In the ever-evolving landscape of artificial intelligence, the journey from cloud to edge is swiftly gaining momentum. As the demand for real-time processing and autonomy surges, the deployment of AI algorithms is transcending traditional data centers and venturing into the realm of edge computing. This paradigm shift promises not only unparalleled speed and efficiency but also a transformative impact on industries ranging from healthcare to manufacturing. With AI poised to permeate every facet of our lives, the acceleration towards ubiquitous intelligence is inevitable, heraldi