It does look like you currently need to be logged in to set the setting or set it each time (or, I assume, have your browser retain persistent cookies); the default is light. It’d be kind of nice if it just used the browser “light” or “dark” preference.

Maybe this is just temporary; they do say that the dark mode is “beta”.