Efficiency leaderboard
Ranked purely on efficiency - loss per FLOP, not FLOPs spent.
| Rank | Team | Method | Loss/FLOP | Verified runs |
|---|---|---|---|---|
| 1 | Tilde Research | OKLS + Wall Attention | −38% loss/FLOP | 41 |
| 2 | kernelhaus | OKLS (community-tuned) | −35% loss/FLOP | 27 |
| 3 | meridian-labs | Aurora | −27% loss/FLOP | 19 |
| 4 | stanford-ml-sys | OKLS + NSA | −24% loss/FLOP | 15 |
| 5 | opt-lab | Compositional Muon | −19% loss/FLOP | 12 |