eventually went out so being able to authenticate that this is real and this is not yeah as opposed to gas just getting better and better or generative models being able to get better and better to where the nature of what is real I don't think we'll ever be able to look at the pixels of a photo and tell you for sure that it's real or not real and I think it would actually be somewhat dangerous to rely on that approach too much if you make a really good fake detector and then someone's able to fool your fake detector and your