So w- w- with that in mind, Wei Wei, and affording data analytics and engineers more time, can I ask, as AI is taking over more repetitive work such as sucking in data, preparing data, running reports, et cetera, where does the really high-value human contribution move next? As, as data engineers and scientists and analysts are freed up from some of the more low-value operational admin type tasks.

Yeah.

Maybe, um, let me step back a little bit.

So I think AI is overall in my...

This is also my personal perspective.

I think is, um, is compressing the work that used to make analytics team or a data engineering team look really valuable.

Um, what I mean by that is that a lot of the...

How would you recommend they think about going that in a, in a better way than just doing that?