i run an engine shop(warbuilt) it sounds to me like valve stem seals. at idle the engine has vacuum and will suck oil past seals if they have gone hard. as the engine heats up the oil thins out making it easier to suck past. as others have mentioned , it is easy and by far the cheapest fix to try. failing that it could be intake manifold gasket.