A town memorial-day parade office pastes two accepted program notes into the prompt so new blurbs match house style. The office has not paid for a fine-tune. What technique is that?

Examples inside the prompt teach house style on this run. That is few-shot steering, not a fine-tune. Leaders use accepted samples when volume does not justify labeled training and refresh. Style can move without a weight change.