The landscape of artificial intelligence (AI) is rapidly evolving, with a surge in adoption for edge computing solutions. This paradigm shift enables real-time processing by integrating AI models directly on endpoints at the network's perimeter. Harnessing the power of edge computing provides a myriad of opportunities, including reduced latenc