AMD to buy startup that hardwires AI models into chips

AMD Advanced Micro Devices, Inc. ↘ 1.47% announced Thursday it has reached a definitive agreement to acquire Toronto-based Taalas, a startup that hardwires AI model weights directly into silicon to deliver inference speeds far beyond conventional GPUs. Financial terms were not disclosed.bloomberg+1

The deal, announced at market close, positions AMD to compete more directly with Nvidia ↘ 1.47%, which spent $20 billion on a licensing deal with Groq last December to bolster its own inference capabilities.cnbc+1

How Taalas Works

Founded in 2023 by former Tenstorrent CEO Ljubisa Bajic and fellow ex-AMD engineers, Taalas takes a radically different approach to inference by etching model weights directly into silicon rather than storing them in memory. The result is essentially a model-specific integrated circuit.eetimes+1

In February, Taalas demonstrated its first test chip, the HC1, fabricated on TSMC's Taiwan Semiconductor Manufacturing Company Limited ↘ 1.20% 6nm process. The chip served Meta's ↗ 1.02% Llama 3.1 8B model at 16,960 tokens per second — 48 times faster than Nvidia's GPUs and 8.5 times faster than Cerebras' accelerators at the time of that announcement.theregister+1

The tradeoff is stark: once deployed, a Taalas chip can only run the model baked into it. Any change beyond a LoRA adapter requires a chip re-spin, though the company says only two metal layers need modification, a process it aims to complete in about two months.eetimes+1

AMD's Integration Plans

AMD plans to pair Taalas chips with its Instinct GPUs and Helios rack-scale systems in a disaggregated architecture where GPUs handle compute-heavy prompt processing while Taalas accelerators manage token generation. This mirrors Nvidia's approach with Groq, where specialized decode chips work alongside GPUs.investing+2

"Taalas' technology and world-class engineering team strengthen our AI portfolio by delivering differentiated inference performance and efficiency," said Vamsi Boppana, AMD's senior vice president of AI.investing

AMD CEO Lisa Su said at a product launch in July that she is "a big believer that there's no one-size-fits-all as it comes to chips," while noting GPUs will still make up the majority of the AI chip market.cnbc

Strategic Context

The acquisition continues AMD's buying spree to build out its AI platform, following its $4.9 billion purchase of ZT Systems and $665 million acquisition of Silo AI in 2024. Taalas has raised $219 million in venture funding since its founding.cnbc

AMD's major Instinct GPU customers — including OpenAI, Anthropic, and Meta — could be early candidates for deployments combining Taalas and Instinct accelerators. The deal is expected to close in the fourth quarter, subject to regulatory approval.betakit+1