When making a link in HTML, you want to start it with a / to denote that the path is relative to the root of the site. This way, a link to the contact page at /contact works whether we are on the home page or on a deeply/nested/page.
When putting an internal link for a menu item or anywhere else in Drupal, however, we leave off the starting slash and it is provided for us.