Matt Beane argues that corporate AI courses are burning tens of billions while model features and workflows change faster than training content can refresh. The sharper part is the proposed shift from workshops to work redesign, with Netflix-style hands-on sessions treated as useful but not enough evidence that training itself produces durable skill.