Update dataset guide and checkpoint reports

Document dataset-only checkpoint layout

Keep checkpoint folders dataset-only

Move checkpoint reports outside checkpoint folders

Add checkpoint 20260611 bundle01

Add MoE architecture docs

Add dense architecture docs

Add tokenizer docs

Add dataset guide

Add dataset card

initial commit