 And so I think that, look, like there's a lot to still learn. We're still in very much the early days here. But I think that this process that we've gone through over the past four or five years now of starting to deploy this technology and learn has taught us so much. And we really weren't in a position three, four years ago to patch issues. You know, when there's an issue with GPT-3, we would patch.