of mistakes as an algorithm trying to figure out how to make sense of any of this especially once you get to some more complicated task like do these two sentences logically reason or follow each other you could even just do a simpler thing like split it into spaces so there's a huge design space here and I'm just providing a few examples right now okay so there's character level there's byte level which would be kind of working on you know if you just work on characters how do you deal with non ASCII text or text in there you know non