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An AI agent that learns to play Geometry Dash in its imagination.

It learns from recorded play, practices without touching the live game, then takes control from screen pixels alone.

Play the dreams How it works Read the paper
Live Geometry Dash control

Watch. Imagine. Play.

About two hours of recorded gameplay are enough to build a world the agent can practice in.

Input Recorded play

Game frames and actions

Learn World model

Imagines what comes next

Practice Action model

Learns when to jump

Play Live game

Frames in, controls out

Play inside the dreams

What changed after practice

After practicing in its dreams, the world model agent survives longer in the live game.

  1. 01

    Improved on all three official levels

  2. 02

    Transferred to an unseen level

  3. 03

    Strong control in ship form

  4. 04

    Keeps up with the game at 60 FPS

Read the paper View the code