The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift promotes immediate decision making and processing, unlocking unprecedented capabilities in diverse fields such as autonomous systems. Edge intelligence empowers systems to process data locally, mini