Prompt Engineering That Actually Works: CoT, Few-Shot, and What I Learned Breaking Both

Three weeks ago, I was staring at a Claude response that confidently gave me the wrong SQL query. Not slightly wrong — completely wrong logic, wrong joins, wrong everything. The query looked right, which made it worse. My prompt was clear (I thought)...