Deploying intelligent systems at the edge presents a unprecedented set of concerns. These decentralized architectures operate with restricted resources and infrastructure, making them susceptible to a range check here of threats. From adversarial access to data compromises, safeguarding edge AI deployments requires a layered approach that encompass