Keri Briske

And enterprises and vertical industries are highly specialized.

If you think about in healthcare, in automated driving, in finance, in chip design, in any name in industry, you need to be able to take it that last mile.

And so I think we're finally providing the tools.

I mean, five years ago, this stuff was really hard, right?

But now we're getting to the point where you can reproduce.

We have the tools.

It's getting easier to train.

It's cheaper to run inference.

And so now enterprises can take their data

and they can apply it to these models and take it the last mile that you need for specialization.

And that's what's really interesting.

No, there's definitely a need for specialized models.

I think we've been saying it for a couple of years.

I just think it's taken, it's the journey of understanding generative AI because it's just a completely different way of programming, right?

It's a completely different way of software engineering, the way the applications are going to be built in the future.

And so just as you've had to change out your build systems and your test-driven development and your QA, like this is just having to redefine how you build software.

And I think it's just a journey and it's another transformation journey that enterprises are going to have to make.

And that was a really great paper about small models.

It's one view.

I think there's also it's many models.