…The trouble is that the innovations of this century, tight oil and shale gas, have very high rates at which the productivity of their fields decline.

That said, there is a lot to be found and it’s my understanding that AI is helping to offset the declines by improving the hit rate of new wells and how much can be squeezed out of them. (In case you were wondering what the military industrial complex regards as AI’s most important utility!)