My biggest take-away from this was FRACTRAN[1], The Bestest Ever™ programming language designed by the (sadly, late) John Conway.
To run a FRACTRAN program, you lookup its catalogue number, and repeatedly evaluate a certain simple function on it (which has the same spirit as the 3x + 1 one in the video).
As in 3x+1, all operations are integer operations.
FRACTRAN is Turing-complete, of course, so you can rewrite any program in FRACTRAN, and the paper provides quite a few examples!
Written as a sales pitch, this is both the most hilarious paper I've read in a long time - and one of the most mind-blowing ones.
It's pretty accessible (as far as math/CS papers go), too!
[1]http://www.cs.cmu.edu/~15455/resources/Conway87.pdf
PS: The real mind-blowing part is thinking about whether 3x+1 is, too, a programming language. We simply don't know, and possibly never will.