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So I think the most important point is that we don't expect you to, or we don't expect the user to, like clean slate right stream app are many of our use cases are people who already have existing Python scripts for training a model or for running a model on some data set. And so what we try to do is let the user instrument their script graphically. So for example, anytime you have a variable in Python, so you could say x equals three in stream that you can simply just remove that three and say x equals st dot slider. And now that x is a slider, that can be changed and it all of the downtown stream computation will be executed properly as a result of that. And so, and that doesn't apply just the numbers, you can have all kinds of different inputs. And you can actually even get into various kinds of control flow buttons and checkboxes and stuff and, and in a funny way, because the flow of a stream, that app follows the logical flow of a Python program, the UI follows that flow also. And so a very funny and sort of mysterious aspect of streaming that sort of love to write a blog post about it if I can manage to crystallize his idea is how stream that goolies tends to be logical from the users perspective, without a huge amount of effort or design required. Now, of course, you can also just clean slate, a streamlined app. And we we do that, for example, all the time, all of our dashboard. words for example of looking at downloads and GitHub stars and all the ways in which we that the telemetry on the stream that itself, we we have written our own dashboards for. And that's a first class dream without that we wrote that lets us look at it understand these things. So so so you can really do it both ways. And And certainly, you know, intentionally writing a stream, that app makes it possible to also think a little bit about how to write things quickly. We have some caching technology that allows you to save computation and reuse it across runs. So there's, there's lots of neat stuff you can do there. Then, as far as the the final part of the story arc is deployment. And right now, we don't have a solution to that. We're actually working on a solution which we're calling streaming for teams. And that's something that is designed to be a sort of enterprise version of stream live, but at the same time, the community has now written you know, probably one or two dozen articles about how to deploy stream that on EC to on her Roku. And so that's great too. And we really encourage that. And we've been reading those articles carefully. So thank you guys for writing them. And we want to make sure that they're also great open source solutions sort of playing streaming.