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Как облачные ассистенты и RAG‑технологии меняют работу с LLM: интервью с директором продуктовой разработки Cloud.ru

Привет, Хабр! Последнее время я много слышал, что в облачных технологиях появляются ИИ‑ассистенты. Они перестают быть экспериментом и становятся рабочим инструментом. Кроме того, нейросетевые модели всё больше появляются в разных облаках. Но как это выглядит с точки зрения разработчиков облачных платформ, и какие технологии лежат в основе таких сервисов? Об этом я поговорил на конференции GigaConf с директором продуктовой разработки Cloud.ru Владимиром Шульгой. Также в разговоре затронули темы RAG‑пайплайна, интеграции LLM в DevOps‑процессы, автоматизации рутинных операций и о том, как облачные ассистенты меняют пользовательский опыт. Приятного чтения!

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Какие рутинные операции в облаке можно автоматизировать с помощью ассистентов и как это меняет пользовательский опыт?

Мы уже разработали и внедрили первый прототип ИИ‑помощника «Клаудия» на базе LLM, автоматизирующего ряд типовых операций. Эффективность этого решения оценивается метриками. В тестах число кликов и действий пользователя заметно сократилось: если раньше простая операция в облаке занимала 30–40 минут, то теперь для этого требуется около 2–3 минуты.

Ассистент выявляет потребности и подбирает решения, что упрощает работу с облаком, пользователь может задать вопросы по сервисам/документации. Кроме того, мы автоматизируем рутинные задачи и для опытных DevOps‑инженеров. Агенты могут выполнять сопровождение систем — например, мониторинг. Это освобождает много времени специалистов. Таким образом, мы видим широкий спектр задач, в которых ассистенты дают ценность всем сегментам пользователей.

Что такое RAG‑пайплайн и каковы его ключевые этапы (токенизация, чанкование, индексация, поиск, генерация)?

RAG (Retrieval-Augmented Generation) – это подход, при котором LLM дополняется внешней базой знаний. Основные этапы RAG-пайплайна таковы: исходные документы разбиваются на токены и чанки, создаётся векторный индекс (индексация). По запросу выполняется векторный поиск наиболее релевантных чанков. Далее эти фрагменты передаются в контекст LLM на основе которого она формирует ответ.

В облачных платформах все эти шаги стараются собрать в единый управляемый сервис. Клиент загружает данные, выбирает модели для токенизации, реранкинга, поиска и генерации, настраивает параметры (например, размер и число чанков) и получает готовый ответ. Поэтому не нужно самостоятельно собирать пайплайн: облачный провайдер предоставляет многоарендный сервис с уже настроенным и оптимизированным RAG‑процессом.

Как внедрение RAG‑подхода помогает решить проблему устаревших знаний у LLM (галлюцинаций) и какие при этом возникают новые сложности (точность поиска, задержки, безопасность)?

RAG позволяет обогатить LLM актуальными данными, что устраняет проблему устаревших знаний и снижает количество «галлюцинаций». Вместе с тем появляются новые задачи: нужно обеспечивать точный поиск по базе, учитывать дополнительную задержку на запросы к индексу и особенно следить за безопасностью. Дополнительная задержка обычно невелика (сотни миллисекунд), но требует оптимизации для быстрого отклика.

В корпоративной среде безопасность критична: провайдер привязывает специфичные данные клиента к модели, поэтому надо использовать изолированные инстансы LLM. Это значит, что данные одного клиента не смешиваются с другими и не используются для обучения модели. В публичных сервисах типа OpenAI загруженные данные могут использоваться в обучении, что неприемлемо для компаний. Облачные провайдеры предлагают выделенные окружения с технической изоляцией (аналогично виртуальным машинам). Высокая степень изоляции дороже, мультиарендный режим – дешевле. И из этих двух вариантов клиент сам выберет.

Как можно использовать методы машинного обучения для анализа логов и обнаружения аномалий? Какие проблемы при этом обычно возникают?

Традиционный подход — собрать логи, разметить их и обучить модель (например, Isolation Forest) на выявление аномалий. Для этого требуется дата‑саентист и ресурсы для обучения модели. Процесс итеративный и длительный. Причём он может оказаться дорогим, а результат часто недостаточно точным: при появлении ложных срабатываний систему невозможно будет запустить в продакшн. Например, при точности модели 80% появляется слишком много «шумовых» алертов.

Альтернативный подход — использовать предобученные LLM или специализированные retrieval‑модели для анализа логов без дополнительного обучения. Такие модели могут сразу находить аномалии по шаблонам и статистикам в логах. Это проще и дешевле, поскольку не требует этапа дообучения. Резкий рост ошибок или неожиданный перезапуск сервиса можно считать аномалией.

Какие движки (фреймворки) для инференса LLM поддерживают облачные платформы и зачем их так много?

Рынок движков для инференса LLM быстро развивается, и есть множество решений. Разные команды создают свои движки, оптимизированные под разные задачи и архитектуры. Например, мы используем движки VLLM (Virtual LLM) — у каждого из них есть свои преимущества (скорость, поддержка разных моделей и т. д.). Некоторые движки созданы для больших текстовых генераторов, другие — для мультимодальных моделей. Такая ситуация похожа на отсутствие единого стандарта: разные решения конкурируют, и обычно побеждает то, которое эффективнее. Чтобы дать лучший результат, мы, например, совмещаем несколько движков, обеспечиваягибкость и надёжность решения.

Какие модели для генерации кода доступны в облаке и как они интегрируются в процесс разработки?

В облачных сервисах есть модели, специализирующиеся на генерации кода. Например, доступны Qwen3-Coder, GLM-4.5 и так далее, хорошо справляющиеся с программированием. У нас в библиотеке Foundation Models сейчас самая популярная для кодинга модель — Qwen3-Coder-480B‑A35B‑Instruct, на 480 миллиардов параметров. Есть модели и с меньшим количеством параметров, каждая подходит для разных задач.

В инструменты разработки интегрируются плагины и API. Например, существует плагин AWS CodeWhisperer, позволяющий писать код в «агентном» режиме: разработчик подключает плагин, указывает LLM‑провайдера и API‑ключ, после чего модель помогает с автодополнением кода. Схожим образом во многих IDE можно выбрать модель и получать подсказки по коду. Это значит кодогенерация встроена в процесс разработки через привычные механизмы автодополнения и ассистирования. Полностью автономные «боты», генерирующие весь код, пока остаются редкостью (хотя появляются экспериментальные решения, например, от GitHub). Однако пока это направление только развивается.

Как генеративные модели используются для поддержки пользователей и управления базой знаний?

Любой современный облачный провайдер ориентирован на клиента и применяет мультиагентные решения в службе поддержки. Агенты автоматически обрабатывают часть типовых запросов пользователей и помогают оперативно давать ответы на вопросы о сервисе. Благодаря этому самообслуживание улучшается: значительная доля запросов уже решается без участия оператора. Например, около 70% типовых обращений обрабатываются ИИ‑ассистентами. Агенты также динамически обновляют базу знаний на основе новых запросов, повышая качество ответов со временем.

Как генеративные модели применяются в DevOps‑процессах и какие проблемы при этом возникают (например, связанные с документацией и галлюцинациями)?

Мы только входим в эту область. Например, некоторые команды тестировали GPT‑бота в Slack, который помогал разработчикам читать документацию и деплоить сервисы. Он повышал эффективность таких операций, но сталкивался с «галлюцинациями» и устаревшей документацией, поэтому пока требует контроля человека. В целом мы видим, что ИИ‑инструменты ускоряют выполнение многих DevOps‑задач (написание плейбуков, проверка конфигураций и т. д.), однако DevOps‑инженер работает с крайне разнородной инфраструктурой. Поэтому полностью автономная работа пока невозможна: сейчас ИИ‑помощники выступают вспомогательными инструментами, ускоряющими конкретные задачи. Но заменить опытного специалиста не смогут. В перспективе такие системы могут взять на себя рутинную часть задач, однако сегодня эти инструменты выступают лишь в роли инструмента поддержки.

Что такое «структурированный вывод» (structure output) и «вызов функций» (function calling) в контексте LLM и зачем они нужны при интеграции с инфраструктурными сервисами?

Структурированный вывод – это когда LLM выдаёт результат в формализованном формате (JSON, XML и так далее) вместо свободного текста. Это позволяет интегрировать LLM с реальными ИТ-системами. Например, можно попросить модель создать задачу в системе Jira: модель вернёт корректный JSON с полями задачи, и этот JSON отправляется через API в Jira для создания тикета. Таким образом, пользователь взаимодействует на естественном языке, а модель автоматически формирует и отправляет точный API-вызов (например, для создания тикета или запуска скрипта) без ручного программирования.

А вызов функций позволяет моделям взаимодействовать с вашим кодом и внешними системами структурированным образом, значительно расширяя возможности LLM. Вместо простого генерирования текстовых ответов, LLM могут понимать, когда нужно вызвать определённые функции, и предоставлять необходимые параметры для выполнения реальных действий.

Какие крупные языковые модели (LLM) поддерживаются на вашей платформе? В частности, доступны ли российские модели и open‑source решения?

Наша платформа предоставляет доступ к различным «фундаментальным» моделям. Мы поддерживаем ведущие российские чат‑ориентированные модели и лучшие open‑source решения.

Например, среди доступных — QeM, DeepPavlov и другие российские разработки (модели банковского сектора, команда «Вихрь»), а также глобальные open‑source модели. В перспективе мы планируем добавить модели, разрабатываемые крупными компаниями («Яндекс», «Сбер» и Avito).И что‑то уже добавили, кстати, например, GigaChat. Платформа выступает как хаб: заказчик может опробовать разные модели и выбрать оптимальную. (Отметим, что ChatGPT доступен как облачный сервис, и open source gpt‑oss-120b).

Заключение

Из нашего разговора с Владимиром я понял, что нейросети, ИИ и LLM стали неотъемлемой частью облачных сервисов. И, судя по тому, какие сервисы на их основе предоставляются компаниям, то как раз рутину можно будет уменьшить очень сильно. Не знаю, насколько это хорошо или плохо, но идея «уверенный пользователь ИИ» или, как сейчас это называется, промт‑инжиниринга всё больше развивается. Ну а про ИИ я ещё поговорю с другими специалистами из других компаний. Спасибо за внимание!

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 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 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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