Shinohara, Takayuki. 2026. “Auditable Closed-Loop AI Agents for Urban Bridge Digital Twins: Synthetic Validation Followed by a Municipal-Scale Utsunomiya Implementation”. Street Art & Urban Creativity 12 (5):345-69. https://doi.org/10.62161/sauc.v12.6387.