ship submission: judge-aligned README, real training curves from 2000-step run, blog, scripts

optimize for hackathon time budget: 256 tokens, 200-step checkpoints

import unsloth first; pin torch 2.4.0 for unsloth cpp ext compat

add training driver, job entrypoint, seed + upload support

add training driver + windows setup guide