We hear a lot about "Deep Learning" algorithms in the lab, but the ultimate test is their readiness for real-world patient care. I am thrilled to share a major milestone: upon the explicit recommendation of the esteemed publisher MDPI (Basel, Switzerland), our latest systematic review has been officially published as a preprint while it advances toward final publication acceptance! This paper maps the critical journey of AI in Dermato-Oncology from the bench to the bedside. I