

Chapter 1
The engine of pure imagination
Chapter 2
Recreating the classics from scratch
Chapter 3
DeepMind's Genie and the path to realism
Chapter 4
Training the future beyond the screen
Ch 3 · DeepMind's Genie and the path to realism

BETA
artiteacher Build virtual environments to learn how Genie dreams up playable, realistic worlds.

artiteacher Trained on hundreds of hours of side-scrolling video games, the breakthrough model generated simple environments at one frame per second.

artiteacher Players navigated these new isometric environments before they dissolved within twenty seconds.
Quiz
How long could Genie 2 maintain a stable generated environment before it fell apart?
Fun Fact
Slow start: Google DeepMind's first Genie model in early 2024 generated interactive worlds at a speed of only one frame per second.
Glossary
world model (noun)
A computational system that mimics the physics and dynamics of an environment to predict future outcomes. In 2024, Google DeepMind introduced Genie, an eleven-billion-parameter world model trained on unlabeled video game footage.
A computational system that mimics the physics and dynamics of an environment to predict future outcomes. In 2024, Google DeepMind introduced Genie, an eleven-billion-parameter world model trained on unlabeled video game footage.
Quiz
Which new capability was introduced in Google DeepMind's Genie 4 in October 2026?

