Denny Yu is a Senior Project Manager at Silicon Motion with 23 years of experience in the technology sector. His expertise spans RF engineering, project management, and product marketing across major ODM module customer and IC design houses. At SMI, Denny specializes in eMMC and UFS product planning, marketing, collaborating with global NAND flash partners to deliver high-performance solutions and collaborated mobile vendors to meet their requirement.
As Generative AI (GenAI) model parameters continue to expand (7B+), edge devices face immense memory bandwidth pressure. This session analyzes the I/O characteristics of Edge AI inference and explores how UFS controllers—Host Performance Booster (HPB), and Smart Prefetching algorithms—can drastically reduce Model Load Time and Time-to-First-Token (TTFT), delivering a seamless AI user experience on Edge devices.