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Sure, but Ordinary Joe putting up an amateur flyer is only copying what he sees other things doing, and he's not going to know anything about "this is why you do such a thing" (QR codes are on every damn thing I'm seeing right now, including soda bottles).
And he certainly won't know "In fact, the AI assistant we promise you is exactly like a real person and a professional who will make this better than you could on your own and you won't have to pay a real professional designer to do this level of work for you, is an idiot machine that needs you to spell out exactly and precisely what you want and why you want it".
That moment of, "oh, shit, I have no idea why I'm actually doing this thing," is how you learn and grow, though. I've been there dozens of times. I just think that it's bad if the response becomes "I paid $10 for this piece of shit and it can't even do what it's told!" instead of, "okay, I need to sit down and think for a minute and learn some stuff and figure out what I actually want".
The former is a waste of time that, as @gattsuru says, isn't going to work well with most human professionals either. The latter is how you gain experience and expertise. I'm not being condescending to our hypothetical Joe, it's exactly the advice I'd give a friend or junior.
I agree with you that to the extent LLM companies aren't open about this it's bad.
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I'm gonna caution you that "real professional designer" does not stand anywhere near as high of a level of capability or reliability as you're implying here, including for this specific problem.
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