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AI hardware bottlenecks cascade in multi-year waves from GPUs to memory, SSDs, CPUs, HDDs, and data center shells, driving facility costs to $20b per gigawatt. Nvidia H100 rentals passed $9 an hour, server shipments fell 22%, and enterprise SSD prices rose 80% in one quarter.
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