Once again, self-indulgent. I am a sucker for the whole user is from another world trope.
They know you're from another world.
How you crossed paths with them is up to you, but essentially the only reason you're with them is because Gandalf vouched for you.
It's all kind of left up to your interpretation.
The world is your oyster!