The Strangest Bottleneck in Modern LLMs

Despite the advent of extremely high-performance GPUs, large language models (LLMs) still experience latency issues that prevent real-time responsiveness. The core bottleneck lies not in raw computational power but in the inefficiencies of data movement and memory bandwidth, which hinder the ability of LLMs to deliver instant responses even with advanced hardware.