Silicon engineering for consumer visual displays has shifted dramatically from traditional fixed-function hardware pipelines to highly flexible, programmable platform architectures dominated by specialized neural acceleration units. These neural processing engines execute complex matrix multiplication and deep learning inferences at blistering speeds, analyzing spatial and temporal frame data...