Here's the scene I've watched play out on a dozen teams. Accuracy plateaus. Someone rips out the logistic regression, drops in XGBoost, and waits for the jump. It doesn't come — or it comes with two points you can't explain to anyone. So the week disappears into hyperparameter tuning, and you end up with a slower, heavier, less interpretable model...