pointer but yeah finally I want to show a very cute example of you know I in in my you know in my group we have been playing around with a lot of making fake imagery from from early on and so now a lot of people are worried about you know all this fake news and you know put in screwing things up so we thought we could try to play on the other side of the fence as well and see if we can detect if image is not being realistic okay and the top one is actually from my old paper with James Hayes where we learn to kind of fill in holes and