When Arcane Laboratory enters, it will look back over the turn to see if any spell was cast before it entered the battlefield. It will notice itself being cast.

If a spell is countered, it still counts as the one spell cast.

When it leaves the battlefield, the effect ends and all players are able to cast spells unrestricted again.