With the explosion of data and the need for real-time insights, traditional centralized AI architectures are facing limitations. Edge AI emerges as a transformative paradigm, distributing intelligence to the very perimeter of our digital world. This novel concept empowers devices at the edge to process data locally, reducing latency and unlocking a