MoE

RAM vs VRAM in Mixture of Experts Models: The Hidden Bottleneck in Next-Gen LLMs

Explore how GPU VRAM and system RAM shape the performance of Mixture of Experts models like Qwen3-Next. Learn why memory hierarchy is the real bottleneck in modern LLM deployments and how to optimize infrastructure for speed and scalability.

Frederico Vicente

8 min read