1254 hand-tested AI prompts across image, video, and music — each with full context, variables, and a sample output. Content is authored in Traditional Chinese; the UI here is English.
同時示範「想要的輸出」和「不該出現的輸出」，讓 AI 對兩端校準；語氣與精準度任務上，一個負例常勝過三個正例。
強制 AI 回答前依「重述→列假設→逐步推→自查→結論」5 步思考，複雜推理的自信錯答實測降約 30%。
After 18 months of testing 60 Claude workflows, the retention pattern: annoying but not painful, output has a destination, input under 30 seconds. The 5 templates that survived 6+ months (Friday review / meeting follow-up / client weekly report / Monday briefing / pipeline update).
