In an era where artificial intelligence is increasingly embedded at the edge, Vision Processing Units (VPUs) are emerging as a pivotal technology that enables real-time perception without the need to route everything to the cloud. VPUs are purpose-built accelerators designed to handle the heavy lifting of computer vision, pattern recognition, and neural inference with remarkable …