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Где живут LLM: разбираем инференс-кластер YADRO и тестируем его производительность

Привет, Хабр! В этой статье я расскажу про наш LLM инференс-кластер YADRO: зачем он нужен, что у него под капотом и как в такой конфигурации показывают себя популярные модели. Кроме того, я немного порассуждаю об альтернативных реализациях кластера и поделюсь планами по развитию реализации нашей.

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Начну с того, какие ИИ-инструменты мы в YADRO разрабатываем в помощь коллегам:

  • сервис транскрибации и конспектирования встреч,

  • ассистент для написания кода,

  • умный поиск по внутренней документации,

  • автоматизированная техническая поддержка,

  • прямые чаты с моделями для выполнения различных задач.

Все они используют LLM, за работу которых отвечает LLM инференс-кластер в контуре компании. Так сотрудники могут выполнять запросы с чувствительной информацией, не опасаясь ее утечки.

Модели в кластере и взаимодействие с ними

В кластере мы развернули следующие LLM.

Модель

Размер контекста в токенах

Сфера применения

DeepSeek-R1-Distill-Qwen-32B

128k

- автоматизация техподдержки
- чат-бот для разных задач

Qwen2.5-32B-Instruct

128k*

- суммаризация митингов
- чат-бот для разных задач

Qwen2.5-Coder-32B-Instruct

32k

- чат-бот для ассистента по написанию кода

Qwen2.5-Coder-7B-Instruct

32k

- автодополнения для ассистента по написанию кода

T-lite-it-1.0

32k

- чат-бот для разных задач

T-pro-it-1.0

128k*

- суммаризация митингов
- чат-бот для разных задач

multilingual-e5-large

512

- эмбеддинги для поиска по векторной БД общего содержания

bge-m3

8k

- эмбеддинги для поиска по векторной БД общего содержания

nomic-embed-text-v1

8k

- эмбеддинги поиска по векторной БД для ассистента по написанию кода

bge-reranker-v2-m3

8k

- ранжирование результатов поиска по векторной БД

* Размер контекста модели увеличен с 32k до 128k с помощью YARN в настройках запуска инференс-сервера

В контуре YADRO с моделями можно работать через веб-оболочки. Пообщаться с некоторыми в режиме диалога — на «LLM-арене» на базе платформы Open WebUI. Для продвинутых пользователей развернут сервис Dify, где можно создавать свои приложения в визуальном редакторе. Разработчики могут использовать модели через код-ассистент Continue.Dev, доступный как плагин для VS Code с нашим кастомизированным конфигом.

Сервисы взаимодействуют с кластером через стандартный OpenAI-подобный REST API. Вот пример эндпойнта для работы с LLM:

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Через него можно посылать сырые запросы в наш кластер. Либо использовать библиотеки, предоставляющие более удобные API для взаимодействия с LLM, — OpenAI SDK или LiteLLM.

Архитектура кластера

LLM инференс-кластер работает на общей MLOps инфраструктуре компании и представляет собой набор сервисов в Kubernetes. Аппаратная основа кластера — ноды с GPU NVIDIA: RTX 4090 для легких и H100 для более тяжелых моделей.

Для запуска и инференса моделей мы используем популярный, активно разрабатываемый фреймворк vLLM с открытым исходным кодом и большим комьюнити. Фреймворк поддерживает мультимодальные модели, модели с рассуждением, включает много разных техник оптимизации LLM и вообще очень функционален. При этом, что немаловажно, vLLM прост в использовании по сравнению с некоторыми аналогами, не требует конвертации модели в свой формат, а читает их напрямую в формате Hugging Face. Это облегчает развертывание моделей. Фреймворк умеет работать с GPU не только NVIDIA, но и других производителей — пока нам это не нужно, но в перспективе может пригодиться.

Модели мы стараемся запускать при точности FP8, если аккуратность в наших задачах нас устраивает. Используем либо готовые квантованные версии с Hugging Face (например, из репозитория RedHatAI), либо динамическую квантизацию vLLM. Так мы достигаем компромисса между качеством и скоростью работы, а также экономим память, чтобы запускать на доступном железе больше инстансов моделей. Некоторые небольшие модели работают на одном GPU, более крупные запускаются на двух или на четырех в режиме tensor parallel inference. Последний вариант используется на серверах с NVIDIA H100, связанных через NVLink, что обеспечивает эффективный обмен данными между видеокартами. Модели с Hugging Face мы заранее скачиваем во внутреннее хранилище, откуда их уже загружают vLLM-сервера.

Второй компонент инференс-кластера – это сервер LLM Gateway на базе прокси-сервера LiteLLM. На него возложено несколько задач:

  • Сбор информации по всем запущенным инференс-серверам: каждый инстанс vLLM отвечает за одну модель.

  • Роутинг и проксирование запросов от вызывающих сервисов к серверам моделей.

  • Унифицированный API для вызывающих сервисов.

  • Контроль доступа по API-ключам.

В кластере предусмотрено и масштабирование: часть моделей, в том числе для код-ассистентов, имеет заранее установленное число запущенных инстансов. Мы подбирали его на основе требований по масштабированию и результатов бенчмаркинга.

Для остальных моделей число инстансов определяется автоматически — в Kubernetes это называется horizontal pod autoscaling. Автоматическое масштабирование инференс-серверов моделей ориентируется на метрику загрузки GPU, а масштабирование сервера LLM Gateway — на загрузку процессора.

Запуск новых инстансов сервером vLLM занимает некоторое время, так как серверу нужно загрузить большой объем весов в память GPU и сконвертировать модель во внутреннее представление. Именно по этой причине для особо критичных моделей мы используем статически заданное число инстансов — чтобы при увеличении нагрузки не тратить время на развертывание новых серверов.

Мониторинг кластера

Для мониторинга доступности моделей настроены сторожевые таймеры (watchdogs), причем на сервисах поверх инференс-кластера. Доступность всех инстансов LLM по времени, их метрики и нагрузку на оборудование мы отслеживаем с помощью Grafana. Валидация аккуратности именно на уровне инференс-кластера сейчас не предусмотрена — она работает на базе приложений, которые используют кластер (RAG-пайплайн, сервис суммаризации и т. д.).

Трудности и альтернативные решения

Расскажу про некоторые трудности, с которыми мы столкнулись, а также об альтернативных технологиях, которые мы использовали раньше или рассматриваем на будущее.

До фреймворка vLLM мы использовали NVIDIA Triton в паре с TensorRT LLM бэкендом. Но перешли на vLLM, потому что с ним оказалось намного проще добавлять новые модели. Да и по стабильности vLLM показал себя лучше: нормально работал под нагрузками там, где связка Triton и TensorRT начинала сбоить и падать. К тому же инференс-сервер vLLM изначально предоставляет OpenAI-совместимые REST API, что упрощает его использование в других продуктах. А инференс-сервер Triton работает с более обобщенным KServe REST API, который сложнее интегрировать в другие продукты.

Не обошлось без проблем и с vLLM: на наших валидационных тестах модель давала неконсистентные ответы даже с нулевой температурой. Оказалось, что это известная особенность vLLM, даже упомянутая в документации. Мы нашли несколько советов, как минимизировать этот эффект: отключать prefix caching опцией --no-enable-prefix-caching и фиксировать random seed опцией --seed. Это помогало при одном запущенном инстансе модели, но при нескольких, даже работающих на одном железе и версии софта, проблема всплывала снова. Также неконсистентность ответов возникает при больших нагрузках — например, когда тесты запускаются одновременно с бенчмарком.

Еще один вызов — это накладные расходы от litellm-proxy и его масштабирование под нагрузками. LLM Gateway, в качестве которого мы используем LiteLLM, превращается в боттлнек кластера, так как все другие сервисы взаимодействуют с кластером именно через него. То есть именно на него идет суммарная нагрузка от всех возможных пользователей, которая потом распределяется между разными моделями и их инференс-серверами.

Эксперименты, о которых я расскажу далее, показали, что начиная с некоторой нагрузки накладные расходы LiteLLM начинают расти почти экспоненциально, причем на каждый генерируемый токен. Это приводит к существенному замедлению ответа модели. Пока мы боремся с этим двумя способами:

  • Минимизация работы litellm-proxy с БД. По умолчанию litellm-proxy логирует в свою базу данных информацию о каждом запросе. Как следствие — неограниченное увеличение размера БД и деградация операций по работе с ней.

  • Увеличение максимального числа запущенных инстансов сервиса.

Кроме того, мы экспериментируем с альтернативными решениями для LLM Gateway — например, с дошедшим в этом году до релиза vLLM Production Stack и входящим в его состав vllm-router. Переход на другое решения для LLM Gateway усложняется тем, что мы изначально стали использовать LiteLLM для авторизации и контроля доступа по ключам. Это сильно привязывает нас к LiteLLM, и сейчас мы рассматриваем вариант переноса этой функциональности на отдельный API Gateway, который будет стоять над LLM Gateway.

Производительность кластера

Для анализа производительности кластера мы используем инструмент бенчмаркинга от vLLM. Результаты ниже были получены на датасете philschmid/mt-bench. В нем собраны небольшие запросы на разные тематики — в среднем около 70 токенов. Ответы модели в среднем занимают около 200 токенов. Графики ниже показывают производительность моделей при различных нагрузках:

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Теперь сравним работу модели T-lite-it-1.0 при разном числе запущенных инстансов:

3a7c3721f2b31e04467ed44e7cc7c508.pngfab90b8716e2aac961a4d73b8785cdc1.pngc1d510a2f9bf0371edbb8d0c63c75453.pnge984e3477fd7fc840822ff1ffdb8ffdd.png

А на этих графиках — сравнение разных режимов работы LLM Gateway под нагрузками при одном инференс-сервере:

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Видно, что после определенной нагрузки (более 50 одновременных запросов) четыре инстанса LiteLLM перестают справляться и накладные расходы от них начинают расти. Десять же инстансов с подобной нагрузкой справляются. При этом vllm-router держит подобные нагрузки даже с одним запущенным инстансом.

Выводы

LLM-кластер YADRO начинался с одной небольшой LLM и одной модели эмбеддингов для экспериментов с RAG, запущенных на одном инференс-сервере NVIDIA Triton. Теперь у нас в кластере есть целый набор ИИ-сервисов и моделей под разные задачи. Коллегам интересна наша работа, приходят запросы на добавление новых и обновление существующих моделей. Растет число пользователей и нагрузка на кластер.

Поделюсь важными выводами, которые мы сделали за время развития кластера:

  • Под разные задачи модели нужно сравнивать и внимательно подбирать. Например, для техподдержки в нашем случае DeepSeek-R1-Distill-Qwen-32B показала себя лучше, чем аналоги. В задачах суммаризации митингов отличились модели семейства Qwen (Qwen2.5-32B-Instruct и T-pro-it-1.0). При этом, судя по результатам опросов, лучше справлялась с русским языком T-pro-it-1.0. Что неудивительно, так как под русский язык ее и шлифовали.

  • Важно понимать требования моделей и рассчитывать использование доступных ресурсов с учетом планируемых нагрузок.

  • Необходимо проводить нагрузочное тестирование для анализа пропускной способности кластера и поиска боттлнеков в нем.

  • Нужно четко определить требования к компонентам кластера. Например, использование LLM Gateway для авторизации привязало нас к конкретному решению и затруднило переход на альтернативные.

Надеюсь, наш опыт окажется полезным, если вы решите развертывать подобные решения в своей компании.

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  • 09.10.25 08:34 pHqghUme

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  • 09.10.25 08:34 pHqghUme

    if(now()=sysdate(),sleep(15),0)

  • 09.10.25 08:35 pHqghUme

    e

  • 09.10.25 08:36 pHqghUme

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  • 09.10.25 08:36 pHqghUme

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:37 pHqghUme

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    e

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    e

  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 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

  • 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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