Yep, I agree with the figuring out the right level of abstraction being a problem.
I think being explicit about current understanding is step 1 to generating new insights. Without the base of knowledge, how do you figure out if what you discovered is “new” or something you implicitly knew already?
I wrote a while ago about this, if you’re interested —
and a more practical follow up: