Artificial intelligence is moving from back-office experiment to front-office operator, and some of the people building it are now warning that the fallout for white-collar workers could be severe.

For decades, white-collar workers were told that a degree and a desk would buy them stability. That bargain is unraveling fast as layoffs, hiring freezes, and automation hit office jobs that once felt ...