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[Перевод] Я попросил ИИ спроектировать белок, и вот, что у него получилось

Новая серия моделей искусственного интеллекта позволяет пользователям создавать, манипулировать и изучать биологию с помощью обычного языка

Исследователи использовали модели искусственного интеллекта для создания работающих зелёных флуоресцентных белков (GFP) с помощью текстовых инструкций
Исследователи использовали модели искусственного интеллекта для создания работающих зелёных флуоресцентных белков (GFP) с помощью текстовых инструкций

Недавно я использовал искусственный интеллект для создания ужасного белка. Следуя пошаговым инструкциям, я создал элементарную модель белкового языка (PLM) — инструмент искусственного интеллекта (ИИ), который выдаёт не слова, а белковые последовательности. С помощью пары строк скопированного из другого места кода я попросил модель придумать короткую последовательность аминокислот.

Я не знал, насколько плох мой белок, пока не спросил AlphaFold, предсказателя структуры белка от Google DeepMind, как он выглядит. В предсказанной структуре были спирали, петли и другие реалистичные элементы. Но AlphaFold очень мало доверял своему предсказанию — знак того, что мою молекулу, вероятно, не получится создать в клетках в лаборатории, не говоря уже о том, чтобы она смогла делать что-то полезное.

Теперь у таких любителей вычислительной биологии, как я, появилась новая надежда. Учёные разрабатывают новое поколение инструментов биологического ИИ, которые принимают инструкции на простом языке и превращают их в белки и другие молекулы, которые в том числе могут стать потенциальными лекарствами. Эти модели также позволяют исследователям «разговаривать» с клетками на обычном английском языке, чтобы расшифровать их внутреннюю работу и получить другие биологические сведения.

Это последний поворот в революции био-ИИ, которая преобразует такие области науки, как дизайн белков и структурная биология. PLM и другие инструменты искусственного интеллекта позволяют учёным с относительной лёгкостью проектировать молекулы, такие как ферменты и антитела. Однако для того, чтобы получить максимальную отдачу от этих инструментов, как правило, требуется значительный опыт.

Модели, позволяющие пользователям «опрашивать» биологию с помощью обычного текста, могут снизить барьер для присоединения к революции био-ИИ, говорят учёные. Такие ИИ также способны обеспечить больший контроль над создаваемыми конструкциями и другими результатами.

«Было бы полезно иметь возможность точно указать, чего мы хотим, и получить белок с этими характеристиками», — говорит Мохаммед Аль-Кураиши, биолог-вычислитель из Колумбийского университета в Нью-Йорке.

Преобразование текста в белок

В прошлом месяце группа под руководством Фаджи Юаня, специалиста по машинному обучению из Университета Вестлейк в Ханчжоу (Китай), показала, что разработанная его командой модель «текст — белок» может проектировать функциональные белки, включая протестированные в лаборатории ферменты и флуоресцентные белки, которые оригинальны по своему дизайну и не похожи на существующие молекулы. «Мы первые, кто разработал функциональный фермент, используя только текст», — говорит Юань. «Это просто как научная фантастика».

«Ужасный белок»: журналист Юэн Каллауэй создал модель языка белков (PLM) и использовал инструкции базового кода для создания этого белка.
«Ужасный белок»: журналист Юэн Каллауэй создал модель языка белков (PLM) и использовал инструкции базового кода для создания этого белка.

Модель, получившая название Pinal, является одним из нескольких ИИ для разработки белков, которыми можно управлять с помощью обычного языка — в отличие от большинства других подобных ИИ, которые требуют указывать последовательности белков или спецификации со структурой.

Но, по словам Энтони Гиттера, специалиста по вычислительной биологии из Университета Висконсин-Мэдисон, эти модели био-ИИ находятся на очень ранней стадии развития. «Я рассматриваю это как область с высоким риском и высокой отдачей», — говорит он.

Как говорить на языке молекул

Чтобы научить биологические модели ИИ общаться на английском (или любом другом языке), их обычно знакомят с текстовыми описаниями биологических данных. Команда Юаня обучала Pinal, используя краткие описания структур, функций и других характеристик 1,7 миллиарда белков. После некоторого дополнительного обучения модель может взять подсказку и выдать сотни конструкций последовательностей. У модели есть веб-интерфейс, но открытого доступа к ней нет.

Исследователи использовали следующий запрос: «Пожалуйста, спроектируй белок, который является алкогольдегидрогеназой», имея в виду фермент, метаболизирующий алкоголь. Затем Юань и его коллеги использовали другие вычислительные инструменты для определения наиболее перспективных конструкций и, совместно с коллегой-биологом, проверили их ферментативную активность.

Две из восьми алкогольдегидрогеназ успешно катализировали расщепление алкоголя, хотя и гораздо менее эффективно, чем природные ферменты. По словам Юаня, его команда также разработала работающие зелёные флуоресцентные белки (GFP) и ферменты, разлагающие пластик, причём все они не похожи по последовательности на природные образцы.

Несколько других команд разработали похожие модели ИИ, в том числе модель под названием ESM-3, которой можно давать текстовые команды, а также последовательности и структуры белков. Стартап 310.ai разработал собственный инструмент под названием MP4, который позволяет создавать множество белков на основе текстовых данных, причём несколько из них в лабораторных условиях смогли связываться с клеточным источником энергии АТФ. По словам вице-президента компании по открытиям Тимоти Райли, компания использует эту модель для разработки белков, которые действуют подобно препаратам GLP-1, модным ныне лекарствам для лечения ожирения.

Поговорите с клетками: Модели искусственного интеллекта позволяют учёным «разговаривать» с клетками, используя обычный язык.
Поговорите с клетками: Модели искусственного интеллекта позволяют учёным «разговаривать» с клетками, используя обычный язык.

По словам соучредителя компании Кэти Вэй, одна из проблем таких моделей, как 310.ai, заключается в том, чтобы придумать правильные текстовые инструкции для ИИ, хотя большие языковые модели могут помочь в составлении успешных подсказок. Она сравнивает это с ранними днями создания ИИ, генерирующих изображения, таких как Dall-E: некоторые подсказки давали результаты лучше, чем другие, а попытки моделей изобразить человеческие руки, например, часто приводили к конфузам. По словам Вэя, вместо странно выглядящих рук MP4 иногда выдаёт белки с повторяющимися последовательностями.

Дизайн лекарств

Дизайн белков — не единственная область, в которой учёные оперируют словами ИИ. Целый ряд моделей стремится применить аналогичный подход к проектированию химических веществ.

Например, в прошлом году команда Гиттера выпустила модель, которая разрабатывает малые молекулы в ответ на текстовые подсказки, и показала, что с её помощью можно создавать лекарственные ингибиторы известных белковых мишеней. Эти модели не были проверены в лабораторных условиях, но вычислительные инструменты «докинга», широко используемые для поиска лекарств, показали, что некоторые из них являются перспективными.

Учёные также используют био-АИ, чтобы «разговаривать» с клетками. Усилия по определению последовательности всех молекул РНК в отдельных клетках стали основой клеточной биологии – разнообразие этой области ранее не ценили по достоинству. Но для того, чтобы разобраться в этих экспериментах с большим объёмом данных, обычно требуется интенсивное сотрудничество между биологами и специалистами по обработке данных, говорит Кристоф Бок, биолог-вычислитель из Медицинского университета Вены.

В качестве альтернативы его лаборатория разработала чат-бота с искусственным интеллектом под названием CellWhisperer. Он может принимать инструкции на простом английском языке — например, «подробно опишите эти клетки» — и возвращать резюме в виде обычного текста или позволять пользователям исследовать визуальное представление популяции разнообразных клеток, «выхватывая» интересующие экземпляры. «Он становится партнёром в анализе данных», — говорит Бок.

Клеточные предложения

В другом проекте наборы данных секвенирования одной клетки преобразуются в длинные списки генов, которые экспрессируют клетки, и эти «клеточные предложения» помещаются в существующую модель большого языка (LLM). Полученная модель, названная Cell2Sentence, может взять набор данных об одной клетке и описать её характеристики, например, вид иммунной клетки, на обычном английском языке.

А поскольку модель была обучена на биологической литературе и данных, она может проводить логические рассуждения и делать, например, предсказание того, как лекарство для иммунотерапии рака изменит гены, которые экспрессирует клетка. «Наша модель может переводить с биологического языка на человеческий», — говорит Дэвид ван Дийк, биолог-вычислитель из Йельского университета в Нью-Хейвене (штат Коннектикут), который руководил работой вместе с учёными из Google Research и других компаний.

Вторая попытка Юэна создать белок, на этот раз с помощью текстовых инструкций, переданных биологической модели ИИ.
Вторая попытка Юэна создать белок, на этот раз с помощью текстовых инструкций, переданных биологической модели ИИ.

Гиттер периодически оценивает способность готовых ИИ-моделей создавать белки, но результаты его пока не впечатляют. Он попросил LLM-помощника Amazon, «Rufus», придумать GFP, но результат не имел ключевой структурной особенности природных GFP.

По словам Аль-Кураиши, нынешний сонм говорящих био-АИ — это «набор костылей». Но идея дополнить LLM научными данными, такими как последовательности белков и химические структуры, является многообещающей, добавляет он. «Я не удивлюсь, если некоторые крупные технологические компании уже работают над этим», — говорит он.

Костыли это или нет, но в моём собственном проекте они сыграли важную роль. После неудачной попытки я зашёл в веб-интерфейс Pinal и набрал «сделай мне хороший белок». Когда я ввёл последовательность в программу AlphaFold, она выдала очень уверенное предсказание. Модель напоминала мешанину между спагетти и фузилли, так что я не ожидал, что она сможет катализировать реакцию, есть пластик или вообще что-то делать. Но это уже начало.

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 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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