Machine Learning Algorithms & Natural Language Processing

Mar 3, 2026 · Artificial Intelligence

Can ROM‑Based LLM Accelerators Reach 20,000 tokens/s and End the GPU Era?

The article analyzes the ROMA and TOM architectures that embed large‑language‑model weights in on‑chip ROM + SRAM, achieving up to 20,000 tokens/s inference speed, compares them with GPU and Taalas solutions, and discusses their impact on edge AI, embodied intelligence, extreme environments, and privacy.