What did you see and how did it get started?

Yeah, so I was a traditional finance guy for a number of years as an equity research analyst at Credit Suisse and went to business school and then was a long short investor at Point72.

And in the middle of my point 72 career kind of switched to private market investing, particularly around market infrastructure, market makers and things of that nature.

We got into the crypto space a little bit exploring it.

And as I saw the new DeFi liquidity technology from Uniswap to the lending protocols.

I'm like, this is phenomenally interesting.

This is stuff that used to take a thousand people to do.

How is AI fitting into Vision's roadmap today?