I am surprised by the title and the story. Understanding has always been the bottleneck; there is nothing new about it. The argument goes like we humans should understand so we can verify and participate. How bold! Maybe we should have been doing that all along...?
Given it is from "AI Engineer conference" that is expected, it is like TED talks of LLMs.