The question I have for you is, based on all of your experience, How is AI security the same or different compared to moving to the cloud or any other digital transformations you've seen? And how can enterprises prepare for this?

Sure.

I think they're somewhat the same, but they're somewhat different.

When I think about digital transformation, think about, you know, this has gone back a couple of years where we had, you know, these computers, you know, things.

I got my smartphone here and the stuff that I can run on my smartphone a day used to be in a data center.

So you think about how far we've come just in the last decade.

couple of decades.

So we have agencies or we have subject matter experts that know that this is so important, but then how do we bring this expertise to state and local governments, to the actual personnel that are in charge of securing critical infrastructure?