Roman Chernin
speaker
1,558 appearances
3 recordings
3 series
first heard May 2026
last heard 7 Jun
Roman Chernin’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 — 3 in all, peaking in Jun 2026 with 2.
Appearances
You want the end-to-end task to be efficiently executed and provide the expected outcome.
And then the magic that platform can make is actually think for you which model better to use in this particular call.
Do you need to go to the smarter model or in the same inference budget, you can request two models, lighter models and get less smart tokens and then have the judge model that chooses the best result or what size of context you should have and so on.
So this is the next layer when developer would maybe not even think in terms of particular types of the tokens, but thinks in terms of end-to-end execution of their task.
What we would love to bring on that level is this, the same like what we do on the layers below is the optimization engine.
You can build your agent in so many kind of open source or appropriate tools, but then when you need to scale it, you start thinking about the economics, you start thinking about reliability, reliable execution, like repeatable execution.
And this is where it's not just model choice problem, it's not just outcome problem, but it's a system problem.
You need to make it reliable, you need to make it repeatable, and you need to make it economically viable.
And that's probably where Nebios could create the value the same way, like we don't tell people how to build their applications.
We just say, okay, if you need this model to work for you, like with this economics, we will help you to optimize.
The same here.
If you need this agent end-to-end run with this budget, with this quality, maybe we can help you to optimize it.
And again, this is just to make it sure.
It's a kind of a little bit speculative thinking about what's next.
It's not like what we already have.
But this is where we see our customers evolving and where we think that we could create the next layer of the product offering.
Yeah.
That's a good question.
Not overnight, but we definitely have demand for that.
And I think the key question for us, it's not do we have demand or not, but how we actually build the portfolio of demand.
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