William Blair industrials analyst Ross Sparenblek discusses how humanoid robotics could mark a structural shift in productivity by extending AI’s capabilities from digital tasks into real-world physical labor. He outlines the key forces accelerating adoption, from demographic pressures to supply chain dynamics, while highlighting both the long-term opportunity and the technical and scaling challenges still ahead.