Deploying intelligent systems at the edge presents a unprecedented set of concerns. These decentralized architectures operate with limited resources and connectivity, making them vulnerable to a range of threats. From adversarial access to data violations, safeguarding edge AI deployments requires a layered approach that encompasses defensible hard