- 01
Frame
Turn an application into a precise target, and the classical answer to beat.
- 02
Generate
The model and its agents propose candidate circuits, encodings and decoders.
- 03
Simulate
Every candidate is tested in GPU simulation at meaningful scale.
- 04
Learn
Results feed back into the model, so each round starts further ahead.
Principles
Classical baselines first
An improvement counts only against the best classical method.
Hardware-aware
Noise and native gates are part of the design target.
Reproducible
Every result is tied to the code and settings that produced it.