As generative AI moves from the cloud to the edge, balancing safety, efficiency, and performance becomes increasingly complex. This livestream will explore critical innovations—such as federated learning, multi-agent systems, and embodied AI—that are shaping the future of edge-native foundation models. Join us to discuss how engineers and researchers must evolve AI infrastructure into a full-fledged systems discipline to enable adaptive, context-aware intelligence across diverse edge environments.