World in World

Explore the world with world models

Chenxi Song  ·  Yanming Yang  ·  Chi Zhang

AGI Lab, Westlake University

Explore the world inside a video.

360° free exploration · bullet time · cross-model memory reading · video editing — all in one.

01

Free Re-cinematography & Exploration

Take a video as input and explore the world inside it freely.

360° Re-cinematography

orbit around the scene · turn around from inside it

More Cases

free camera paths on more videos
02

Bullet Time

freeze the moment, move the camera
03

Video Editing

drag the bar — edited video (with the original inset) over the original
04

More Features

Live Streaming

Recorded on 3 × A100. Generation speed scales with more GPUs.

Cross-Model Communication

Motion Transfer

top-left inset: the source video · top-right inset (orange): the driving video whose motion is transferred

View Switching

Video Stabilisation

Long-Horizon Generation

05

Comparisons & Ablations

frustum memory · 3D body prior · trajectory accuracy
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BibTeX

@article{song2026worldinworld,
  title   = {World in World: Explore the World with World Models},
  author  = {Song, Chenxi and Yang, Yanming and Zhang, Chi},
  journal = {arXiv preprint arXiv:2609.11548},
  year    = {2026}
}

Welcome to try it out.