Can you talk through how do you balance innovation and shipping out a product that your customers want and need versus like usage of AI? Like how do you balance the two?

Yes, it's a very important balance.

As you call out, AI is increasingly critical, but it can be energy intensive.

We focus right now on the things that we can't control.

So as part of our sustainable AI working group, there's two recent initiatives that I can highlight.

The first being that we launched AI model vendor guidelines.

So this is public documentation establishing GitLab's framework for evaluating and selecting the vendors who develop the models powering our AI products and the vendors who host those models.

I think, you know, our listeners are always looking for those nuggets of like, oh, learning and curiosities or anything you would like to share? I