NeoVerse is a scalable 4D world model that reconstructs dynamic scenes directly from in-the-wild monocular videos. Using a pose-free, feed-forward design, it eliminates multi-view capture and heavy preprocessing while enabling fast, high-quality 4D reconstruction and video generation.