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
It was run by DARPA and GE Aerospace.
They did 500 alloys in about 12 months.
They did a bunch of kind of AI and simulations on the front end of that.
And then they synthesized 500 new alloys in that whole year.
So that's kind of the benchmark I would say for how many alloys someone can do in a year.
Again, we're trying to do 505 business days.
We've done 1,203 months.
So kind of a order of magnitude step up there that we're moving to.
The second piece of this is I think what's really challenging in the alloy space specifically, and I think it's probably specific to alloys, though I do think it will carry over to some other industries, is that there are so many variables that go into like...
determining your end product and then your end properties from that product.
And that makes it actually harder to go do discovery on because there is endless amount of potential combinations.
I mean, there are like 10 to the 40 different potential alloys that you could go out and synthesize.
So how do you do that?
Even if you could do high throughput to your point,
It's still not that much high throughput, right?
We think it would take humans 7 million years to go make all of them.
So what do you do, even if you're only doing 30,000 a year, right?
Well, the screening mechanisms here are very helpful, as we all know.
That's where AI is great.
But I think the other point is, actually, because the data is missing from the industry, we don't have experimental data, we do see results from 100, 200, 300 experiments quite aggressively.
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