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Nvidia's Rubin architecture is shaping up to be a significant leap in inference efficiency. The specs look impressive—50 PFLOPs of NVFP4 inference throughput stacks up as a 5X improvement over Blackwell, while the 35 PFLOPs training performance represents a 3.5X gain. For compute-intensive applications in the blockchain space, these kinds of performance jumps matter when you're calculating ROI on hardware investments. AMD continues to push alternatives in the GPU market, keeping the competition heated and potentially driving down costs across the board.