ARCHON · The benchmark record

Measured against
other networks.

Every opponent was built and trained here, on the same data, with the verdict rule written down before the run. What moves in each figure was recorded from the real networks.

1. 01Two routes, one answer.Equivariance under rotations unseen in training
2. 02On the mass shell, at any boost.Equivariance under Lorentz boosts
3. 03A learned operator leaks the invariant.Six symmetry groups
4. 04The charge that stays where it started.Conserved charge drift over 20 steps
5. 05Structure ahead of flexibility.Kepler orbits, rolled forward 290 steps
6. 06It sees the law break.Detecting a broken conservation law
7. 07A flat average falls off the sphere.Consensus on a curved space