I feel like the dark wizard of Rhun is more likely Saruman. Similar patterns in the beard. Anyway, in the second age they aren’t necessarily known as Gandalf or Saruman. They will probably have to leave Middle Earth once they accomplish whatever it is here they were sent out to do to hold back Sauron and come back thousands of years later in the third age.