What is a World Model?
A World Model is an internal representation that an AI agent builds to understand and predict its environment.
Core Idea
The fundamental insight behind World Models is that intelligent behavior requires:
- Perception: Understanding the current state of the world
- Prediction: Anticipating how actions affect the world
- Planning: Choosing actions to achieve goals
Key Benefits
- Sample Efficiency: Learn from fewer real-world interactions
- Safe Exploration: Make mistakes in imagination, not reality
- Transfer Learning: Reuse learned models across tasks
- Interpretability: Understand what the agent has learned