Knowledge atlas

wn away. We've seen numerous stories and it's not actually getting any better, I think. We saw stories about like Replit and things like that last year, who then have putting guards and saves things into that. And then people were like, "Oh, I don't need Replit anymore. I'll just use Claude." And then someone put in something, didn't give it guardrails. And it's like, "Oh, my production database is now deleted. Great." And so I think the AI space is helpful. But I think at the same time, we still need people who understand what AI is generating to be able to give it the guardrails, fix it, solve those problems. Because there's a lot of context that when you and I are talking, that our lived experience will be adding to whatever I'm saying. And AI doesn't necessarily have that kind of thing. But it's also really good at doing quick prototypes or transformations that are really important. So moving data from one place to another, you can go, "Oh, just do this. It's really cool." And