Corey Knowles

And it'll go over to it.

And we also, we announced recently a beta of something called Aardvark, which is like custom designed for security and security.

I'm really excited for Aardvark to come out of beta and just like become a standard part of how we make sure that,

code, whether or not it's written by humans or AIs, is maximally secure.

Well, I mean, it's separate right now.

And if I think about who's using it, it's mostly for security engineers.

But I also think that the capability of just a really good security reviewer is probably something that every engineer should have.

Right.

It might be a different form factor.

So I could imagine we're still figuring this out, but I could imagine like just us making sure that Codex is excellent at security review.

But that doesn't mean we don't want a product that's like specifically amazing for security engineers, which is like a smaller population within the company.

Right.

Yeah.

Yeah, it's been pretty cool.

I think with Aardvark, we're seeing that not only are we identifying issues, especially when people newly deploy it, we identify issues like, wow, I can't believe we didn't know about this.

But then also, the way that the beta works right now is that when it identifies an issue, it attempts to reproduce the issue.

and like can demonstrate that the issue is real.

And then it will like actually send Codex in the Codex cloud to go like fix the issue.

And then it can like test if the issue does no longer reproduces.

And so I think Aardvark in a way is like, because it's like a very specific thing that you, it actually uses Codex for many things under the hood.