The latest GPU performance figures reveal an interesting shift in the mining and inference landscape. NVDA's GB200 architecture is cutting operational costs dramatically—delivering inference throughput at roughly 1/15th the expense per token compared to competing GPU solutions. Meanwhile, AMD continues pushing its own acceleration roadmap. For operations dependent on large-scale token processing, this kind of hardware efficiency directly impacts profitability margins. Builders and miners tracking infrastructure costs should pay attention to how these competing architectures evolve.