Cal Newport discusses the duration of deep work based on whether it is geared towards deliberate practice or work that can generate a flow state. He explains the four-hour limit for deliberate practice and how most deep work can be done for longer periods. Newport emphasizes the importance of regular deep work and avoiding distractions to achieve desired results.