Research questionHow can camera-controlled video generation preserve spatial consistency over long horizons despite noisy 3D memory?Long camera trajectories require generated frames to remain aligned with the scene over time. Multi-view 3D reconstruction can place the same surfaces at inconsistent locations, making history-based geometric conditioning noisy and degrading spatial consistency.