The landscape of artificial intelligence (AI) is undergoing a profound transformation with the rise of edge AI. This emerging paradigm transplants AI processing power from centralized cloud servers to decentralized devices at the infrastructure's edge. By placing AI algorithms closer to the origin of data, edge AI promotes immediate decision-makin