Comment by red75prime

We know that human level opaque AI can exist. So the question becomes: how do you solve this problem if you can get access to the low level details of your brain processes and if you can run copies of parts of your brain with arbitrary inputs?

One answer would be: generate thousands of short descriptions of input signal for its different aspects, find the ones which correlate with the outputs more, refine hypotheses using scientific method.