Contrastive Example Calibration: Show It What You Want AND What You Don't — One Negative Example Beats Three Positive Ones

Demonstrate both the 'desired output' and the 'output that shouldn't appear' at the same time, so the AI calibrates between the two poles; for tasks about tone and precision, a single negative example often outperforms three positive ones.