Shinohara T. Auditable Closed-Loop AI Agents for Urban Bridge Digital Twins: Synthetic Validation Followed by a Municipal-Scale Utsunomiya Implementation. SAUC [Internet]. 2026 Sep. 3 [cited 2026 Sep. 4];12(5):345-69. Available from: https://visualcompublications.es/SAUC/article/view/6387