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ilya sergeev

@krauncherMunich, GermanyJoined June 2026

Research Founder & AI Orchestrator at Krauncher

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There are two ways to rent a GPU. I think there's a third.krauncher.hashnode.dev2 posts

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ISilya sergeevkrauncher.hashnode.dev5d ago · 5 min read

The Messy Real World, or Why Probability Decides What You Pay

Researchers pick GPUs the way a spec sheet invites them to: choose a card, read a number, pay the bill. But the real world doesn't behave like a number. It behaves like a cloud — and that cloud is thr

ISilya sergeevkrauncher.hashnode.devJun 30 · 14 min read

There are two ways to rent a GPU. I think there's a third.

Disclosure: I build Krauncher, a service that prices and provisions GPU hosts per task automatically. What follows is the reasoning the project was built on — and why the unit on the price list is not

ilya sergeev

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ilya sergeev's blogs

Recently published

The Messy Real World, or Why Probability Decides What You Pay

There are two ways to rent a GPU. I think there's a third.

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ilya sergeev

About

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ilya sergeev's blogs

Recently published

The Messy Real World, or Why Probability Decides What You Pay

There are two ways to rent a GPU. I think there's a third.