The landscape of artificial intelligence is undergoing a significant transformation, fueled by the rise of edge AI solutions. These innovative techniques are shifting the paradigm by moving AI processing power to the periphery of the network, closer to the origin of data generation. This {strategic{ shift offers a multitude of advantages, including