AMD moved deeper into artificial intelligence model development on Monday with an agreement to acquire Fei-Fei Li's World Labs in a deal valued at approximately $8.2 billion.
The chipmaker said the all-stock deal is expected to close by year's end, pending regulatory approval, and will guide the development of future AI hardware, software and systems.
"Building the compute platforms for the next generation of AI requires a deep understanding of how models are evolving," AMD chief executive Lisa Su said in a statement.
Founded in early 2024 and based in San Francisco, World Labs has focused on spatial-intelligence models, often called world models, with applications in adjacent fields such as robotics.
These models rest on a different approach to artificial intelligence from the large language models that have dominated the field. They work by generating, reconstructing and simulating three-dimensional environments from text, image and video inputs. Rather than predicting which sequence of words comes next, a world model imagines the environment and works through the problem there.
The approach has gained momentum in recent years, with proponents including the former Meta chief AI scientist Yann LeCun.
Under the deal World Labs will continue its work on advanced models, while Li joins AMD as executive vice president and chief scientist, reporting directly to Su.
"Joining AMD will give our team the resources and engineering depth to accelerate our research and help define the infrastructure needed for the next era of AI," Li said in a statement.
The acquisition comes weeks after AMD agreed to buy Taalas, which builds high-performance AI chips capable of 17,000 tokens a second or more by baking model weights directly into silicon. That deal was primarily about hardware; this one may matter more.
Compared with Nvidia, AMD's software engineering resources are small. Nvidia's investments in AI development have shaped its own hardware and supplied its customers with the tools and frameworks needed to put its GPUs to work. The World Labs team gives AMD an in-house model development group to guide the design of the next generation of chips.
It is also a hedge against the possibility that large language models, which have carried the AI boom to this point, turn out to be a dead end. Li has been more nuanced than LeCun on that question, arguing not against language models but for grounding.
"We built the company guided by the foundational belief that language alone isn't sufficient for model development," Li wrote in a blog post. "The universe isn't made up of words; it's made of real things. So many of the most important problems for AI to solve, from science to entertainment to robotics, require models to reason over the structure and behavior of the physical world."
This newspaper has no quarrel with that position and proposes only to apply it consistently, beginning with the document it appears in.
The belief that language alone is insufficient was set out in a blog post, which is language. The acquisition was announced in a statement, which is language. Both executives commented in further statements, and the agreement itself is a contract, which is a long and unusually careful arrangement of words.
The consideration is stock. Stock is a word standing for a claim on a company, which is a word standing for an arrangement between people, an arrangement recorded in words. The valuation is $8.2 billion, and a number is not a real thing either; it is a symbol for how many real things there might be.
The transaction will be reviewed by regulators, who will read it. It will close by reading. The structure, the scientist, the chief executive and the price are, on the company's own stated principle, all outside the universe.
The Department of Unnecessary Research has examined the deal in full and can confirm that no part of it involved a real thing.