Earlier quoted context omitted.
I'll take a stab at it. I think they are saying...Intellectuals are going to change the way they guide their research or formulate their hypothesis based on the this work at MIT. This person believes that this project signifies a paradigm shift in the fundamental origins of thought, hereafter nothing will be the same. I think this person is trying way to hard to sound smart or poetic.
Nah. enord's saying that they'll all sit down together and realise that they don't know very much about intelligence after all. So all the current excitement around super-intelligent AIs, and whatnot, will go the same way as it has the previous times we all got excited.
Then they will discover that this has happened before--several times--and the reasons they had to think that it was all different this time were all based on exaggeration and wishful thinking, promoted by people trying to make a buck.
We can throw more hardware at the problem now, but even so, every advance seems to be accompanied by a reassessment and lengthening of the distance to the finish line.