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The VRAM Wall: NVIDIA H200 vs. AMD MI325X for Massive LLMs
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 far more than raw computational force. Memory capacity and data bandwidth ultimately dictate…