One aspect is the multi- channelannel aspect where we're going from just emails to getting texts and phone calls and pings on on LinkedIn. Probably everyone here is getting texts or phone calls on a regular basis. And if you've seen over the last 12 months, the fidelity of those attacks has gotten drastically different. And if we're to project out even one or two years into the future, we're going to see that same trend continue. And so to answer the question on how AI specifically is changing what's possible, one is the ability to orchestrate these attacks at scale, send a very coordinated attack that requires a lot of historically human intelligence and currently AI can

do it um by itself. It that's one area. And the second thing is just the quality of the attacks themselves. If you get a voice call today, the fidelity is incredible. And um the difference between now versus 12 months ago is is very significant. And I think all trends point towards if you project out another 12 months from now, it's going to be pretty much indistinguishable. So when you get that phone call that you think is from the CEO of the company, um it might not be and you'll really have no way of knowing. And I think that's kind of what we're building towards