The chapter explores the impact of improved hardware on AI progress, focusing on NVIDIA's GPU success in deep learning and the collaboration between a robotics company and Google DeepMind. It dives into challenges and strategies in transitioning powerful AI algorithms from virtual tasks to real-world applications in robotics, emphasizing the importance of data collection and integration with hardware.