There aren't currently any plans for numpy 2.0. There is work on making the API more evolveable in place, but it's not clear when/if that will bear fruit (it requires changes in the overall python packaging ecosystem), and even if we gain the technical ability it's not clear whether this reference stealing thing is fixable. It sucks, but it does work, and there's a ton of old legacy code that would all break. 