AI {hardware} is rising rapidly, with processing models like CPUs, GPUs, TPUs, and NPUs, every designed for particular computing wants. This selection fuels innovation but additionally brings challenges when deploying AI throughout totally different techniques. Variations in structure, instruction units, and capabilities could cause compatibility points, efficiency gaps, and optimization complications in various environments. Think…