AMD acquired Toronto-based Taalas, which has developed specialized silicon that etches AI models directly into chips rather than loading weights from memory. The HC1 chip runs Meta's Llama 3.1 8B at 17,000 tokens per second with minimal power draw, enabling high-speed AI inference on desktop or mobile devices without reliance on centralized data centers.