Deploying intelligent systems at the edge presents a unprecedented set of challenges. These decentralized systems operate with limited resources and bandwidth, making them exposed to a range of threats. From malicious access to data breaches, safeguarding edge AI deployments requires a layered approach that encompasses secure hardware, cutting-edge