# vLLM-Omni adds day-one support for PAN 2 video generation

> Original title: 🎉 Great work from the PAN 2 team on an open-weight world model built for real-world simulation, grounded in time, physics and space to p...

- Source: vLLM
- Published: 2026-11-10T17:03:40.000Z
- Bad Influence: https://badinfluence.news/items/h7puhz2xnv9l8cbkvcwkh52se
- Original: https://x.com/vllm_project/status/2120200730699268129

## Summary

vLLM-Omni adds Day-0 support for PAN 2 text-to-video and image-to-video generation, making the open-weight world model available through an open inference stack. The post describes PAN 2 as an open-weight world model built to predict how scenes evolve as actions unfold, grounded in time, physics and space, and credits the PAN 2 team for the work.

## Post

🎉 Great work from the PAN 2 team on an open-weight world model built for real-world simulation, grounded in time, physics and space to predict how scenes evolve as actions unfold.

vLLM-Omni brings Day-0 support for PAN 2 text-to-video and image-to-video generation, making it available through an open inference stack.

## Quoted post @IFM_AI

> Introducing PAN 2: an open foundation world model for physical intelligence.
> 
> A language model predicts the next word. PAN 2 predicts the next world: what happens after each action, grounded in time, physics and space.
> 
> Towards AI that simulates “what if?” before it acts.
> 
> More details: https://ifm.ai/pan/

https://x.com/IFM_AI/status/2120199814696828942