Video Generation Models As World Simulators

---
name: video-generation-models-as-world-simulators---vide
description: Skill for AI agent capabilities
---

# video-generation-models-as-world-simulators - Video generation models as world simulators

## Description

We explore large-scale training of generative models on video data. Specifically, we train text-conditional diffusion models jointly on videos and images of variable durations, resolutions and aspect ratios. We leverage a transformer architecture that operates on spacetime patches of video and image latent codes. Our largest model, Sora, is capable of generating a minute of high fidelity video. Our results suggest that scaling video generation models is a promising path towards building general purpose simulators of the physical world.

**Source:** https://openai.com/index/video-generation-models-as-world-simulators
**Date:** Thu, 15 Feb 2024 08:00:00 GMT
**Category:** OpenAI Research

## Activation Keywords

- video generation models as world simulators
- openai video-generation-models-as-world-simulators
- video generation models as world simulators

## Core Concepts

### Key Points

- Extract from OpenAI research paper
- See original paper for detailed methodology

## Step-by-Step Instructions

### 1. Background

```python
# Research background
# See original paper: https://openai.com/index/video-generation-models-as-world-simulators
```

### 2. Implementation

```python
# Implementation details
# Refer to OpenAI's official implementation
```

## Tools Used

- `read` - Read research papers
- `web_fetch` - Fetch online resources
- `exec` - Run implementation code

## Example Use Cases

### 1. Basic Usage

```python
# Example usage based on research
```

## Instructions for Agents
Follow these steps when applying this skill:

### Step 1: Background

## Examples

### Example 1: Basic Application

**User:** I need to apply video-generation-models-as-world-simulators - Video generation models as world simulators to my analysis.

**Agent:** I'll help you apply video-generation-models-as-world-simulators. First, let me understand your specific use case...

**Context:** Apply the methodology

### Example 2: Advanced Scenario

**User:** Complex analysis scenario

**Agent:** Based on the methodology, I'll guide you through the advanced application...

### Example 2: Advanced Application

**User:** What are the key considerations for video-generation-models-as-world-simulators?

**Agent:** Let me search for the latest research and best practices...

## Related Skills

- Other OpenAI research skills

## References

- https://openai.com/index/video-generation-models-as-world-simulators

---

**Created:** 2026-03-29 14:25
**Author:** Aerial (from OpenAI Research)