Cover’s 1965 result shows a single hyperplane can separate almost any configuration of points when dimensionality grows. The paper applies this threshold‑logic view to modern generative models, revealing a saturation phenomenon that limits new class separations. Practitioners should recognize that adding more features may not yield better discrimination, and should focus on feature engineering or multi‑plane strategies.