The realm of artificial intelligence is undergoing a remarkable transformation, fueled by the rise of edge AI solutions. These innovative methods are shifting the paradigm by pushing AI processing power to the fringe of the network, closer to the origin of data generation. This {strategic{ shift offers a multitude of advantages, including real-time