Cloudinary has for a little while they've been doing, you know, just straight photo transformations and even video transformations and video hosting now as well. And it seems like there's a lot of big opportunities for images and AI on the web, especially from a company that primarily just is transforming images all day. So, do you want to give us a little bit of an intro on these AI features and we can dig deeper? I know I have some questions about how some of this stuff works.

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