The landscape of artificial intelligence continues to evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift enables real-time decision making and processing, unlocking novel capabilities in diverse fields such as autonomous systems. Edge intelligence empowers systems to interpret data locally, minimizing late