Keygen Bench: Support

55 AI models write keygen tunes in FastTracker II, scored from the audio. Top: glm-5-3 83.3, swe-2 80.3, gpt-5.6-luna 79.7.

Keygen Bench asks AI models to compose a keygen-style chiptune in FastTracker II, with no network and a Bash tool, three independent attempts each at its highest declared reasoning tier. A trusted FT2 render of each XM module is scored from the audio by craft-v7 (tonal organization, development, dynamics, signal, noise, loop and duration). Models are ranked by their best of three attempts.

Rankings | Tracker | Scoring | Support