The rise of machine intelligence has revolutionized numerous industries, however traditional centralized AI models often face limitations in terms of latency, bandwidth requirements, and data privacy concerns. To overcome these hurdles, Edge Low-power processing AI emerges as a transformative paradigm, distributing intelligence to the very edge of