With that scale and speed with AI, how is it doing in terms of, you know, if it's put into place to help kind of catch things? Is it foolproof? Does it still need to continue to learn and kind of get its legs underneath itself? I don't know if you can further elaborate on that.

Yeah, absolutely.

So, I mean, if we think of, for example, earlier this year, the whole anthropic mythos coming up and along the way, many models are being used similarly.

And really, what we do there, what we can do there is like basically the reasoning about what we have at hand, right? Beforehand, you had in terms of security reviews, an expert at hand who was looking at the code, looking at the implementation of the configuration and so on, and basically considering what could go wrong there, right? And now you have with AI, especially in the kind of agentic part of AI, the capability of, okay, at scale, we cannot only follow one single path, but we can follow multiple paths at once even, and really understand, okay, what could theoretically go wrong, then understand based on our, in this case, cloud configuration, how does it look like to test different scenarios in parallel at scale and understand which is the path that's like the most likely one to, for example, that could lead to an issue that could be a problem in production later on or lead to a certain security flaw.

And this is really, I think, what changed and how we also see the most benefit about this.

And we were talking about kind of the arguing about a finding, you know, like you have a kind of like a candidate of a finding and then understanding using AI agents again, how likely is this one or the other one or another avenue to approach and find basically at the end, the most likely ones that are actually an issue where a human could then come in and verify those and address them basically.

How have expectations changed from the rest of the C-suite, from the leadership that you work with? Are they looking to you now with new demands in terms of resilience, in turnaround time? I don't know if you can jump in and put your perspectives on that.

Yeah, absolutely.