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[Перевод] Ваш ИИ-ассистент — это новое поколение компиляторов

Команда AI for Devs подготовила перевод статьи о том, как ИИ меняет саму суть программирования. Автор сравнивает LLM с компиляторами и утверждает, что роль разработчиков постепенно смещается от написания кода к управлению архитектурой и обучению ИИ. Как думаете, это угроза или эволюция профессии?


В последнее время я много пользуюсь ИИ-ассистентами программирования. Могу подтвердить — Claude Code впечатляет и, скорее всего, стоит своей немалой подписки Claude Max. Но главный инсайт — ИИ-ассистенты меняют сам подход к разработке. Дело не только в том, чтобы писать код быстрее. Мы наблюдаем сдвиг: ИИ ведёт себя уже не как умное автодополнение, а как современный компилятор, который превращает наши идеи напрямую в готовые приложения.

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Это не новая тенденция, а скорее её ускорение. GitHub Copilot произвёл революцию, ускорив работу с небольшими задачами в одном файле. Потом появились инструменты вроде v0.dev, которые умели быстро собирать приложения из нескольких файлов. Они отлично подходят для старта простого проекта, но начинают спотыкаться с ростом сложности, часто генерируя грязный код и создавая технический долг. Новое поколение инструментов — например, Claude Code — пошло дальше. Оно способно разбираться в кодовой базе среднего размера и даже вносить полезные изменения в крупные, хорошо структурированные проекты. Этот скачок заставил меня задуматься: сама суть нашей работы меняется.

Английский — новый язык программирования

По сути, эти ИИ-инструменты переводят естественный язык в рабочее приложение. Простое предложение на английском становится командой, которую машина может выполнить. Это что-то вроде универсального языка программирования. Я могу описать веб-приложение, мобильное приложение или скрипт для анализа данных — и ИИ соберёт его.

Мне не нужно быть экспертом в TypeScript, чтобы развернуть веб-приложение, или в Swift, чтобы собрать iOS-приложение. Достаточно написать запрос, посмотреть результат и уточнить его следующими запросами. Барьер для создания чего-то нового стремительно снижается.

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Этот новый универсальный язык программирования не нуждается в версионировании, документации или линтере. В большинстве случаев мы его уже знаем. И он очень гибкий: если мне нужно сделать что-то, что я не могу точно описать, я могу дать приблизительное описание и уточнить его, исходя из результата.

И даже если английский не мой родной язык, я могу использовать другой — например, французский — и всё будет работать так же хорошо.

LLM — новые компиляторы

Код на TypeScript или Swift, который генерируют ИИ-инструменты, — это всего лишь промежуточное представление моей изначальной задумки. Чаще всего я вообще не смотрю на этот код, так же как никогда не рассматриваю ассемблер, который выдаёт C-компилятор. А зачем? Я заглядываю в код только тогда, когда функция работает не совсем так, как я хотел. И даже в этом случае мой первый порыв — не отлаживать код самому, а написать более точный промпт и позволить ИИ исправить свою работу.

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Я начинаю воспринимать ИИ как компилятор для собственных мыслей. Я пишу инструкции на обычном английском (это мой «исходный код»), а ИИ превращает их в исполняемый JavaScript, Go, Python или SQL (это «машинный код»). Этот код не обязан быть красивым — его всё равно почти никогда не увидит человек. Он нужен только машине.

Поэтому таким инструментам больше не нужно быть плагинами для IDE. IDE — это инструмент для написания кода. Claude Code — инструмент для создания приложений. Всё, что мне нужно, — это текстовое поле.

Бизнес-эксперты — новые разработчики

Прямое следствие этого сдвига в том, что для создания приложения программист не всегда нужен. Ключевой навык — умение чётко описать бизнес-задачу и ожидаемый результат. Традиционно этим занимался бизнес-аналитик.

Мы уже видели, как бизнес-аналитики стали самостоятельнее благодаря no-code инструментам. ИИ-ассистенты программирования — следующий шаг: они позволяют им создавать новые функции и даже целые приложения, часто без участия разработчика.

Медленно — значит быстро

Работа с такими ИИ-инструментами включает много ожидания. Модель тратит время на то, чтобы прочитать существующий код, «подумать» и проверить результат. По моему опыту, примерно половину времени я просто жду, пока она закончит.

Ощущается это как старые времена, когда мы компилировали большие проекты: запускаешь сборку, идёшь за кофе и надеешься на лучшее.

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Но даже с учётом ожидания моя продуктивность выросла в разы. Я заканчиваю задачи быстрее, возможно, потому что меньше увязаю в деталях кода. А пока ИИ «компилирует» одну фичу, я могу запустить ещё один инстанс и параллельно работать над другой задачей. Отличный способ умножить свою производительность, хотя и требует больше переключений контекста.

Разработчики всё ещё нужны

Если вы разработчик, это может показаться пугающим. Но, по моему опыту, Claude Code по-прежнему нуждается в квалифицированном программисте за рулём. Просто роль разработчика смещается от написания кода к управлению процессом.

Иногда ИИ нужен человек, чтобы проверить результат. Например, я делал фичу для транскрипции аудио, записанного в браузере. ИИ попытался протестировать её на пустом аудиофайле и правильно понял, что ему нужна настоящая запись, которую должен предоставить я.

Бывает, что ИИ застревает. Он может несколько раз безуспешно пытаться исправить баг, потому что использует устаревшие знания об API. Это происходит примерно в 10 % случаев, и тогда человеку приходится вмешиваться, искать причину и писать исправление.

И самое важное — экспертный взгляд разработчика критически важен для поддержания качества. ИИ может написать грязный, неструктурированный код, который быстро превратится в технический долг. Мне часто приходится просить Claude отрефакторить файл, который он только что написал. Он отлично справляется, но ему нужно указание. Эксперт всё ещё необходим, чтобы управлять архитектурой и следить за здоровьем проекта в долгосрочной перспективе.

Эта новая роль «дирижёра» включает систематизацию моего опыта, чтобы избежать переделок. В Claude Code есть память (можно добавлять постоянные инструкции или контекст для конкретного проекта), поэтому правильный способ решить повторяющуюся проблему — использовать Claude.md. Это что-то вроде кодирования собственных паттернов и предпочтений, чтобы ИИ мог в будущем выполнять эти задачи самостоятельно.

Возможно, со временем это изменится, но пока без разработчика, который поддерживает большое приложение в долгосрочной перспективе, не обойтись.

Главные препятствия

Новый мир не идеален. Нам ещё предстоит решить серьёзные проблемы с надёжностью, конфиденциальностью, безопасностью, ценой и экологической стоимостью таких огромных моделей. Время, которое я выигрываю, используя Claude Code, оборачивается тысячами тонн выбросов CO₂ и усугубляет глобальное потепление. Для меня это главный барьер на пути к полному переходу на такие инструменты.

И если продолжать аналогию «ИИ как компилятор», то самая большая проблема — воспроизводимость. Традиционный компилятор каждый раз выдаёт один и тот же результат при одинаковом исходном коде. ИИ — нет. Один и тот же промпт может дать два разных результата. Эта непредсказуемость — серьёзное препятствие для построения надёжных, готовых к продакшену систем.

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Что дальше для разработчиков?

Если ИИ — это новый компилятор, а бизнес-аналитики могут выступать в роли программистов, что это значит для нас, разработчиков?

Наша ценность поднимается на уровень выше. Мы переходим от роли каменщиков к роли архитекторов. Наша работа всё меньше связана с синтаксисом циклов for и всё больше — с проектированием надёжных систем, принятием архитектурных решений и управлением ИИ, чтобы он выдавал качественный и поддерживаемый результат. Искусство разработки не исчезает — оно развивается.

ИИ-инструменты для программирования готовы спровоцировать «Кембрийский взрыв» цифровых сервисов. Создавать и поддерживать такие сервисы становится гораздо проще, а потенциальный рост продуктивности от цифровизации во всех отраслях экономики — колоссальный.

Какой эффект возобладает? Сократит ли ИИ потребность в разработчиках, потому что приложения станет проще строить, или наоборот увеличит спрос, потому что мы захотим ещё больше приложений? Сказать наверняка сложно, но одно ясно: через пять лет наша работа будет совсем не такой, как сегодня.

Русскоязычное сообщество про AI в разработке

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Друзья! Эту статью перевела команда ТГК «AI for Devs» — канала, где мы рассказываем про AI-ассистентов, плагины для IDE, делимся практическими кейсами и свежими новостями из мира ИИ. Подписывайтесь, чтобы быть в курсе и ничего не упустить!

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    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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