resources.” The most transformative technology in human history ran on the same logic used to franchise a restaurant chain. More locations. More ingredients. Same recipe. Predictable returns. You didn’t need researchers who could see around corners. You needed accountants who could approve purchase orders. But recipes expire. Sutskever: “At some point though, pre-training will run out of data. The data is very clearly finite.” Five years of infrastructure. Five years of hiring. Five years of investor decks. All built on top of something temporary. Sutskever: “I don’t think that’s true.” The co-founder of OpenAI. The mind behind the breakthroughs that made this entire era possible. Saying more money won’t solve it. Sutskever: “In some sense we are back to the age of research.” Most of the companies racing to build AGI were never research companies. They were scaling companies. They hired for execution. Not discovery. They optimized for throughput. Not insight. The talent pipelines. The investor pitches. The board decks. All built around one assumption. That the recipe would never expire. It’s expiring. And the companies that spent five years perfecting the art of spending money are about to discover something. The next era demands what capital can’t purchase. An original idea.

Today, we’re introducing Pomelli’s latest feature update, ‘Photoshoot’ With Photoshoot, you can start from a single image of your product and easily create high quality, customized product shots to elevate your marketing. Available free of charge in the US, Canada, Australia & New Zealand! Get started with Pomelli today at labs.google/pomelli

Our teams have been building with a 2.5x-faster version of Claude Opus 4.6. We’re now making it available as an early experiment via Claude Code and our API.

many people may not be aware that 'smartly' written triton (in less than 100 lines) can achieve the same speed as a CUDA kernel that contains more than 1000 lines of code should i write a blog post on this?