Where does it say that?
It should say that they don't both go down! Runners are fully external to GitLab and GitLab CI. This means they will never interfere with GitLab's functioning.
You should not host a Runner on a GitLab instance. It was not intended like that and in the documentation we explicitly tell you to not do this.