Few-shot with receipts

Examples work when they are real. Invented few-shots teach the model your wish. Pasted tickets, redacted logs, and graded answers teach the job.

Label why each example is good or bad. Models copy the surface pattern; they need the grading rule in the open.

Three tight examples beat twelve vague ones. If you cannot explain an example in one sentence, drop it.