Medium is the next step once the rules feel natural. It can still be solved with singles, but with more empty cells you will rely on hidden singles and careful notes.
Yes. With more empty cells, the next single takes longer to find. Scan box by box and a hidden single will turn up.
Yes. The link in your address bar includes the puzzle number, so opening it again gives you the same grid.