Jose discusses the importance of testing AI systems across a diverse range of tasks to evaluate their generalization capabilities. He emphasizes that while specific tasks can lead to high performance, understanding why a system excels or struggles with certain tasks can provide deeper insights into its intelligence. By exploring a variety of games, researchers can better assess the underlying abilities of machine learning models.