As technology advances rapidly, the paradigm of centralized computing is facing a compelling alternative: Edge AI. This transformative approach distributes intelligence to the very edge of the network, where data is generated and consumed. Leveraging AI models directly on-device AI on devices such as smartphones, sensors, and industrial robots, Edg