It seems that everytime I open the "edit game" page, the password gets randomly generated, overwriting any previously set password. This is probably not intentional?
Looks like the ghost of this issue, which I've just reopened!
Try again, hopefully should be good now.
Yes, it remembers the password now. Thanks!