Sync latest GeneMamba docs and next-token training updates

Set legacy checkpoint mamba_mode to mean

Normalize config and fix Mamba2 loading

Fix Mamba2 loading mismatch and sync model definition files

Unify repo: default 24l-512d at root, add size variants via subfolder