only have a less lesser amount of signal whereas the saw survived part has to learn most parameters millions of parameters and that's done from one to device theta okay so here's an example of an input frame the 64 by 64 pixels here and a frame reconstruction which kind of roughly matches up not perfectly but it gets to just then here we have when we use just C or Z on h h is the ardennes in that state so it shows that it's important that the RNA and hidden state captures something important about the world let's look at results so what we