The realm of artificial intelligence is undergoing a significant transformation, fueled by the rise of decentralized AI solutions. These innovative methods are shifting the paradigm by pushing AI processing power to the edge of the network, closer to the source of data generation. This {strategic{ shift offers a Ambiq Apollo510 multitude of benefit