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Н Новости

Языковой процессор LPU, GenAI в FinOps и инструменты для анализа данных

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Привет, Хабр! Возвращаюсь с новым выпуском полезных материалов, который поможет разобраться в ML, AI и дата-аналитике. Сегодня в программе — состояние MLOps в 2024 году, возможности дата-контрактов, оценка качества данных DQ Score и Python-библиотека для работы с SQL. Подробнее — под катом. Еще больше полезных материалов — в Telegram-сообществе «MLечный путь».

Используйте навигацию, чтобы выбрать интересующий блок

Теория
Практика
Инструменты
Мнения
Инфраструктура
Обзоры рынка
Видео

Теория


From Database to AI: The Evolution of Data Platforms


Рано или поздно каждая компания задумывается, как оценить платформу на актуальность и соответствие задачам. Тогда и появляются разные модели зрелости, одна из них — шестиступенчатая. С ее помощью можно оценить уровень развития аналитических решений — от нуля до пяти.

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Пятый уровень модели зрелости аналитических решений. Источник.

Из интересного: прикладное использование ML и AI начинается только на предпоследнем уровне, а пятый полностью завязан на применении GenAI.

What is the difference between LLMOps and MLOps?


Полезный материал о различиях между LLM- и MLOps. Если не хотите читать полную версию, можно ознакомиться с основными тезисами на картинке. Все коротко и по делу.

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Сравнительная таблица LLM- и MLOps. Источник.

500 ресурсов для аналитиков


Ребята из NewHR подготовили таблицу с источниками по A/B-тестированию, BI, AI, маркетингу, менеджменту и другим категориям. Ознакомиться с самыми популярными можно в подборке от авторов. Пригодится, если хотите быть в курсе аналитического рынка и не тратить время на поиски интересного материала.

Практика


Deploying Deep Learning Models at Scale — Triton Inference Server 0 to 100


В статье автор рассказывает о принципах работы Triton и делится конфигурационными файлами. Все это — на примере запуска сервиса с ML-моделью для ресайза изображений. Возможно, для кого-то она станет точкой входа в мир Triton. К тому же подобные материалы редко увидишь.

Как проводят оценку качества данных в Airbnb


Перевод статьи о контроле качества в Airbnb и их системе оценки DQ Score. Идея внутренней сертификации данных в едином формате перспективная — еще не видел подобного у других компаний. Жаль, что решение закрытое. Хотя это не мешает использовать инструмент как источник вдохновения.

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Шкала качества данных и весовые коэффициенты. Источник.

Как мы не выбрали Airbyte, или почему собирать данные лучше по старинке


Коллеги из BI-отдела Selectel поделились своим опытом использования Airbyte — инструмента для сбора данных. Они могли и дальше применять его к своим боевым задачам, если бы не одно «но»… Не буду спойлерить, лучше почитайте самостоятельно.
Для меня это подтверждение того факта, что даже зрелое и популярное open source-решение может не подойти для решения некоторых задач. Но таких инструментов много, всегда есть из чего выбрать.

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Инструменты


Power of Data Contracts in Simplifying Data Complexity and tools to build data Contracts


Интересный материал о дата-контрактах. Если коротко, это документ, который определяет параметры использования для обмена данными между поставщиками данных и их потребителями. Реализовать его можно с помощью нескольких инструментов — подробнее о каждом рассказывает автор.
  • PayPal’s YAML Specification,
  • Data Mesh Manager,
  • Data Contract Studio,
  • Data Contract CLI,
  • Great Expectations,
  • Gable.ai.

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Механизм работы дата-контрактов. Источник.

Multi-engine data stack — v0


Еще один увлекательный термин из мира «стеков для работы с данными» — multi-engine. Пригодится, если хотите сэкономить средства с помощью использования разных движков для хранения и обработки данных.
  • S3 и файлы в формате Parquet.
  • DuckDB.
  • Snowflake.
  • Dbt.
  • Dagster.

Дополнительно есть несколько сценариев работы multi-engine. Поможет параллельно использовать инструменты в одной экосистеме.

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Используемые стеки для работы с данными в одной экосистеме. Источник.

Data Catalog Tools List & Evolution


Сравнение десяти дата-каталогов от создателей Castor. Компания использовала четырехуровневую модель зрелости и традиционный Landscape. Рейтинг по понятным причинам получился предвзятым, но с критериями оценки и продуктами ознакомиться это не мешает.

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Landscape дата-каталогов. Источник.

SQL Assistant: Text-to-SQL Application in Streamlit


Ребята поделились Python-библиотекой Vanna.ai, которая умеет генерировать SQL и графики на основании полученных данных. Конечно, после определенных манипуляций с LLM. Использовать ее можно прямо в Jupyter, без сторонних инструментов.

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Архитектура Vanna.ai. Источник.

Выглядит амбициозно. Не нужно знать SQL: просто пишете запрос и получаете данные. Вот только насчет качества такого решения я не уверен.

Мнения


Data Management in 2024


Автор размышляет о влиянии открытых форматов хранения данных (Apache Iceberg, Apache Hudi, Delta Lake) на появление дата-платформ «новой волны». Похожие решения можно посмотреть на StarTree и Dremio, но до общепринятых и повсеместно используемых им еще далековато.

It's time to build


Кажется, я не перестану делиться материалами автора Benn Stansil. И это несмотря на то, что он пишет сложно, душно и с неинформативными выводами, которые можно пропустить.
В тексте автор поднимает сразу несколько злободневных тем:
  • популярность новых аналитических инструментов.
  • смещение фокуса в общественном пространстве на AI/ML,
  • подход к разработке новых дата-стартапов.

Если у вас хороший уровень английского — рекомендую к прочтению.

What Will 2024 Bring to Advance Analytics?


CEO рынка аналитических решений рассуждают о векторах развития аналитики в 2024 году. Главный тренд, я полагаю, угадает каждый. Ведь это обработка естественного языка и LLM. В общем, «English will replace SQL» и все в таком духе.

Инфраструктура


Delivering Efficient, High-Performance AI Clouds with NVIDIA DOCA 2.5


Исходя из опыта, один из самых сложных компонентов высокопроизводительного облака — сеть между вычислительными нодами. Если запустить регион с пропускной способностью 5 Гбит, то добавить еще 10 Гбит просто так не получится. Физическое оборудование, программные компоненты, гипервизоры и другие факторы накладывают свои ограничения.

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Аппаратный и программный стек NVIDIA. Источник.

У NVIDIA есть целый аппаратно-программный комплекс для оптимизации производительности облачных вычислений. Подробнее о них можно почитать в материале.

Groq LPU Inference Engine


Мало нам было CPU, GPU, TPU, так теперь появился LPU — Processing Unit для LLM. Оказалось, малоизвестный стартап Groq стал лидером в инференсе LLM, выпустив языковой процессор (LPU) с «первым независимым бенчмарком LLM». Время покажет, так ли это на самом деле.

Обзоры рынка


Итоги-2023 от ServerNews: ИИ везде, ИИ повсюду


ServerNews собрал в одном тексте значимые релизы нового AI-железа за 2023 год. Среди них — два поколения процессоров Xeon® Scalable, ускорители от NVIDIA и другие. Конечно, за последнее время появилось много железа «круче» рассмотренного в обзоре, но он поможет составить общее впечатление о рынке и тенденциях.

PostgreSQL возглавила мировой рейтинг роста популярности СУБД и стала абсолютным лидером среди популярных СУБД в России


Это один из тех случаев, когда суть материала передана в заголовке — хоть и объемном. Дополню, что PostgreSQL возглавила рейтинг DB-Engines. По данным Google Trends за 2023 год популярность этой СУБД в России оказалась на 65% выше, чем Oracle, на 76% — MySQL и на 95% — MS SQL Server.

Видео


Аналитические инструменты для ленивых. JupyterLab, SuperSet, Prefect на инфраструктуре с GPU


Недавно прошел вебинар, в котором мы рассказали о вариантах использования наших продуктов — DAVM, DSVM и ML-платформы. Для практики взяли кейс с sentiment-анализом комментариев под статьями из нашего блога на Хабре. Как результат — развернули инференс-сервис с моделью в Kserve и автоматизировали загрузку данных в дашборд Apache Superset.

Getting Started With CUDA for Python Programmers


Специалист по обработке данных Jeremy Howard выпустил обучающее видео по CUDA-программированию. В нем продемонстрировал весь процесс разработки прямо в Google Collab, аналоге Jupyter Notebook. Советую посмотреть урок Python-разработчикам, которые только начинают работу с CUDA.

MLOps Best Practices in 2024


Компания Featureform обсудила состояние MLOps на 2024 год и поделилась лучшими практиками. Их еще нужно обосновать, но было интересно ознакомиться.
Особенно понравились метрики MLOps. Лично знаю людей, которым необходимо отчитываться о результативности внутренних MLOps-платформ, поэтому эта часть может им пригодиться.

GenAI for Financial Services


McKinsey и Iguazio рассказали, как они используют GenAI в финансовой сфере. Всегда было интересно узнать прогнозы и результаты анализа, особенно с конкретными значениями. Вот они и представили их в виде «слайдумента». Можно просто читать и не слушать спикера — ничего важного не потеряете.

MLOps London Jan 2024: A tour of Model Serving Strategies


В прошлой статье я рассказывал о лондонском митапе по MLOps. В этом Ramon Perez из Seldon рассказывает о стратегиях сервинга моделей. Его система для меня не очень понятна: в нем находятся и streaming с batch-обработкой, и Bare metal с serverless, и edge device c mobile app. Даже о PostgresML вспомнил. Отдельно отмечу, что на каждый случай приводятся примеры инструментов для реализации.

Источник

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  • 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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