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As the rollout of AI in more devices continues, an explosion of data is being created. To reduce the movement of data and to accomplish more per compute cycle, entirely new architectures and techniques are being developed to increase electron mobility and to reduce resistance and capacitance. This is necessary as the move to pre-process data at the end point is a recognition that data needs to be processed closer to the source due to the sheer amount of data being generated.