it's a it's a clear framework it allows you to compete probabilities easily it allows you to sample kind of in just a iterated fashion it's not the fastest but it's quite simple to do you just feed in the sample in the distribution over the next word and then you feed that as a new input and conditioned on it and then resample and so it's it's it's a very clean in like general framework but it may actually not be all that optimal so it's cool and exciting to see some of the things that these language models are doing and some of the work as I was