Joseph Krause
speaker
1,040 appearances
1 recordings
1 series
first heard Jun 2026
last heard 17 Jun
Joseph Krause’s voice in public audio — every appearance, attributed to the second.
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recordings per month · last 12 monthsRecordings per month over the last 12 months — 1 in all, peaking in Jun 2026 with 1.
Appearances
And then you can use that.
And that's because you know the elements and then you know the bonds.
And so you know most of the things you need to know.
But what about everything I just told you about the alloy?
Supply chain, cost, microstructure, how you're processing additive versus casting.
How do you capture that in a string?
You can't.
And this is what's so hard is there is no one model that can one shot a new material that ends up in your iPhone or that ends up on Starship.
That's just not the way materials work.
And so there is this really tough challenge of how do you capture all this data and try to bring that back and kind of really improve your AI engine to encompass more than just discovery and even certainly more than just composition.
Yup.
And humans are in our loop today in a very important manner, training actually, and teaching what I like to call the scientist about what they know.
We call this scientific intuition at the company.
And so what that literally looks like is we have a scanning electron microscopy image.
That's an image that
kind of just takes a picture of the material, and our scientist will go in and analyze that image.
And they'll make comments in our system, hey, I see dendritic formation on this image in these locations, right?
The AI scientist goes and looks at those comments.
And so that's one amazing example of human in the loop where we are trying to download a PhD in metallurgy's brain on when you look at this image, what do you see as a PhD scientist?
we need to be able to replicate that as an AI scientist.
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