Physical AI is a tool developed by KAI that focuses on integrating AI with physical environments, allowing for intelligent automation in industries such as manufacturing, logistics, and smart home devices. It enables machines to learn from their surroundings and adapt to various contexts, improving efficiency and capabilities.