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