Make single-file dblock MoE self-contained

Refresh single-file dblock MoE trainer

Improve NAT decoding in single-file trainer

Regenerate clean single-file trainer with inference compatibility

Restore README inference smoke command

Fix single-file inference checkpoint compatibility

Add AGILLM-4 dblock single-file trainer

initial commit