Rugged edge computing improves transportation by powering multi-lane free-flow toll systems, which allow for seamless integration and efficient management of electronic toll collecting. These systems use modular AI edge inference computers to provide robust, scalable solutions that include real-time data processing, powerful machine learning, and high-speed storage, thereby increasing traffic flow, safety, and infrastructure maintenance. This modular architecture accommodates various hardware requirements, providing long-term scalability and efficiency.