So I guess, do you think that AI is actually introducing new classes of risk that we need to be building our security programs for? Or do you think they're introducing new vulnerabilities that can just be rolled up into a type of risk we're already familiar with, therefore being dealt with by techniques we already have?

I mean, some of it is unique, you know, the non-deterministic nature.

I mean, how do you test for something that's non-deterministic? You know, what's a pass if you get, uh, close to the same answer after five runs, after ten runs? You know, like it-- there is a lot of what's changed with AI.

Um, the fact that prompt injection is unsolvable.

I mean, we could...

You know, it's a system architecture issue, but until we redesign the entire how the systems are deployed.

So that's, that's basically whack-a-mole until we figure out a better way to do it.

But like you think about that, and it's like, okay, well, like what happens to the human, the human connection when we start including AI in like these sensitive workflows, um, specifically in places where like the human connection is highly valued, like a doctor-patient relationship, you know? How does that kinda change how we think about it and maybe like even where AI is being implemented in healthcare?