As smart cities, smart manufacturing, and smart transportation domains rapidly expand, the proliferation of devices—from smart streetlights and electric meters to drones and eVTOLs—has led operators to face demands for rapid software iteration and high-frequency operation and maintenance (O&M). These smart devices are not only widely deployed but also face multiple challenges related to site safety, operational stability, and regulatory compliance.