Physical AI Meets Model Management: Why Camera-First Pipelines Will Define Construction

Position paper arguing that camera-first data capture pipelines will define the next era of construction site management. Proposes integrating physical AI (robotic perception) with model management systems to create continuously updated construction digital twins. Examines the convergence of computer vision, BIM, and autonomous inspection for quality assurance.