Why the vector database hype was a dangerous trap for investors

you can still build amazing companies. So can you just talk us through a little bit your view on on how infrastructure and application are playing out when you're looking at AI?

Yeah. I think the very tricky thing is to make really generalizable comments about both layers. So if I start with infrastructure, one category that was very hot two, three year years ago was vector databases. And at the time, it was obvious because of where we were in the cycle that all of the pure play vector databases were gonna see incredible growth. And it would have been easy at the time to extrapolate that growth into the future with, like, really bullish assumptions.