As deep learning (DL) permeates across diverse domains, the demand for securing the intelligent edge becomes paramount. This novel landscape presents distinct challenges, as critical data is processed here at the edge, heightening the risk of breaches. To address these threats, a robust framework for AI risk reduction is essential. Deploying rob