What is the true impact of Panels Everywhere on theming and layout duties?
From my own findings:


Yes. In fact, one can set a site template which (more or less) replaces the concept of regions.
No, one should set a site template and not forget to have a Page Content pane.
None, except for the site template itself. Eventually, some can be set on the Page Content too.