A new proposal replaces distant forecasts with a chain of short-horizon predictions to combat model myopia. The method rewards AI models for predicting their own future outputs before verifying the final result against ground truth. This recursive approach prevents models from ignoring long-term outcomes. It offers a technical path toward more reliable long-term forecasting.