Simulation run on this device. Scenario values are not sent anywhere — the engine is fully local.
ai game · free
MoE Routing Arcade
Route tokens across experts under a capacity constraint and keep the load even.
Can you balance the experts before one melts down?
Engine 1.0.0 · game
464
2
1.25
0.4
- Imbalance (max/min)
- 16.0×
- Overloaded experts
- 3 / 16
- Dropped capacity
- 631 tok·slots
- Slots / expert
- 160top-2
Hot experts are truncating — raise capacity factor or flatten routing with aux loss.
E=16 top-2 cap×1.25 skew=0.40
hottest 606 vs coldest 38
Method
- Zipf-skewed expert demand under top-k and capacity factor; overload and dropped token·slots are the teaching signal.
- Numbers are teaching approximations, not production capacity guarantees.