Thanks to Bob Cihla, I discovered there really was a password problem here on the site. It is now fixed!
Since I’m always logged in to the admin area, I didn’t see the problem. It had to do with extra security we had in place because of certain internet attacks this spring. Nobody should see anything else requiring a password. (Unless you’re trying to log in as the site administrator!)