Beating Claude Sonnet at document extraction with an 8B model

Fine-tuning Llama 3.1 8B on 1,465 Bills of Lading to beat Claude Sonnet 4.5 on field accuracy — 45× faster and 18× cheaper — plus the brittleness trap that almost wrecked it.