The Thinking Machine That Google and Anthropic will Ship Together

Five trillion dollars of compute cannot buy what Sundar and Dario will build: the blueprint based on math inside

First of all, don't be scared of the math here. You will get it, because I will use intuitive plots and animations to show you which math the big names are using to build the first true thinking machine. Yes, you read that right: thinking AI, not just another LLM parroting something that only looks similar on the surface.

How important is the new math the research labs at the big names are already working on? Important enough that if you read our previous article here, you already know the answer: where cognition and AI meet, mathematics is not a tool, it is the battlefield.

Until now, AI has behaved as if intelligence can be squeezed out of flat embeddings, bigger datasets, and enough GPU violence. That is the industry's favorite superstition. But cognition is not a bag of vectors. It is a layered architecture of dependencies, transformations, transport, constraints, memory, inference, and self-correction.

Let's start with the math ingredients in the recipe Anthropic and Google are using to build a...