The sphere of artificial intelligence is undergoing a significant transformation, fueled by the rise of decentralized AI solutions. These innovative techniques 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 Ambiq apollo a multitude of bene