I think the difference is with code you know the fundamentals to at least understand what the AI is handing to you. I think there is going to be a point where we don't have that fundamental understanding anymore because we will be dealing with stuff that is only theoretical now or hasn't even been considered.
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That is quite possible, but like any human invention AI inventions will have to be understood and contained over the period of time. Think of invention of Atomic energy... And sometimes we don't have to understand how something was arrived at to understand the implications of using of this something and vice versa of course...
Not everyone, but I hope that somebody does at some point. It's hard to say if that will be the case once AI really starts plugging along.