Humanized AI (HAI), emerging as the next of the AI waves, refers to artificial social beings that are very close to humans in various aspects, beings who are machine-race humans, not digital slaves. Foundation, Architecture and Prototyping of Humanized AI deploys a novel small-data approach to vertically explore the spectrum of HAI.