combine different model families, not just different hyperparameters. 3. **Calibration is not optional.** Uncalibrated probabilities lead to incorrect bet sizing and phantom value. 4. **Class imbalance requires special handling** for rare-outcome markets, but always recalibrate after rebalancing. 5.