在 prompt 裡明確點名「這類任務 AI 最常見的失敗模式」並要它主動避開，2026 實測降錯約 28-30%。
You are a {{role}}. GOAL: {{task}}. ANTI-GOAL: the most common failure on this task is {{failure}} — steer away from it.