The vision of Ambient AI in smart homes promises an intelligent system that understands and adapts to its occupants. Despite an abundance of smart devices offering varying capabilities, smart home ecosystems remain disjoint and fragmented. Each device has been carefully designed to serve a primary function in isolation, yet they rarely coalesce...