August 16, 2026

DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

a close up of a computer screen with a bunch of words on it
Gabriel Heinzer / Unsplash

When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it's using expensive GPU computation designed for complex reasoning — just to access static information. This happens millions of times per da...