the AI's predictions become self-fulfilling prophecies. The data bias is not a one-time problem; it is an ongoing engine that amplifies existing disparities. We will explore feedback loops in much greater depth in Chapter 7 (AI Decision-Making) and Chapter 9 (Bias and Fairness), but the important th