The sort of transformation needed here seems achievable. There are various roadmaps to success whereas there were not any roadmaps to general language agents just a few years ago.
Backprop was popularized in 1986. Transformers came out in 2017.
It could be >10-20 years before the next breakthrough comes. Given all the progress so far, these things still don't seem to be learning any logic.