Explore a comprehensive lecture on optimizing robot actions in human environments, delivered by Anca Dragan from UC Berkeley's Electrical Engineering and Computer Sciences department. Delve into the complexities of human-robot interaction, covering topics such as human prediction, autonomous driving, and shared utility. Learn about the challenges of predicting human behavior, the limitations of the "predict and react" approach, and innovative strategies for coupled planning. Examine real-world applications in autonomous driving, including navigating four-way stops and incentivizing human cooperation. Gain insights into the nuances of human-human interaction and how these principles can be applied to improve robot-human communication and collaboration.