Update arxiv link to 2603.03756

Fix prompt format: unify to delta output format, remove incorrect normal composition section

Update model card: fix epochs (1), usage code (prompt_store.py, dtype=auto, add_generation_prompt=False), output format, add full prompt details block

Update README: add prompt format, fix eval numbers, update cross-references

Update README with new repo/model names

Add Model Card