This repository implements a video generation system designed for autonomous driving scenarios using diffusion models. It generates high-resolution, temporally long street-view videos while maintaining multiview consistency and supporting adaptive control over 3D geometry. Published at ICCV 2025, the work builds on diffusion transformer architecture and is evaluated on the nuScenes dataset.