registering as a member of a political party in the US means literally nothing
Not exactly… While it doesn’t stop you from voting for whoever you want in normal elections, you do have to be registered to a party to vote in their primaries. You also can use an absentee ballot to just automatically vote for your registered party. Or at least, you can do that in California.