Earlier quoted context omitted.
Anyone got suggestions for what a web dev should read or what classes he should take to understand what this guy is saying?
What you're looking at is the theory of computational complexity. Here's a short-ish overview: http://www.math.uchicago.edu/~may/VIGRE/VIGRE2011/REUPapers/... For a more extensive overview, try this textbook by Michael Sipser (Amazon Affiliate Link if feeling generous: http://amzn.to/2fy9tKZ , Google Books link otherwise: https://books.google.com/books?id=1aMKAAAAQBAJ&dq=introducti... ).
Edit: to be honest it's the maths notation that is a big barrier for me. Until one can read it relatively fluently it's very hard to translate the ideas into a meaningful mental model .