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Разгружаем ученых: история разработки одного мультиагентного ИИ-ассистента для химиков

Современная наука генерирует большие объемы данных, доступны значительные вычислительные мощности, но парадоксальным образом скорость научных открытий не растет пропорционально этим ресурсам. Основное ограничение ― человеческий ресурс. Количество высококвалифицированных научных сотрудников сильно отстает от масштаба исследований, которые технически можно проводить. Развитие искусственного интеллекта для науки пытается охватить полный цикл проведения научных исследований ― от формулировки новых исследовательских гипотез до реализации всех этапов их проверки. Возможность генерации новых научных идей и постановки гипотез звучит многообещающе, хотя пока сама по себе остается скорее научной гипотезой, которая требует исследования и проверки. Тем не менее, создание ИИ, который помогает ученым в повседневных задачах, уже становится реальностью.

Мы в исследовательском центре «Сильный искусственный интеллект в промышленности» ИТМО совместно с коллегами из Центра «ИИ в химии» решили проверить это на собственном опыте и занялись разработкой ИИ-ассистента ученого-химика, который позволит с использованием различных вычислительных инструментов и data-driven методов быстро и эффективно решать задачи, требующие построения цепочек рассуждений.

В основе нашей разработки ― большие языковые модели. Но мы не ограничивались ими и пошли по пути создания мультиагентной системы, которая значительно эффективнее универсальных языковых моделей при решении специализированных химических задач. Рассказываем, что у нас получилось.

Предыстория

Одна из ключевых задач в области химии ― поиск новых веществ и материалов, доработка уже известных и разработка новых методов синтеза. В этих областях последнее десятилетие существенные прорывы совершаются как раз с помощью искусственного интеллекта, потому что основаны они на огромном количестве накопленных данных.

Похожим образом обстоят дела в фармацевтической области. На данный момент в открытом доступе есть огромное количество данных о химических соединениях, их структуре и свойствах. И эти данные ― отправная точка для обучения и развития моделей искусственного интеллекта, который помогает продвигать направление дальше.

Однако ожидания от научного прогресса растут с каждым годом. Чтобы отрасль могла удовлетворить эти ожидания, нужно вложить огромное количество человеческого времени в процессы обработки накопленной информации. Часто это время тратят высококвалифицированные специалисты, которые занимаются узкими научными направлениями, но им приходится расходовать ресурсы на рутинную работу.

Мы считаем, что ускорить прогресс можно, переложив часть рутинной работы на искусственный интеллект. В химии такой рутиной может быть анализ и выявление закономерностей в данных, написание кода для автоматизации расчетов, поиск и суммаризация тематической информации из научных статей и других открытых источников и прочее.

Почему мультиагентность?

В мире постоянно предпринимают попытки обучить огромную модель ИИ, которая будет знать абсолютно всё обо всём. Но на практике у таких моделей есть две большие проблемы: эффективность с точки зрения используемых ресурсов и так называемое катастрофическое забывание. Когда большой модели пытаются «привить» новый узкий навык, она начинает забывать свои предыдущие возможности. Иными словами, большие языковые модели не могут достаточно эффективно уйти в узкую специализацию. С другой стороны, модели машинного обучения, которые создаются для специализированных задач, не способны хорошо обобщаться.

Чтобы собрать из двух этих «миров» все преимущества, мы в своей работе использовали мультиагентную систему. Вместо того, чтобы пытаться создать одну «всезнающую» модель, мы разрабатываем систему специализированных агентов, каждый из которых ― эксперт в своей области. Каждый агент имеет в своем ядре языковую модель, которая либо обучена, либо соответствующим образом проинструктирована, чтобы выполнять определенную роль. Над этими агентами есть некоторый оркестратор, который по сути распределяет задачи.

Такая реализация обеспечивает значительный скачок производительности относительно использования только большой языковой модели. Мы подтвердили это за счет сравнения с существующими дообученными для решения химических задач большими языковыми моделями: LlasMol, X-Lora-Gemma и ChemDFM.

Эти модели не справляются с узкоспециализированными задачами из-за отсутствия соответствующих инструментов, например, для генерации молекул. При этом отсутствие мультиагентности в виде дополнительных агентов для структурирования ответа также делает невозможным для этих моделей решение более сложных составных задач и правильный вывод результатов. При этом с точки зрения пользователя общение с системой ничем не отличается от взаимодействия с одной моделью ― он может даже не знать, что за интерфейсом языковой модели срывается несколько разных агентов.

Как решают похожие задачи в мире?

Несмотря на относительную новизну мультиагентного подхода на базе больших языковых моделей, сейчас уже есть множество подобных систем, но лишь несколько из них созданы для использования в научных исследованиях в таких областях, как химия. Стоит отметить мультиагентную систему ChemCrow, которая включает различные инструменты для работы с молекулярными соединениями и реакциями. Ее положительные стороны нашли отражение в еще одной, более современной системе ChemAgent.

Вот ее схема:

23c2e64c866616aa3834c6f2601be1fc.png

Несмотря на новизну и актуальность этих систем, ChemCrow и ChemAgent скорее показывают возможности мультиагентного подхода в химии и не являются инструментами, которые готовы к использованию в научных исследованиях. Причина ― в их ограниченности и частых ошибок в работе мультиагентной системы.

Создавая нашу систему, мы тщательно тестировали уже существующие решения, чтобы приблизиться к созданию востребованного для ученых проекта. Мы выбрали принципиально другой подход к созданию вспомогательных агентов и дали возможность основному агенту-оркестратору создавать план решения задач в запросе, который динамически изменяется по мере вызова инструментов. Это помогает системе более грамотно разбивать запросы на подзадачи, а также давать и выводить ответ для каждой из поставленных задач. Помимо этого, в нашей системе большинство инструментов мы разрабатывали сами с учетом их дальнейшего использования в системе, что позволило улучшить точность их ответов.

Текущая реализация

0375977a39fe982fb54cf6073fd27816.png

Как видно на схеме, система имеет иерархическую структуру с несколькими уровнями агентов:

  1. На верхнем уровне находится Decomposer agent ― своего рода «диспетчер», который анализирует запросы пользователя и разбивает их на конкретные подзадачи.

  2. Следующий уровень занимают Conductor agents ― оркестраторы, определяющие оптимальный набор инструментов для решения каждой подзадачи.

  3. На нижнем уровне работают специализированные агенты двух типов:

    • Агенты для работы с наноматериалами

    • Агенты для работы с молекулами

  4. Завершает цепочку Summary agent, который собирает результаты работы всех агентов и формирует понятный пользователю ответ.

Таким образом, пользователь может комбинировать задачи из разных подобластей химии и науки о материалах, а мультиагентная система сама будет планировать и реализовывать их выполнение, учитывая историю диалога и результаты применения различных инструментов.

Практические примеры

Давайте посмотрим на конкретный пример работы системы. Предположим, исследователю нужно разработать новое соединение для ингибирования определенного фермента. Как это выглядит на практике ― показываем ниже на рисунках.

На изображениях виден ход рассуждений системы при ответе на запрос пользователя, а также процесс вызова и получения ответов от различных инструментов:

  1. Пользователь вводит запрос в систему через веб-интерфейс, например: Сгенерируй три ингибитора CYP3A4 и оцени их QED, липофильность и число карбоксильных групп.

  2. Система анализирует запрос и определяет необходимые шаги.

  3. Затем система предлагает наиболее подходящие молекулярные соединения.

  4. Затем происходит конвертация названий соединений в нотацию SMILES (это представление молекул, часто используемое в машинном обучении).

  5. После этого происходит расчет свойств, при этом в процессе система может изменить ход решения и посчитать некоторые свойства заново или предложить новые соединения, в зависимости от поставленной задачи.

  6. Формирует финальный отчет с помощью агента суммаризатора, а также переводит его на язык, на котором общался пользователь.

06c987f9d3df4f6d79c514472645929b.png2156646f2734880765e55831859dea2e.pngc545293178ad06aaaa28470017287a34.png

Планы

В ближайшее время мы планируем существенно расширить возможности системы. Одна из больших задач ― анализ и извлечение знаний из научных статей.

Кроме того, мы видим большой потенциал в адаптации нашего подхода для других научных областей. Архитектура системы достаточно гибкая, чтобы ее можно было настроить для работы с данными из других дисциплин ― от биологии до материаловедения.

Наша конечная цель ― создать инструмент, который сделает научные исследования более эффективными, позволив ученым сосредоточиться на творческих аспектах их работы, пока ИИ берет на себя рутинные задачи анализа данных и поиска закономерностей.

ИИ-ассистент химика ChemCoScientist разработан на средства эндаумент-фонда ИТМО.

В 2025-2026 годах проект будет поддержан из средств программы «Приоритет 2030».

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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