Shortcut works sometimes. But if X is common in training and Y is rare, the model regresses on the next turn even with 'do Y, not X' right there in history. @vanviegen's 'fighting instincts' — you can't trust the model to read the correction. Gate it before the model runs instead of inferring it from context