From your viewpoint, are you seeing that people are thinking about this sort of like pre-deployment preparation before doing that? And how are they like solving for it today?

Very good question.

I think what we're missing here, Laura, because of course, and I'm not saying this is to say we're doing something bad as industry, but really we're moving so fast.

And one of the things that we need to double down on is education.

And to your point, you know, like, yeah, so maybe someone today say, hey, let's deploy AI.

Of course, you cannot just deploy it like this.

As you mentioned, you need to make sure that you're deploying it in a safe way.

Like, you know, what can I do? What would the AI do? That kind of thing.

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