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. Through implementing AI models directly on devices such as smartphones, sensors, and industrial robots, Edge A