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Google is planning to roll out a technology that will identify whether a photo was taken with a camera, edited by software like Photoshop, or produced by generative AI models.
So they are going to use AI to detect AI. That should not present any problems.
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Yes, it’s called a GAN and has been a fundamental technique in ML for years.