 Yeah, that's a great question. And honestly, it was definitely not a straightforward path. I graduated from Columbia University with a degree in biomedical engineering, which is actually where I got a lot of my hardware experience and ability to prototype. And then from there, I actually became a data scientist and worked as a machine learning engineer.