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Unigen\u2019s Cupcake Edge AI Server is a reliable, high-performance, low-latency, and energy-efficient platform designed for machine learning and AI inference. Housed in a compact, rugged enclosure, Cupcake integrates flexible I\/O interfaces and expansion capabilities, enabling seamless video capture and signal processing via its Power-over-Ethernet (PoE) ports. It then efficiently delivers processed data to clients over wired or wireless networks. Supporting neural networks from leading ISV providers, Cupcake offers a highly customizable solution for a wide range of applications. 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