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What if one person sends a pic of some celeb or a cat?

Yes, perhaps it should be renamed "anyrandomimagegetsmypicture.com"?

Just any random picture won't do. But I admit that if the picture is one of a person, then you still might get scammed.

How's it doing that? Automated scan for flesh-tones or facial recognition or something else?

Both parties are able to see blurred thumbnail sized pictures, before the exchange commences.