The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on executing models directly at the edge. This paradigm shift facilitates real-time decision making and processing, unlocking groundbreaking capabilities in diverse fields such as autonomous systems. Edge intelligence empowers platforms to analyze data locally