In recent years, the rapid advancement and adoption of Artificial Intelligence (AI) on the edge has brought about a surge in development. As AI models like ChatGPT become more prevalent and accurate, the computational requirements for inference also escalate. This necessitates architectural innovations aimed at reducing both power consumption and latency.