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