Ivan Burazin

speaker
915 appearances 1 recordings 1 series first heard May 2026 last heard 21 May

Ivan Burazin’s voice in public audio — every appearance, attributed to the second.

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recordings per month · last 12 months
1 · May OctJan 26AprJulnow

Recordings per month over the last 12 months — 1 in all, peaking in May 2026 with 1.

Appearances

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But if you look at the researcher loads, they're quite different.
So what they are is like, if you give them concurrency of 10,000 or 50,000 or 100,000 CPUs, whatever it may be, when they fire off a run, it's just 100%.
And then it just runs, runs, runs, and then it stops.
The usage pattern is squares, basically, right?
And it's also not follow the sun because people will fire it off at midnight before they go to sleep, but then wake up.
So it's very...
unpredictable.
So you don't know where that is.
So the shapes of the usage are quite different than we have had before.
And also, what's interesting is, when it's sort of a follow the sun, even if you have a high growth company, you can sort of predict your usage patterns and and have enough capacity for that.
Because it's sort of it grows in a way you can project when you have companies doing sort of like evals and RL, they're super spiky.
So they're gonna come in, it's like, we're gonna use nothing, then can we have 100,000?
Right.
And then go back down and then 100,000 and go back down.
So it's very, very different.
Right.
And so.
So do you want to lock them into commits?
Yeah, we do.
So we have to lock them into some sort of commits to have that capacity because we have to have basically we have to have the capacity for peak.
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