8 FPS Real‑Time Video on Consumer GPU (opens in new tab)

MoVerse delivers 360° walkthrough video at roughly 8 FPS on a single RTX 4090, proving that interactive generative video no longer requires a multi‑GPU cluster. The system expands a narrow‑field input into a full panorama, lifts it onto a persistent 3D Gaussian scaffold, and streams the result through a causal autoregressive renderer (the distilled student model). All of this runs on desktop‑class hardware, not on a laptop or server farm. Before this contribution, high‑fidelity video synthesi...