A local AI that types up a Brazilian accountant's receipts (and knows when it's wrong)

Ollama + Qwen 2.5 read NF-e invoices, Pix receipts and handwritten recibos 100% offline. Python validation catches the model's mistakes. 95% field accuracy on a 10-document test set.