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io.net Re-poster

The intelligent stack for powering AI workloads | https://t.co/hIYFLxle8l: decentralized GPUs | io.intelligence: inference & agents | https://t.co/EinR91I0wl
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См. перевод
There is a big difference between being simply good, and being good for something. We grew out of the realization that access to high-power, affordable compute, is the line between success and failure in AI. From day 1 we've been committed to ensuring as many teams as possible have the chance to build both great products and successful businesses. Check out how we helped Leonardo Ai scale from 14K to 19M users while cutting GPU costs by 50%.
There is a big difference between being simply good, and being good for something.

We grew out of the realization that access to high-power, affordable compute, is the line between success and failure in AI.

From day 1 we've been committed to ensuring as many teams as possible have the chance to build both great products and successful businesses.

Check out how we helped Leonardo Ai scale from 14K to 19M users while cutting GPU costs by 50%.
См. перевод
There is a big difference between being simply good, and being good for something. We grew out of the realization that access to high-power, affordable compute, is the line between success and failure in AI. From day 1 we've been committed to ensuring as many teams as possible have the chance to build both great products and successful businesses. Check out how we helped https://t.co/IjHEvTwGWy scale from 14K to 19M users while cutting GPU costs by 50%.
There is a big difference between being simply good, and being good for something.

We grew out of the realization that access to high-power, affordable compute, is the line between success and failure in AI.

From day 1 we've been committed to ensuring as many teams as possible have the chance to build both great products and successful businesses.

Check out how we helped https://t.co/IjHEvTwGWy scale from 14K to 19M users while cutting GPU costs by 50%.
См. перевод
There is a big difference between being simply good, and being good for something. https://t.co/ZuybGWvjv9 grew out of the realization that access to high-power, affordable compute, is the line between success and failure in AI. From day 1 we've been committed to ensuring as many teams as possible have the chance to build both great products and successful businesses. Check out how we helped https://t.co/IjHEvTwGWy scale from 14K to 19M users while cutting GPU costs by 50%.
There is a big difference between being simply good, and being good for something.

https://t.co/ZuybGWvjv9 grew out of the realization that access to high-power, affordable compute, is the line between success and failure in AI.

From day 1 we've been committed to ensuring as many teams as possible have the chance to build both great products and successful businesses.

Check out how we helped https://t.co/IjHEvTwGWy scale from 14K to 19M users while cutting GPU costs by 50%.
См. перевод
Always good to start the week with some exciting news 🚀. The https://t.co/0gr8SMQJ47 team have just integrated IO Intelligence as a model provider of choice. Builders on https://t.co/0gr8SMQJ47 can now easily route to https://t.co/ZuybGWvjv9 Intelligence via standard /chat/completions, and access leading models like DeepSeek, Mistral, Llama, GLM & more. It's fast. It's cost-efficient. It's production-ready. And it's powered by https://t.co/ZuybGWvjv9. Check out the GitHub repo to find out more:
Always good to start the week with some exciting news 🚀.

The https://t.co/0gr8SMQJ47 team have just integrated IO Intelligence as a model provider of choice.

Builders on https://t.co/0gr8SMQJ47 can now easily route to https://t.co/ZuybGWvjv9 Intelligence via standard /chat/completions, and access leading models like DeepSeek, Mistral, Llama, GLM & more.

It's fast. It's cost-efficient. It's production-ready. And it's powered by https://t.co/ZuybGWvjv9.

Check out the GitHub repo to find out more:
См. перевод
Always good to start the week with some exciting news 🚀. The https://t.co/0gr8SMQJ47 team have just integrated IO Intelligence as a model provider of choice. Builders on https://t.co/JUEdqK9lHN can now easily route to https://t.co/ZuybGWvjv9 Intelligence via standard /chat/completions, and access leading models like DeepSeek, Mistral, Llama, GLM & more. It's fast. It's cost-efficient. It's production-ready. And it's powered by https://t.co/ZuybGWvjv9. Check out the GitHub repo to find out more:
Always good to start the week with some exciting news 🚀.

The https://t.co/0gr8SMQJ47 team have just integrated IO Intelligence as a model provider of choice.

Builders on https://t.co/JUEdqK9lHN can now easily route to https://t.co/ZuybGWvjv9 Intelligence via standard /chat/completions, and access leading models like DeepSeek, Mistral, Llama, GLM & more.

It's fast. It's cost-efficient. It's production-ready. And it's powered by https://t.co/ZuybGWvjv9.

Check out the GitHub repo to find out more:
См. перевод
Always good to start the week with some exciting news 🚀. The https://t.co/0gr8SMQJ47 team have just integrated IO Intelligence as a model provider of choice. Builders on https://t.co/JUEdqK9lHN can now easily route to https://t.co/ZuybGWvjv9 Intelligence via standard /chat/completions, and access leading models like DeepSeek, Mistral, Llama, GLM & more. It's fast. It's cost-efficient. It's production-ready. And it's powered by https://t.co/ZuybGWvjv9. Check out the GitHub repo to find out more:
Always good to start the week with some exciting news 🚀.

The https://t.co/0gr8SMQJ47 team have just integrated IO Intelligence as a model provider of choice.

Builders on https://t.co/JUEdqK9lHN can now easily route to https://t.co/ZuybGWvjv9 Intelligence via standard /chat/completions, and access leading models like DeepSeek, Mistral, Llama, GLM & more.

It's fast. It's cost-efficient. It's production-ready. And it's powered by https://t.co/ZuybGWvjv9.

Check out the GitHub repo to find out more:
См. перевод
Access to GPUs is key to succeeding in AI. Great ideas matter. Talented teams matter. Perfect product-market fit matters. But without accessible and affordable GPUs, even the most amazing projects can't succeed. Most data centers aren't ready for the exponential increase in demand. And the ones that are charge prices most people can't afford. That's why we're here: to increase access and affordability so everyone has a fair chance to bring innovative ideas to market.
Access to GPUs is key to succeeding in AI.

Great ideas matter. Talented teams matter. Perfect product-market fit matters.

But without accessible and affordable GPUs, even the most amazing projects can't succeed.

Most data centers aren't ready for the exponential increase in demand. And the ones that are charge prices most people can't afford.

That's why we're here: to increase access and affordability so everyone has a fair chance to bring innovative ideas to market.
См. перевод
Access to GPUs is key to succeeding in AI. Great ideas matter. Talented teams matter. Perfect product-market fit matters. But without accessible and affordable GPUs, even the most amazing projects can't succeed. Most data centers aren't ready for the exponential increase in demand. And the ones that are charge prices most people can't afford. That's why we're here: to increase access and affordability so everyone has a fair chance to bring innovative ideas to market. Find out more at https://t.co/ZuybGWvjv9
Access to GPUs is key to succeeding in AI.

Great ideas matter. Talented teams matter. Perfect product-market fit matters.

But without accessible and affordable GPUs, even the most amazing projects can't succeed.

Most data centers aren't ready for the exponential increase in demand. And the ones that are charge prices most people can't afford.

That's why we're here: to increase access and affordability so everyone has a fair chance to bring innovative ideas to market.

Find out more at https://t.co/ZuybGWvjv9
См. перевод
DePIN compute isn’t just a narrative. It’s a reality. In 2025, DePIN crossed $40B in market cap. In 2026, more companies of all sizes will be deploying. This isn't speculation, it's happening.
DePIN compute isn’t just a narrative. It’s a reality.

In 2025, DePIN crossed $40B in market cap. In 2026, more companies of all sizes will be deploying.

This isn't speculation, it's happening.
См. перевод
When big AI rivals come together to create an accelerator, it should probably raise a few eyebrows. Getting a startup off the ground is one thing. Ensuring they have a path to long-term success is another. With AI startups spending up to 60% of their budgets on infrastructure, building with Big Tech comes at unseen and unpredictable costs. Our goal is to make infrastructure affordable and accessible for the long term. That can be the difference between getting started and getting an innovative product to market. Find out more at https://t.co/ZuybGWvjv9
When big AI rivals come together to create an accelerator, it should probably raise a few eyebrows.

Getting a startup off the ground is one thing. Ensuring they have a path to long-term success is another.

With AI startups spending up to 60% of their budgets on infrastructure, building with Big Tech comes at unseen and unpredictable costs.

Our goal is to make infrastructure affordable and accessible for the long term. That can be the difference between getting started and getting an innovative product to market.

Find out more at https://t.co/ZuybGWvjv9
См. перевод
When big AI rivals come together to create an accelerator, it should probably raise a few eyebrows. Getting a startup off the ground is one thing. Ensuring they have a path to long-term success is another. With AI startups spending up to 60% of their budgets on infrastructure, building with Big Tech comes at unseen and unpredictable costs. Our goal is to make infrastructure affordable and accessible for the long term. That can be the difference between getting started and getting an innovative product to market.
When big AI rivals come together to create an accelerator, it should probably raise a few eyebrows.

Getting a startup off the ground is one thing. Ensuring they have a path to long-term success is another.

With AI startups spending up to 60% of their budgets on infrastructure, building with Big Tech comes at unseen and unpredictable costs.

Our goal is to make infrastructure affordable and accessible for the long term. That can be the difference between getting started and getting an innovative product to market.
См. перевод
When Big Cloud prioritizes margins over user growth, DePIN’s benefits will be undeniable. AWS’s 15% price increase suggests this is already happening. That’s why we built a way to access GPU clusters around the world that works better, scales faster, & costs less.
When Big Cloud prioritizes margins over user growth, DePIN’s benefits will be undeniable.

AWS’s 15% price increase suggests this is already happening.

That’s why we built a way to access GPU clusters around the world that works better, scales faster, & costs less.
AWS недавно снова поднял свои цены... снова. Эти расходы мешают разработчикам и стартапам иметь равные шансы на успех. И мы с этим не согласны. Вот почему, пока эти "гипермасштабируемые" компании заняты повышением цен, мы заняты открытием дверей для основателей и строителей. 🚪✨
AWS недавно снова поднял свои цены... снова.

Эти расходы мешают разработчикам и стартапам иметь равные шансы на успех.

И мы с этим не согласны.

Вот почему, пока эти "гипермасштабируемые" компании заняты повышением цен, мы заняты открытием дверей для основателей и строителей. 🚪✨
У создателей ИИ в настоящее время очень мало вариантов для вычислений на GPU, и все они принадлежат крупным облачным провайдерам. А если вы хотите избежать расходов на покупку GPU для вашей модели, что вы будете делать? Ответ - DePIN.
У создателей ИИ в настоящее время очень мало вариантов для вычислений на GPU, и все они принадлежат крупным облачным провайдерам.

А если вы хотите избежать расходов на покупку GPU для вашей модели, что вы будете делать?

Ответ - DePIN.
Всегда активные AI-агенты не работают по спискам ожидания. Они работают на масштабируемой GPU-инфраструктуре. Вот почему это важно 👇 https://startupnews.fyi/2026/02/04/always-on-ai-agents-gpu-infrastructure/
Всегда активные AI-агенты не работают по спискам ожидания.
Они работают на масштабируемой GPU-инфраструктуре.

Вот почему это важно 👇
https://startupnews.fyi/2026/02/04/always-on-ai-agents-gpu-infrastructure/
До 60% бюджета стартапа в области ИИ уходит на инфраструктурные расходы. Не на инженерные работы. Не на разработку продукта. Не на продажи или маркетинг. Инфраструктура. Но есть и другой способ. Децентрализованные вычисления могут сократить расходы на 70%. Это может стать разницей между выводом убийственного продукта на рынок и отключением света.
До 60% бюджета стартапа в области ИИ уходит на инфраструктурные расходы.

Не на инженерные работы. Не на разработку продукта. Не на продажи или маркетинг. Инфраструктура.

Но есть и другой способ.

Децентрализованные вычисления могут сократить расходы на 70%. Это может стать разницей между выводом убийственного продукта на рынок и отключением света.
До 60% бюджета стартапа в области ИИ уходит на инфраструктурные расходы. Не на инженерные работы. Не на разработку продукта. Не на продажи или маркетинг. Инфраструктура. Но есть и другой способ. Децентрализованные вычисления могут сократить расходы на 70%. Это может стать разницей между выводом убийственного продукта на рынок и отключением света.
До 60% бюджета стартапа в области ИИ уходит на инфраструктурные расходы.

Не на инженерные работы. Не на разработку продукта. Не на продажи или маркетинг. Инфраструктура.

Но есть и другой способ.

Децентрализованные вычисления могут сократить расходы на 70%. Это может стать разницей между выводом убийственного продукта на рынок и отключением света.
Утилита. Это так просто. Именно это и способствует реальному росту в DePIN. Вот почему мы переработали нашу модель токеномики, чтобы она была ориентирована на спрос и сосредоточена на утилите. Если вы еще не читали litepaper, сейчас у вас есть шанс. Если вы еще не поделились своими мыслями, мы хотим вас услышать. Период обратной связи с сообществом заканчивается 27 февраля.
Утилита.

Это так просто. Именно это и способствует реальному росту в DePIN.

Вот почему мы переработали нашу модель токеномики, чтобы она была ориентирована на спрос и сосредоточена на утилите.

Если вы еще не читали litepaper, сейчас у вас есть шанс. Если вы еще не поделились своими мыслями, мы хотим вас услышать. Период обратной связи с сообществом заканчивается 27 февраля.
Скрытая стоимость ИИ не в моделях, а в вычислениях. @Gaurav_ionet объясняет, почему финансовые технологии недооценивают, как быстро централизованная экономика облака разрушает возврат инвестиций в ИИ, и почему успех с пользователями не всегда приводит к успеху в финансовом отчете. Читать полную статью⤵️
Скрытая стоимость ИИ не в моделях, а в вычислениях.

@Gaurav_ionet объясняет, почему финансовые технологии недооценивают, как быстро централизованная экономика облака разрушает возврат инвестиций в ИИ, и почему успех с пользователями не всегда приводит к успеху в финансовом отчете.

Читать полную статью⤵️
Если вы разрабатываете модель ИИ, вам, вероятно, нужен быстрый справочный лист с некоторыми показателями производительности GPU для лучших GPU. Мы вас поддержим... Что вы собираетесь создать, используя IO Cloud?
Если вы разрабатываете модель ИИ, вам, вероятно, нужен быстрый справочный лист с некоторыми показателями производительности GPU для лучших GPU.

Мы вас поддержим...

Что вы собираетесь создать, используя IO Cloud?
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