If the screenshot in the article is any indication of what is to come, they at least didn't change the design language again and there is no indication of a new UI framework.

Applications that work and look good in Windows 11 are likely to look good in Windows 12. It doesn't look like a reboot at all and more in line with the regular changes that we have seen within Windows 10 between the larger updates.