The main reason of this post is to provide a writeup of what I think is a correct solution to this problem from the r/math subreddit. I'll quote the poster to phrase the problem:
What is the chance that an infinite series of random numbers will, at some point, repeat all previously generated numbers in that order?
While there was some confusion in the comments, I believe what the poster means is something like the sequences below: $$7,7,...$$ $$3,2,3,2,...$$ $$7,8,6,7,8,6,...$$ Where the dots afterward are arbitrary as the condition has already been fulfilled. If we start writing out a sequence of digits in this way, where the probability of selecting any digit is equal, what is the probability that something like this will happen?
I'll post my solution below. Feel free to comment or correct me.