Uh, so.

[chuckles] Won't hold it against me.

Yeah, it's, it's gonna get worse, uh, probably.

So undergrad NC State, electrical engineering, grad school at Duke, biomedical engineering.

Um, and it's, uh, it's interesting because what those things set me up for actually was a career in signal processing, machine learning, and computer vision.

And so from more or less my first technical job in undergrad all the way to now, I've been working in machine learning and AI, right, right from the beginning and all the way through.

And it's just, it's been algorithms all the way across.

Can you talk to... talk first maybe about, hey, what you've seen in the data and then maybe let's explore like anecdotally like why that is.