The VRAM Wall: NVIDIA H200 vs. AMD MI325X for Massive LLM Inference

Deploying a 400-billion parameter model like Llama 4 or a 671B Mixture-of-Experts (MoE) architecture like DeepSeek exposes an immediate hardware bottleneck. At this extreme scale, inference relies on