Research questionHow can online novel-view synthesis reconstruct scenes causally from streaming observations while staying renderable and efficient?The system must update a scene reconstruction as observations arrive rather than wait for a complete recording, while producing usable novel views throughout processing. Predicted camera poses and growing sequence context can make reconstruction stability and runtime difficult.