The sphere of artificial intelligence is undergoing Low-power processing a significant transformation, fueled by the rise of edge AI solutions. These innovative methods are shifting the paradigm by moving AI processing power to the fringe of the network, closer to the source of data generation. This {strategic{ shift offers a multitude of benefits,