AI World Model Challenge

Spot the Glitch

Can you beat an AI that learned physics by watching robots?

The AI

LeWorldModel

A world model trained on thousands of robotic manipulation trajectories. It never sees physics equations โ€” it learns them implicitly, by predicting what comes next frame by frame.

When physics is violated, its prediction error โ€” the surprise signal โ€” spikes. That spike is how it detects glitches.

Glitched clip Normal clip
The Rules
  1. 1

    Watch two clips

    Two 3-second loops play side by side. One follows normal physics, the other doesn't.

  2. 2

    Spot the violation

    Tap the clip you think has a physics glitch before time runs out.

  3. 3

    See what the AI found

    After each pick, the AI's surprise signal is revealed โ€” did it agree with you?

Glitch types

TeleportationTime ReversalGotcha โ€” no glitch
Start Playing โ†’

10 rounds ยท 3 s clips ยท real AI scores