Twenty test questions for a farm advice bot are scored for faithfulness by people and by an LLM judge, and a release gate opens if the judge's average is high enough. Then use a judge that likes long answers, drop the judge's broken replies, or let the bot grade itself. This lesson needs JavaScript.