Introduction AI edge devices are transforming digital ecosystems by bringing artificial intelligence capabilities directly to endpoints where data is generated. These devices—ranging from smart cameras, autonomous robots, industrial sensors, wearables, smartphones, and connected vehicles—process AI workloads locally without depending entirely on centralized cloud...