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Data centers are moving toward heterogeneous clusters that combine CPUs, GPUs, NPUs, custom accelerators, and optical interconnects, rather than relying on a single GPU for all tasks. This shift makes software, network management, and power key factors in reducing token costs and improving hardware utilization.