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Н Новости

Google DeepMind создал новый ИИ, способный неплохо играть в компьютерные игры. На что он способен?

На Хабре не раз и не два писали об искусственном интеллекте, который превосходит человека в разных настольных и компьютерных играх. Но это специально обученные агенты, которые специализируются на какой-то конкретной игре. А можно ли разработать систему, способную взаимодействовать с трёхмерным окружением любой игры без длительной предварительной подготовки? Корпорация Google считает, что да, и подтвердила свои слова делом. Она создала агента, способного на это. Какие возможности у новой разработки?

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Команда Google DeepMind и её новый проект

Представители DeepMind создали агента SIMA, это аббревиатура от четырёх слов: Scalable, Instructable, Multiworld Agent. Он не обучен именно побеждать, но может понимать происходящее на экране и распознавать естественный язык. При этом агент способен неплохо ориентироваться в самых разных играх.

На данный момент проект находится на стадии proof of concept, считать его завершённым нельзя. Но результаты обнадёживают и позволяют говорить о том, что довести новый продукт до уровня обычного геймера возможно, хотя бы и не сейчас, а в будущем. В целом, цель «догнать и перегнать» человека не стоит, скорее, исследователи хотят предоставить основу для создания ИИ-платформ разного уровня. Люди смогут взаимодействовать с ними в различных сферах, не только игровой.

Вот что говорят авторы проекта:

«Научиться играть хотя бы в одну видеоигру — технологический подвиг, но если обучить агента следовать инструкциям в разных игровых средах, можно создать систему, которая окажется полезной для человека и в реальном мире».

По словам тех же разработчиков, трёхмерная игра — одна из лучших сред для обучения ИИ. Команда выбрала девять игр, которые позволяют обеспечить открытое взаимодействие с миром и где в то же время нет чрезмерного уровня насилия. Зато есть исследования космического пространства, изучение игрового мира и просто возможность делать что хочешь. Google работала с восемью девелоперами игр, включая Hello Games, Embracer, Tuxedo Labs, Coffee Stain и др., для обучения и тестирования SIMA в играх вроде No Man's Sky, Teardown, Valheim и Goat Simulator 3.

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Агенту не предоставлялся доступ к внутренней «кухне» игры или даже к API. Нет, вместо этого система принимает данные с экрана, а управляет своими действиями клавиатурой и мышкой — всё то, что и человек за последние 50 лет развития игрового мира. Более того, агент работает в режиме реального времени, без сотен тысяч и миллионов часов обучения, как в других случаях.

Это увеличивает сложность конкретно этого проекта, но зато позволяет ИИ-агенту интегрироваться в новую игру с минимальными настройками и без специальной подготовки. Учёные сейчас изучают поведение агента и следят за тем, как ИИ-система использует опыт, полученный в одной игре, при переходе в среду другой. По мнению команды, это может стать ключевым шагом на пути к созданию общего искусственного интеллекта.

Для первичного минимального обучения SIMA использует видео прохождения игр человеком, сопровождающиеся описанием того, что происходит в отснятом материале. Ролики показывают действия, которые можно выполнить в течение 10 секунд. Также агент интегрируется с предварительно обученными моделями, такими как SPARC и Phenaki, что позволяет избежать необходимости тратить большое количество времени на «понимание» языковых или визуальных данных.

Что получилось в итоге?

Исследователи DeepMind обучили и протестировали систему на 1 500 различных задачах, которые условно можно разделить на девять разных категорий навыков — от движения «идти вперёд» и навигации «вернуться на корабль» до сбора ресурсов «найти малину» и управления объектами «разрезать картошку». Затем эффективность модели оценивалась как с компьютерной точки зрения, т. е. выполнена задача или нет, так и с точки зрения человека — обычного пользователя просили посмотреть видео игрового процесса агента и сказать, добилась ли SIMA успеха.

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SIMA удалось найти общие черты в разных играх. Например, двигаться вперёд обычно можно путём зажатия клавиши W. Кроме того, неплохо ориентируется модель и в инструкциях, которые даются при помощи текста и голоса. Пример — «запрыгнуть на что-то», это может быть машина в одной игре или ящик в другой.

В ходе тестирования агент оказывался способен выполнять некоторые базовые задачи — например, подойти к космическому кораблю, даже тогда, когда целевого объекта не было видно. Но успех всё же отличается в зависимости от команды. Так, модель показала 75%-ный успех при решении задач по вождению автомобиля против 40%-ного успеха выполнения задач по ходьбе.

Тем не менее результат и так хороший, во всяком случае, SIMA превзошёл во всех девяти играх агентов, которые были обучены для конкретных тайтлов. Соответственно, он показал более широкие универсальные возможности.

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Работы ещё много

Да, не стоит считать, что успехи, о которых говорят исследователи, это свидетельство того, что SIMA может пройти любую игру или хотя бы отдельный эпизод, как это делает человек. Пока что речь идёт лишь о некоторых командах и действиях. Так, в No Man's Sky модель преуспела только в 34% протестированных задач по сравнению с 60% для человека. Правда, и задачи ставились сложные, что агенту, что человеку, это и объясняет низкий процент успеха даже для последнего.

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Большинство проблем связано с тем, что агент не всегда понимает, как можно достичь успеха. Например, SIMA в курсе, что такое «срубить дерево», но как нацелиться на определённое растение, указанное пользователем, пока неясно. Кроме того, можно привести ещё один пример. Это стрельба по врагам. Агент успешно использует оружие для поражения цели, но как только та пропадает с экрана (например, NPC заходит за спину персонажу), SIMA сразу забывает о том, что требуется сделать. Человек же прекрасно осознаёт, что врага нужно преследовать, что называется, до победного конца. Или же верх одержит компьютерный противник, а не геймер-человек.

Сейчас команда проекта работает над тем, чтобы будущие версии модели могли выполнять широкий спектр задач, не только узких вроде рубки дерева, но и поиска ресурсов и постройки лагеря, где уже требуется стратегическое планирование. Ну а последний этап — использование обученных на играх агентов в реальном мире для решения различных задач.

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  • 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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