Dr. Poppy Crum

acuity or resolution in a domain we might not, or an area where we might not be able to break it into the pieces we need, but it's going to help us get there because my brain actually needs to now learn to understand that different, you know, that sophistication.

I'm happy to walk through a cheat sheet later after, you know, for building out like a computer vision app if, you know, for quantifying some of, you know, some of these more personalized domain related things that people might want to do.

Yes, absolutely.

And we're in an era where everyone, all you hear about is AI and AI tools, and there are tools that absolutely accelerate our capabilities as humans.

But, you know, we gave the examples of talking about some, you know, some of the LLMs.

I mean, I sat next to, of course, we went to Cal.

I sat next, I was at a film premiere and I was sitting there, I was sitting next to a few students who happened to be from Berkeley.

And they said to me, you know, they were computer science students and double engineering.

And one of them, when he knew what I talk about or care about, he's like, you know, I'm really worried my peer group, like my peers can't start a paper without chat GPT.

And

It was a truth, but it was also a concern.

So they understand the implications of what's happening.

And, you know, that's on one level.

We're in an era of agents everywhere.

And, you know, I think Reid has said that there's, you know, a number of people have said, you know, we won't.

we'll be using agents, AI agents for everything at work in the next five years.

And some of those things we need to use, agents will accelerate, they will accelerate capability, they will accelerate short-term revenue, but they also will diminish workforce, you know, cognitive skill.

And as a user of agents in any environment, as a

an owner of companies employing agents.

You have to think hard about what the near-term and long-term ramifications.