The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on deploying models directly at AI edge computing the edge. This paradigm shift enables real-time decision making and processing, unlocking unprecedented capabilities in diverse fields such as autonomous systems. Edge intelligence empowers systems to analyze d