The landscape of artificial intelligence (AI) is undergoing a dramatic transformation with the rise of edge AI. This groundbreaking paradigm moves AI processing power from centralized cloud servers to distributed devices at the infrastructure's edge. By placing AI algorithms closer to the point of data, edge AI promotes real-time decision-making a