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 has a specific way to actually test those hypotheses that is internal that allows us to kind of test if they're going to be a good hypothesis before we send it to the lab.
But also going into that, scientists are a bunch of other models as well, right?
We are taking in data sets, like industry standard data sets.
You know, we pay for CALFAD and we actually pull that data in so that we can use it the same way I would use it if I were a human scientist.
That's really important.
We have a literature review agent that we've custom built.
That benchmark is also public on our website that actually can go and extract figures and information from scientific literature that's relevant to the hypothesis that we're making.
So that's in that stack.
We have custom models built
One of them called Matrix, which is on our website as well.
And I would encourage all the ML engineers out there, go check this out.
The model and the benchmark are available on Hugging Phase.
You can find a blog post on our website about this.
Matrix is incredible because Matrix is really a VLM that...
You know, we have fine-tuned on Quinn that can actually go into images from the lab, experimental data, and extract scientific knowledge from it.
And so the obvious benefit that we saw in the model, which you can guess, is it gets really good at reading the experimental data, which is, that makes sense.
The one that we maybe didn't see coming was by understanding that data.
It gets better at being a scientist.
This is really cool, right?
And so for the ML engineers out there, for the AI scientists, that is how you start to – we talk a lot about this intuition, the scientific intuition you get a PhD on.
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