So, what is exactly the deal with Article 50 and Brexit?

In light of this article (it’s short, please read) and especially this sentence: “The referendum result is not binding. It is advisory. Parliament is not bound to commit itself in that same direction.”, I am wondering exactly what is the sequence of events required to either implement or block the effort to leave.
I recognize that this is an Op Ed piece, but it does raise some questions.