They are indeed "just next-token predictors". But rockets to orbit are also "just forward and upward goers". And Steph Curry is "just next three-pointer scorer" and so on. And as the article points out, chess engines are also "just next-move makers". A flawless oracular trading system is "just next trade maker". It turns out that "next n doer" is a true model that illuminates little.