TurboQuant (Zandieh et al. 2025) has been all the rage in the past two days, and I've seen lots of comments here attempting to explain the magic behind it. Many of those comments boil down to "dude, it's polar coordinates!!!", and that's really misleading. The most important part has nothing to do w
