Add self-loops on batched subgraph edges, LayerNorm after subgraph pool, small Xavier init on the torsion MLP, nan_to_num and optional output clamp, and a separate Adam LR group for subgraph modules via --subgraph-lr-scale/--subgraph-torsion-clip. Made-with: Cursor