Slide to keep the top 3 to 20 features, each scored before training. Accuracy and results on new data peak near 10, while training time keeps rising.
20 features, each scored in advance. Slide Top-K and watch the model react instantly.
Right around here, accuracy and generalization both peak. Extra features from this point on mostly add cost.