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Google снизил энергопотребление AI-запросов в 33 раза: что это значит для будущего ИИ

Искусственный интеллект давно вышел за рамки научной фантастики и стал частью нашей жизни — от поисковых систем до чат-ботов и голосовых помощников. Но у этого удобства есть немалая цена: для генерации ответа ИИ расходует значительные вычислительные ресурсы и энергию.

Правда, здесь разработчики современных языковых моделей тоже продвинулись. Недавно Google сообщил о впечатляющем результате: всего за год энергопотребление одного AI-запроса удалось снизить в 33 раза. Это не просто техническое достижение, а сигнал для всей индустрии, который может изменить подход к разработке и использованию ИИ. Давайте разберем, каким образом Google этого добился, какие технологии помогли и как это повлияет на будущее искусственного интеллекта.

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Энергопотребление ИИ: масштабы проблемы и решения Google

ИИ-модели, особенно крупные, вроде тех, что трудятся в поисковых системах или чат-ботах, требуют колоссальных ресурсов. Каждый запрос — это работа процессоров, памяти и систем охлаждения дата-центров. По оценке Goldman Sachs, к 2030 году энергопотребление ЦОД может вырасти на 160%, и значительная часть этого роста связана с ИИ. К слову, один запрос к языковому ИИ потребляет примерно в 10 раз больше энергии, чем обычный поиск в Google. Это приводит не только к дополнительным расходам на электроэнергию, но и к растущей нагрузке на энергосети.

Источник

Google интегрировал ИИ прямо в поисковые алгоритмы и сразу столкнулся с новой проблемой: каждый запрос стал тяжелее для инфраструктуры. Вместо того, чтобы просто строить новые серверные мощности, компания пошла по пути оптимизации. Итог впечатляет: один текстовый запрос к модели Gemini теперь требует всего 0,24 ватт-часа — примерно столько же, сколько телевизор за 9 секунд работы. Для сравнения, у ChatGPT это около 0,34 ватт-часа, а воды он расходует в полтора раза больше — примерно 5 капель на запрос.

Как Google этого добился? Главную роль сыграла комбинация аппаратных и программных инноваций. Так, компания применила подход Mixture-of-Experts (MoE), он активирует только необходимые части модели для обработки запроса. Вместо того, чтобы задействовать всю нейронную сеть, подход Mixture-of-Experts (MoE) подключает только те модули, которые действительно нужны для решения задачи. Это похоже не на оркестр, а, скорее, на вызов узкого специалиста: зачем собирать целый консилиум врачей, если проблему может решить один хирург? Такой выбор снижает вычислительные затраты в десятки раз.

Помимо этого, Google создал компактные версии моделей: они дают сопоставимое качество ответов, но потребляют меньше ресурсов. Здесь уместна другая аналогия — как если бы вместо грузового поезда, перевозящего пару коробок, вы использовали небольшой фургон: результат тот же, но затраты гораздо меньше.

На аппаратном уровне Google применяет собственные AI-ускорители (TPU), оптимизированные для задач машинного обучения. Более половины энергопотребления запроса приходится на эти чипы, и их улучшение позволило выжать максимум производительности из каждого ватта. Кроме того, компания оптимизировала дата-центры, усовершенствовав системы охлаждения. Все это не только экономит энергию, но и продлевают срок службы оборудования, уменьшая потребность в новых серверах и снижая затраты на инфраструктуру.

Google пошел дальше формальных публикаций и не просто сообщил об успехе, а выложил подробный отчет в формате технической статьи. В нем раскрыты детали оценки энергозатрат: как прямых, так и косвенных — от производства «железа» до расходов на инфраструктуру и обучение моделей. Такого уровня открытости в индустрии почти нет, игроки рынка «внутреннюю кухню» стараются держать за семью замками.

Тем не менее в отчете остались и вопросы. Google не показал данные за прошлые годы, поэтому проверить реальное «снижение в 33 раза» сложно. К тому же компания использует медианное значение энергопотребления, а не среднее, что при огромных массивах запросов может сглаживать пики и искажать картину. Но даже с такими оговорками результат выглядит серьезным и показывает реальный прогресс.

Перспективы ИИ: масштабирование, конкуренция и новые возможности

Снижение энергопотребления в 33 раза — это не просто технический результат, а шаг к более устойчивому развитию ИИ. Популярность языковых моделей растет, вместе с ней и количество обращений к ним. Если бы уровень затрат оставался прежним, серверные комплексы быстро превратились бы в серьезную нагрузку для энергосистем. Опыт Google показывает, что рост использования ИИ можно сопровождать без кратного увеличения расхода электричества. Экономия здесь важна не только с точки зрения экологии, но и инфраструктуры: чем меньше энергии требуется на один запрос, тем больше задач обрабатывается на существующем оборудовании, а значит, дольше служат серверы и медленнее возникает потребность в строительстве новых дата-центров.

«Облачный» дата-центр крупной ИТ-компании. Источник
«Облачный» дата-центр крупной ИТ-компании. Источник

Результаты Google фактически поднимают планку для конкурентов — OpenAI, Anthropic и других. Чтобы не отставать, им тоже придется работать над оптимизацией: например, применять прунинг (сокращение лишних параметров модели) или дистилляцию (обучение более легких нейронок на основе больших). Отдельный эффект может дать и открытая отчетность: сегодня данные об энергопотреблении ИИ фрагментарны, и исследователи часто работают с неполной картиной. Если компании начнут публиковать сопоставимую статистику, это позволит объективнее оценивать реальную нагрузку и искать новые способы ее снижения.

Одно из самых интересных следствий — возможность переноса ИИ на пользовательские устройства. Компактные модели и низкое энергопотребление позволяют запускать ИИ не только в облаке, но и на смартфонах, ноутбуках или IoT-гаджетах. Google уже движется в этом направлении с моделями вроде Gemma. Локальные вычисления ускоряют обработку, так как данные не нужно передавать в облако, снижают затраты на серверы и повышают конфиденциальность. Например, голосовые помощники смогут работать офлайн, а приложения — обрабатывать все прямо на устройстве. Это открывает новые сценарии: от умных часов, анализирующих информацию в реальном времени, до автономных IoT-систем в удаленных местах.

При этом остаются и нерешенные вопросы. Отчет Google касается только стадии инференса — то есть обработки готовых запросов. Но обучение самих моделей по-прежнему требует колоссальных ресурсов, и если учитывать этот этап, общий след ИИ будет значительно выше. Даже если один запрос стал дешевле, общее потребление все равно растет: пользователей становится больше, а задачи — объемнее. Длинные тексты и сложные вычисления по-прежнему требуют больше ресурсов, чем простые запросы.

Наконец, есть и качественный аспект: сами ответы моделей не всегда надежны, пользователи регулярно жалуются на ошибки и «галлюцинации». Поэтому реальный вызов для индустрии — не только сделать ИИ экономичнее, но и добиться стабильной точности, без которой технология не сможет стать по-настоящему массовой.

Но опыт Google показывает, что энергозатраты ИИ можно существенно сократить за счет грамотного сочетания алгоритмов, компактных моделей и специализированного оборудования. Это делает технологию более устойчивой и открывает возможность масштабировать ее без избыточной нагрузки на инфраструктуру. Но вместе с этим задачи все еще остаются и достаточно важные. Так, обучение нейросетей по-прежнему требует огромных ресурсов, объем запросов растет, а качество ответов не всегда соответствует ожиданиям. От того, насколько индустрия сумеет решить эти вопросы и найти баланс между эффективностью и надежностью, будет зависеть дальнейшее развитие ИИ.

Источник

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    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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