A health hotline in Lagos tunes its assistant's answer to a worried parent. DPO learns straight from annotators' choices between pairs of answers: no reward model, no PPO, just two models in memory. Then let the labels be coin flips, or set β so high the model cannot move. This lesson needs JavaScript.