When a few large numbers are added in the usual way 'carries' accrue along the way. The carries form a Markov chain with an 'amazing' transition matrix (Holte). This same matrix comes up in studying card shuffling , sections of generating functions and in the character theory of the symmetric group. There are fascinating connections to Lie theory and much else.
This is joint work with Jason Fulman.