Dr. Fill, an A.I., won the American Crossword Puzzle Tournament. Here’s how.

A synthesis of "old-fashioned AI" and modern machine learning has created a computer that solved the championship puzzle in less than a third of the time it took the human champion (which was three minutes). Dr. Fill can figure out that Trip to watch the big game? is SAFARI — but it stumbles on phonetically themed clues.