Suddenly, computers can do things that seemed impossible not so many years ago, from mastering the game of Go and acing Atari games to translating text and recognizing images. The secret is that these programs learn from experience. The great artificial-intelligence boom depends on learning, and children are the best learners in the universe. So computer scientists are starting to look to children for inspiration.

Everybody...