Most leading AI companies have publicly stated their intent to develop AI models as competent as humans on all cognitive tasks, which could generate trillions of dollars in economic value. With the currently-common belief in a winner-take-all race towards artificial general intelligence (AGI), the potential strategic advantage of highly advanced models may soon lead companies to leverage their models confidentially and internally to increase technical progress—but providing little signal of advancement to competitors and the broader outside world.