Totally agreed.

So now we're gonna talk about the trends that we're seeing at the model and application layer.

Um, on the one hand, uh, as we've sort of previewed, AI is generating major revenue and savings.

On the other hand, adoption is still extremely early.

Um, and then, you know, I think on top of this, the, the trend is very much so that costs are plummeting and, you know, we previewed agents already, but agents are actually economical now for a much wider range of work.

And of course, this is changing even as we speak, right? New innovations like Jev, by newer labs like TypeSafe, are taking this to an, a greater extreme.

You're starting to see things like two orders of magnitude, uh, cost differences really impact the, a number of use cases.

I think that there are a few of them that we are close to where we'll see that over the next 12 to 18 months.