The Model Is the Chip
AMD's acquisition of Toronto startup Taalas bets on a structural alternative to GPU-based inference: model-specific integrated circuits that etch weights into mask-ROM on the die itself, eliminating the memory-bandwidth wall that constrains all-general-purpose accelerators. Taalas's HC1 claimed 17,000 tok/s for Llama 3.1 8B at one-tenth the power of an H200. The tradeoff is inflexibility — a finished chip runs exactly one model — but AMD sees a disaggregated future where Taalas handles token generation and Instinct GPUs handle prefill.
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