One invention that drew me to this topic was Binary Lambda Calculus, invented by John Tromp (“Tromp” as in Tromp-Taylor Rules). It’s just a direct binary encoding of a lambda calculus term, but it gives you a concrete and concise representation which is useful for evaluating the complexity of an expression. I encountered it when viewing https://codegolf.stackexchange.com/questions/6430/shortest-t... and found that this language was the one that could write the most precise representation of a very large number with the fewest bits possible. I later learned that Graham’s number could be encoded in 120 bits (maybe 3~4 less), much more concise than equivalent mathematical language, and I’ve since been drawn into the field of googology. It was fascinating.