What about auto-login info in the browser?
If you present them with the login form (maybe with username prefilled), and they need to submit the form, they can update their autofill.
Exactly. If you use an auto login cookie then the browser will not have the password, so for the sake of saving a user a small amount of time you'll inconvenience them in the long run, and discourage them from using the site.