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Как технологические гиганты переосмысливают кибербезопасность в эпоху ИИ-агентов

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Эпоха агентного ИИ больше не ограничивается компаниями-первопроходцами. Эти системы уже действуют в масштабах корпоративных сред, получая доступ к ресурсам, принимая решения и предпринимая действия с минимальным участием человека. Но вместе с этой автономией возникает и новый класс рисков. Архитектуры безопасности, созданные для предсказуемых, человекоцентричных рабочих процессов, оказываются неспособны справиться с агентами, работающими на машинной скорости, меняющими API и самостоятельно перемещающими конфиденциальные данные.

Дисклеймер: это вольный перевод колонки контрибьютора Forbes Виктора Дэй. Перевод подготовила редакция «Технократии». Чтобы не пропустить анонс новых материалов подпишитесь на «Голос Технократии» — мы регулярно рассказываем о новостях про AI, а также делимся полезными мастридами и актуальными событиями.

Согласно отчёту UiPath’s 2025 Agentic AI Report, более половины (56%) руководителей предприятий назвали безопасность главным приоритетом, опередив таким образом вопросы соответствия требованиям, затрат и сложности интеграции. По прогнозу Gartner, к 2027 году свыше 40% проектов с агентным ИИ могут быть свёрнуты из-за слабого управления и недостаточного контроля рисков.

«Каждый новый ИИ-агент — это одновременно актив и источник новой угрозы. Обеспечение безопасности агентного ИИ — принципиально новая задача: необходимо интегрировать предсказуемые правила и политики в системы, которые по определению являются недетерминированными. Это одни из самых масштабных вызовов в истории кибербезопасности», — рассказал мне Джиту Патель, президент и директор по продуктам компании Cisco. — «В беседах с руководителями в области безопасности и инфраструктуры часто выясняется, что основная проблема — в том, насколько быстро устаревшие парадигмы и команды по безопасности могут перестроиться под новую реальность».

Сегодня разговор о безопасности смещается от защиты данных к защите решений, которые ИИ-системы принимают автономно. В спешке модернизировать сети под агентный ИИ и IoT многие компании рискуют упустить вопрос безопасности. По данным опроса Cisco’s IT Networking Leader Survey 2025, 97% компаний считают обновление сетей критически важным для успеха инициатив в области ИИ и IoT. Однако цена ошибки велика: один серьёзный сбой способен обойтись мировой экономике почти в 160 миллиардов долларов.

«В корпоративной среде осознание проблемы растёт стремительно, — отметил в разговоре со мной Фернандо Монтенегро, вице-президент и руководитель практики кибербезопасности в The Futurum Group. — Но куда менее очевидно, сколько инициатив разворачивается внутри бизнес-подразделений, зачастую без полного участия команд по безопасности. Многие уже понимают срочность задачи, но службы безопасности должны подключаться к обсуждению с самого начала».

Новый план обороны: безопасность на базе ИИ в масштабе предприятия

Традиционные средства защиты принципиально несовместимы с требованиями агентного ИИ. По мере роста числа API-вызовов и усложнения поведения агентов привычные инструменты мониторинга всё хуже справляются с задачей. Без контроля и наблюдения в реальном времени агенты могут действовать непредсказуемо или даже опасно. Сегодня требуются новые возможности: непрерывная проверка, прозрачность и мгновенное реагирование.

Чтобы снизить растущие риски, технологические гиганты создают системы управления и защиты, способные работать с масштабом и скоростью агентного ИИ. Microsoft представила ИИ-ассистентов Security Copilot, которые обнаруживают и нейтрализуют угрозы с минимальным вмешательством человека. Google Cloud делает ставку на отслеживаемость и проверяемость всех своих ИИ-сервисов. IBM внедряет механизмы управления идентичностью в работу ИИ-систем.

Компания Cisco, специализирующаяся на облачных сетях и безопасности, интегрирует защиту глубже — вплоть до уровня микросхем. Недавно она представила стратегию AgenticOps, объединяющую наблюдаемость в реальном времени, архитектуру нулевого доверия и операции, изначально ориентированные на ИИ, в единой корпоративной системе.

«Техническое и экспертное сообщество понимает, что для управления этой новой экосистемой нужны специализированные архитектуры, объединяющие безопасность, глубокий междоменный контекст и постоянный надзор, а не просто надстройки поверх существующих систем», — пояснил мне Д. Дж. Сампат, старший вице-президент по программному обеспечению ИИ в Cisco. — «Есть три принципа, от которых нельзя отступать: участие человека на каждом этапе, контекст из разных доменов для каждого решения и защита, встроенная на всех уровнях — от кремния до программного кода».

В основе этой модели — Deep Network Model от Cisco, предметно-ориентированная языковая модель, обученная на десятилетиях телеметрических данных (данных, поступающих с удалённых или сложнодоступных систем). Она призвана дать специалистам по безопасности инструменты на естественном языке для мониторинга, расследования и реагирования на инциденты в реальном времени. По сути, это ИИ, созданный для защиты от ИИ.

Компания также внедрила универсальную архитектуру Zero Trust Network Access, которая расширяет управление доступом на основе идентичности, включая: делегированную авторизацию, позволяющую безопасно предоставлять доступ доверенным сервисным провайдерам без передачи учётных данных; защиту от фишинга на основе близости устройства, подтверждающую, что запрос поступает от находящегося рядом доверенного устройства; и поддержку нового стандарта Model Context Protocol (MCP), обеспечивающего безопасный обмен контекстом между различными приложениями ИИ.

«Мы делаем сети готовыми к будущему с помощью ИИ, который способен распознавать и контролировать поведение агентов в масштабе, — объяснил Патель. — Безопасность должна быть столь же быстрой и адаптивной, как и сами ИИ-агенты».

Патель отмечает, что агентный ИИ создаёт беспрецедентную скорость и сложность операций, и хотя прогресс налицо, ключевые узкие места сейчас проявляются на сетевом уровне. «Многие ограничения масштабирования ИИ, такие как энергопотребление и неэффективное использование GPU, можно устранить более эффективным сетевым взаимодействием и оркестрацией, которые обеспечивают доставку данных туда, где и когда они нужны», — добавил он.

Развивая эту концепцию, Cisco усиливает интеграцию после покупки Splunk: телеметрия с межсетевых экранов Cisco теперь напрямую поступает в платформу безопасности Splunk, что позволяет автоматически запускать сценарии реагирования и сопоставлять сигналы угроз по всему стеку агентных приложений.

Агентный ИИ требует нового подхода в кибербезопасности и изменения философии

Компании, которые преуспеют в новой эпохе, будут те, кто примет простую истину: если ИИ — двигатель инноваций в бизнесе, то ИИ-ориентированная безопасность должна быть его рулевым управлением.

По словам Монтенегро, важнейшая работа с агентным ИИ сегодня заключается в создании прозрачного и глубокого понимания двух основополагающих областей. Во-первых, того, как функционирует организация: её ключевых бизнес-процессов, взаимодействия со стейкхолдерами и целевых результатов. Во-вторых, того, как работают современные ИИ-системы, в частности агенты: как абстрактные концепции преобразуются в математические модели, какая инфраструктура требуется для их поддержки и как они взаимодействуют внутри экосистемы.

«Когда эти две основы будут заложены, организация окажется в куда более выгодном положении для оценки и внедрения агентных рабочих процессов во множестве сценариев», — добавляет он.

Кибербезопасность нового поколения будет определяться не скоростью реакции на угрозы, а умением предугадывать их. И это будущее уже формируется.

«Предварительное обучение закладывает основу, но в эпоху агентного ИИ этого недостаточно. Нужны контуры обратной связи в реальном времени. Системы должны постоянно учиться и укрепляться по мере того, как агенты взаимодействуют и адаптируются», — сказал Сампат. — «AgenticOps меняет правила игры: теперь ИИ-агенты не просто создают аналитические выводы, но и активно защищают и адаптируют сеть в реальном времени».

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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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