Dr. Poppy Crum

Doesn't mean you don't use your agents in places where you need to, but you need to, without the germane cognitive load, there is a different dependence now that you have to have down the road, but also you have to think about how do you

How do you engage with the right competence to keep your humans that are engaged with developing their cognitive skills and their germane cognitive, their mental schemas to be able to support your systems down the road?

Not at all in the ways that I think are most relevant.

Maybe, you know, there are some, you know, side cases that think about that.

And so, like, first, two things to think about.

One, when I talk about digital twins to companies and such, I like to frame it on how it's being used, how the immediacy of the data from the digital twins.

So,

Let's go back 50 years.

An example of a digital twin that we still use, air traffic controllers.

When an air traffic controller sits down and looks at a screen, they're not looking at a spreadsheet.

They're looking at a digitization of information about physical objects that is meant to...

give them fast reaction times, make them understand the landscape as effectively as possible.

We would call that situational awareness.

I've got to take in data about the environment around me, and I've got to be able to action on it as rapidly, as quickly as possible to make the right decisions that mitigate any potential impacts.

things that are determined to be problems or risks, right?

And so that's what you're trying to engage a human system.

The visualization of that data is important or doesn't have to be visualization, the interpretation of it, right?

And it's not the raw data.

It's, again, it's how is that data –

you know, represented.