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Real AI Семантический Анализатор и решение задачи по извлечению поручений из распорядительных документов

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Привет Хабр!

Чуть больше года прошло с момента последней публикации, в которой описано одно из применений технологии анализа текста, основанной на разработанном нами «свойство-ориентированном подходе».

За это время мы провели работу по переходу от технологии к продукту - семантическому анализатору Real AI SA, решающему реальную задачу бизнеса, и сделали следующее:

  • Провели около двадцати проблемных интервью.

  • Создали юридическое лицо.

  • Получили грант от Фонда Содействия Инновациям.

  • Разработали и зарегистрировали ПО для извлечения поручений.

  • Начали пилотирование решения.

Подробнее о практической задаче – автоматическом заполнении карточек поручений в системе электронного документооборота путем анализа распорядительных документов, а также о нашем подходе к ее решению хотелось бы рассказать в этой статье.

Задача

Крупные организации в ходе своей работы создают большое количество различных документов, например в госкорпорациях или министерствах объем внутреннего документооборота может доходить до 100 000 (ста тысяч) документов ежегодно.

В целом документы имеют определенную структуру, но написаны на естественном языке, что создает большие проблемы для их анализа существующими продуктами.

Безусловно, у всех на слуху решения, основанные на больших языковых моделях, которые впечатляюще обрабатывают входящие фразы, однако их основной недостаток – неопределенная достоверность результата.

Пример некорректного понимания фразы с выявленными поручениями ChatGPT:

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Второй недостаток, который мы слышали уже в ходе обсуждения подходов к решению задачи по анализу текста с техническими специалистами – требовательность к ресурсам и объемам размеченных данных для обучения.

Таким образом, решение задач по анализу документов возлагается на специалистов документационного сопровождения, которые только на извлечение поручений из приказов и заполнение карточек в системе электронного документооборота в крупных компаниях тратят около 3000 человеко-часов ежегодно.

Технология

Ядро наших решений по анализу текста и извлечению информации – семантический анализатор, который строит смысловую модель текста в виде графа на базе собственной технологии – свойство-ориентированного подхода.

Несмотря на то, что предыдущие попытки строить семантические модели для представления знаний (например, SemanticWeb) сложно назвать успешными для решения задачи анализа естественного языка (NLP), мы считаем, что этот подход является верным и соответствует способу представления знаний мозгом человека. И, так или иначе, если нам нужна достоверность и проверяемость, обойтись без графового представления сложно.

Разумеется, у существующих систем, использующих семантические модели, много практических сценариев применения – например в области медицины или машиностроения. В целом они отлично справляются с теми задачами, где предметная область заранее поддается классификации, однако все попытки их применения для анализа произвольного текста, закончилась неудачей по причине использования громоздких и негибких объектно-ориентированные онтологий.

Ниже приведен вариант онтологии на примере Универсальной семантической иерархии Abby Compreno:

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Мы же, в отличие от объектно-ориентированных решений, для построения графа используем набор универсальных элементов, подходящих для любой предметной области, так как он базируется на описании понятий через их роль в низкоуровневом процессе работы мозга, как мы ее себе представляем.

Работа мозга (то, что называют «сознание», «размышления», «думание») в свойство-ориентированном подходе рассматривается, как выполнение мозгом определенных действий, параметрами и результатами которых являются понятия, внешне представляемые как слова (возможны и другие внешние представления – визуальные, тактильные образы и т.д., но в данном случае мы говорим о тексте). И, соответственно, на нижнем, первичном, уровне достаточно указать место понятия в этом процессе выполнения действий, что приводит к четырем их основным категориям:

  • Характеристика

  • Значение характеристики

  • Объект

  • Действие

На техническом уровне все понятия представляются единым универсальным элементом, и мы считаем, что разработанная нами модель представления знаний близка той, которая реализуется в мозгу человека с помощью нейронов.

Пример построения графов можно посмотреть в технологическом демо.

От технологии к продукту

Демонстрируя технологию потенциальным заказчикам, мы получали много запросов от бизнеса на инструменты по работе со смыслом текста, однако задача по извлечению поручений встречалась чаще всего, поэтому и сфокусировались на ней.

Для этого разработали прототип анализатора, выполняющий в ограниченном объеме разбор документов, провели ряд презентаций представителям бизнеса и получили письма с подтверждением заинтересованности в создаваемом продукте.

Затем подготовили и подали документы для участия в конкурсе Старт-ИИ-1 от Фонда Содействия Инновациям. В июле 2022 года успешно прошли интервью с экспертами фонда, а в августе получили грант на НИОКР.

В ходе грантовой работы (август 2022-ноябрь 2023) подтвердились сильные стороны нашей технологии. Хотя приходилось постоянно развивать и дорабатывать алгоритмы анализатора, однако сама концепция представления знаний через структуру действий осталась неизменной, что давало возможность сосредоточиться на функциональных и потребительских характеристиках продукта.

Как итог – программа, позволяющая серьезно сэкономить время на извлечение поручений. Например, среднее время анализа одностраничного приказа – порядка 7 секунда с формированием матрицы поручений, что в 30 раз быстрее, чем эта задача решилась бы специалистом.

Архитектурно, решение представляет собой web-сервис, который размещается в IT сегменте организации совместно с системой ЭДО. Пример встраивания решения в IT ландшафт:

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Как видно из архитектуры, прямого взаимодействия с анализатором у пользователя нет, что является дополнительным фактором безопасности, а все взаимодействие происходит через знакомый пользователю интерфейс системы ЭДО.

Какие преимущества имеет наше решение?

Во-первых – повышенная достоверность – всегда можно посмотреть смысловую модель обработанной фразы. На рисунке ниже – смысловая модель поручения из примера с ChatGPT, в которой корректно связан и актор и объекты действий:

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Во-вторых – легкость добавления новых знаний и возможность вносить новые понятия буквально по ходу работы.

Все это делает Real AI SA подходящим для анализа документов и извлечения из них требуемой информации, снимая при этом значительный объем головной боли с заказчиков и в части подготовки данных для обучения, и в части выделения ресурсов для работы решения.

Заключение

В рамках работы над проектом мы прошли путь от формирования собственного представления об обработке мозгом информации и роли текста до пилотирования продукта на этой основе, решающего конкретную задачу бизнеса.

Технология показала практическую ценность и сейчас мы развиваемся по трем трекам:

  1. Совершенствование ядра системы – и в части производительности, и в части повышения универсальности.

  2. Поиск площадок для пилотирование разработанного решения по извлечению поручений.

  3. Выявление новых сценариев и задач, которые можно решить с помощью нашей технологии.

Помимо описанного в данной статье бизнес-сценария извлечения поручений, в ходе проблемных интервью мы слышали много других интересных кейсов, требующих понимания смысла и сейчас взяли в работу несколько из них, например:

  1. Извлечение из договоров сутевой информации для сопоставления с ограничительными условиями или формирования проектов решений

  2. Построение корпоративного смарт-архива – графа, связывающего все документы, бизнес-процесс и сотрудников организации. Инструмент актуален и для аналитики – выявления избыточной загруженности или дублирования ответственности, и для поиска, когда информация ищется в графе на уровне смысла и подбираются релевантные артефакты.

Первый сценарий мы довели до уровня прототипа, второй пока в работе и возможно выложим его в открытый доступ позднее.

Да, на сайте помимо технологического демо есть два демо бизнес-сценариев, которые мы постепенно обновляем и дополняем.

P.S.: Помимо решения технологических задач, для развития бизнес-компетенций принимали активное участие в большом количестве мероприятий для стартапов, самые примечательные из которых – Спринт от ФРИИ, Архипелаг от Платформы НТИ, Академия инноваторов от i.moscow.

Впечатления неоднозначные, и если интересно – можем поделиться своим опытом или в формате отдельной статьи, или просто отвечая на вопросы.

Источник

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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

  • 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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