Sam Rodriques
speaker
345 appearances
1 recordings
1 series
first heard Dec 2025
last heard 26 Dec
Sam Rodriques’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 Dec 2025 with 1.
Appearances
is basically this use of what we call a structured world model.
So one of the main limitations with AI systems today is that they're just limited in the length of the task and the sophistication of the task that they can carry out before they kind of go off the rails.
They forget what they're doing.
They no longer are on task.
And what we figured out was a way to have them contributing to this world model that gets built up over time that basically describes the full state of knowledge about the task that they're
working on, which then means that we can orchestrate hundreds of like different agents running in parallel, running in series, and have them all working towards a coherent goal.
And that was like the real unlock.
I mean, it...
It uses a lot of compute.
I mean, that's like the fundamental answer is it uses a lot of compute, right?
Well, so an individual run from Cosmos will write 42,000 lines of code and read 1,500 research papers on average.
Like if you run Claude, it might write like...
a few hundred lines of code, right?
So that gives you some sense.
It's like, there's a lot of compute that is going into this.
This is a problem.
So the thing that you have to understand, right, is that if you are a scientist and you go and do an experiment, you get some data back.
you're going to spend five or $10,000 gathering that data.
And so what scientists want is they want the absolute best performance that they can get.
And like scientists who have used Cosmos generally come back to me and are like, they can't believe we're only charging $200 for them.
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