The people involved learned certainly nothing from history.
While Germany was dabbling with all kinds of expensive new tank designs, the Russians built only one kind (with incremental improvements) but in large quantities. Guess which one made the difference? Actually, the same goes for the English and the Americans. While inferior, the Sherman tanks could be made in much larger quantities.