Rolling 30-day forecast accuracy + calibration bins

prod_rolling block: Brier score, calibration MAE, accuracy, n_evaluated, calibration_bins (10 bins of predicted_mean × observed_rate × n), per_country breakdown, confusion matrix. The honest model report card.