LittlePlyResearch notebook

CM-7 / live Lichess model

State-conditioned curriculum model

Continued from CM-6 through a finite mixed curriculum and opening/endgame/Elite follow-up; selected by validation NLL at follow-up update 2,232.

86,235,648 parameters. 120-slot prefix encoding current board/state plus optional 16-ply history; up to 122 inference positions, with 512 allocated vocabulary IDs. Complete past game history is not required, and repetition history may be unknown. Different training objective; loss is not comparable to full-history runs. No reasoning traces.

Checkpoint SHA-256 29e68a8e85336cbb1f56efdad36bd76217728b6a376d1e5f74e89887d21383da

Initialized from CM-6.

Experiments

Inspect and reproduce

Recorded evidence and source · All versioned source, including Rust · Published downloads and limitations · Games and checkpoint filters

Selected by validation NLL at follow-up update 2,232. Adoption is motivated by standalone-position and endgame training support, not demonstrated superiority over CM-5. The final system evaluation is 21W / 19D / 58L / 2 unfinished.