As deep learning (DL) permeates across diverse domains, the requirement for securing the intelligent edge becomes paramount. This emerging landscape presents unique challenges, as confidential data is analyzed at the edge, amplifying the risk of compromises. To mitigate these threats, a robust system for AI risk reduction is essential. Deploying