Human in the Loop

Integer-cents Python clears the invoice before the local 3B model's draft reaches anyone

A Llama 3.2 3B agent running offline invented a $1,990 balance on a $1,975 invoice. The open-sourced answer leaves prose to the model and hands every number to deterministic Python behind a tri-state router.