My experience too, in many cases, is that I already know (even if in a vague sense) how to do the thing I'm trying to coax out of the model, but a quick prompt "split this string on $CHAR" or whatever is much faster than me fiddling with forgotten bash syntax.

This approach is different than blind trust in the output from a place of ignorance.