Series 4

Physical Intelligence

What does it take for a machine to act in the physical world? Embodied AI, robotics perception, sensorimotor learning, and world models — explained from the mathematics of control, prediction, and perception. With original diagrams, from first principles.

What Does a Robot Need to Know Before It Can Act?
Draft Jul 2026