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TabNine: проверка на практике функционала и новая реальность разработки с ИИ

Привет, Хабр! На связи команда Work Solutions. Мы попросили нашего фронтенд-разработчика Александра Шапорова поделиться опытом работы с функционалом AI ассистента TabNine на реальном проекте. Саша расскажет, ускоряет ли утилита разработку, повышает ли качество кода и делает ли процесс программирования более продуктивным. А также объяснит, почему ассистенты на базе искусственного интеллекта не могут стать незаменимыми помощниками разработчиков в написании кода, и почему ИИ в ближайшее время не сможет полностью заменить программистов.

В мире кода и алгоритмов все чаще можно услышать разговоры о том, что ИИ скоро заменит программистов. Слова «искусственный интеллект» начинают обрастать мифами и легендами. Но давайте оставим футуристические сценарии. Сосредоточимся на том, что происходит сегодня.

Армия ассистентов и утилит на базе искусственного интеллекта пополняется с каждым днем. Готова поддержать разработчиков в их нелегком деле. Среди ассистентов также появился TabNine. Разберемся, может ли этот «джинн в лампе» стать незаменимым помощником разработчиков в создании кода.

В этой статье проанализируем примеры кода, сгенерированные AI ассистентом TabNine. Наше исследование не простая теория. Проверим результаты в контексте реального проекта и выясним, насколько код ИИ рабочий. Ответим на вопрос, можно ли использовать ассистента на реальных проектах. Расскажем о своих впечатлениях и результатах.

Цель

Еще в самом начале, когда только задумались об ассистенте, захотели выяснить:

Ускорение разработки. Может ли AI расширение для VS Code помочь увеличить скорость разработки, а также сделать этот процесс эффективнее?

Повышение качества кода. Получится ли повысить качество кода, а также сделать его более чистым и структурированным с помощью инструмента?

Улучшение общего восприятия. Сможет ли нейросеть сделать процесс разработки увлекательнее и продуктивнее для программистов?

По опыту работы с другими нейросетями, мне показалось, что если подключить нейросеть к разработке, произойдет «чудо». Но какое точно, я не до конца сам представлял. Хотелось поменьше думать над элементарными вещами, получить прирост в скорости разработки, а самому сосредоточиться на более сложных задачах. Обсудил с командой идею, ребята поддержали, поэтому решили выделить время на эксперимент. Оформили пробный период подписки и отправились изучать инструмент.
— Александр Шапоров, фронтенд-разработчик

Процесс проверки ИИ

Примерно 90% кода во время исследования писали в рамках задач на коммерческом проекте. Непростой, с легаси, не маленького размера. Более 50 тысяч строк кода на TypeScript. Еще 10% написали на маленьких проектах, в которых было меньше 1000 строк.

Использовали IDE VS Code. Выбрали в качестве ассистента — TabNine. Легко интегрируется, есть возможность сразу попробовать бесплатную версию.

Для проверки использовали пробный период платной версии продукта. В бесплатном варианте помощник выдает ограниченные подсказки: только два-три слова. В платной версии ассистент может целиком подсказать функцию или компонент. Также появляется возможность генерировать код через промпт.

AI ассистент Tabnine

Tabnine — это ассистент на базе искусственного интеллекта. Помогает разработчикам писать код.

В основной функционал ассистента входит автодополнение, которое основано на технологии машинного обучения. Система адаптируется к индивидуальному стилю написания пользователя, учитывает контекст и структуру проекта. Это помогает быстрее написать код, уменьшает вероятность ошибок.

TabNine также предлагает дополнительные возможности. Например, умеет генерировать код из промпта и собирать статистику использования. Авторы инструмента не поленились даже добавить специальное меню «лучшее за неделю», куда входят самые удачные подсказки ассистента.

Программисты могут экспериментировать благодаря промптам с различными языками, подходами и получать моментальные результаты. Так, например, нейросетевой модели можно задать вопросы по типу «Как реализовать сортировку массива в обратном порядке?» или «Как создать функцию для расчета среднего значения?». Продукт обрабатывает эти запросы и предлагает подходящий код.

Генерация

Ассистент может сгенерировать код по запросу, для этого необходимо написать подходящий комментарий:

70cb579f43a1bab9c41abcf21203e29d.png

Потом появляется подсказка с нужным кодом. Проверили этот функционал только 1 раз. Все работает, генерируется валидный код.

Ассистент генерирует практически после каждого слова различные подсказки. Рассмотрим отдельно только уникальные случаи, а это менее 10%. Особенно выделяются вот такие категории:

Автозаполнение очевидного бойлерплейта

d1af536dca431c29579d4c857129f28e.png

Явное дополнение — четыре базовых математических оператора.

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Дополнил на основе кода на пару строк выше, заполнил словарь для i18n. Помимо Safari, должен быть вариант для Chrome.

c4550fae62ada41f642a9954533a46f9.png

Генерация однотипных интерфейсов. Здесь описывается интерфейс существующего модуля. Ассистент смог учесть контекст второго открытого файла на соседней вкладке.

1b6c3b5c911733bd670cba5fc217d99b.png

Генерация простых компонентов.

a8f5256f81303111d0e0ab60f9c0940c.png53262c54781961af09b6e2e1ccaa7f33.png

В примерах выше ассистент отлично справляется с генерацией прослоечных методов.

Замена справочника

160248e3274e140dfc72a2f5c9435a27.png

В некоторых случаях, Tabnine помогает сэкономить 10-20 минут поиска в гугле. Приятная подсказка, когда ассистент из контекста догадался, что требуется сделать и написал этот код. Такой же эффект можно получить, если генерировать код из промпта.

Замена программиста

87cefcf1de9bb7ab207961cb92546eca.png

Иногда ассистент генерирует большие, рабочие участки кода. Остается только поправить и уточнить детали.

Наблюдения

Все оказалось не так просто. Нужно внимательно читать подсказки и исправлять ошибки, если они есть. Проверять код, который пишет ассистент, придется всегда.

Подсказки отвлекают и замедляют разработку из-за постоянных проверок. Происходит это так:

  1. Ты пишешь решение, находишься в состоянии потока

  2. Появляется подсказка, которая отвлекает на себя внимание

  3. Ты читаешь подсказку, разбираешься в ней как в чужом коде

  4. Понимаешь, что подсказка не подходит

  5. Пытаешься вспомнить, о чем думал до того, как появилась подсказка.

Пример гиперболизированный, но ощущения именно такие. Это не было заметно сразу. Осознали только со временем, через две недели использования ассистента.

Примерно 80% подсказок — неточные. Нужно проверять и дорабатывать, а это дополнительная трата времени. Однако, примерно 20% из них — действительно полезные, поэтому остаются в коде без изменений. Иногда даже удивляет, насколько точно и содержательно пишет нейросеть.

Заключение

Давайте посмотрим, что мы выяснили, пока тестировали Tabnine:

  1. Использование AI правда ускоряет разработку ПО, если смотреть на цифры. По статистике из расширения, разработка очень сильно ускоряется. Прирост измеряется в часах в неделю. Подвох в том, что не учитывается, сколько времени уходит на проверку и доработку решения. Часто бывает быстрее написать самому, чем выбирать из подсказок.

  2. Использование ИИ действительно повышает или, как минимум, не ухудшает качество кода на проекте. Ассистент обучен на качественном коде, поэтому учитывает контекст проекта, пишет похожим образом.

  3. Использование приложения не особо улучшает общее впечатление о процессе разработки. Никакой «сильной магии» не заметили. Ассистент генерирует подсказки, но взамен приходится их перебирать и проверять. Нам такой флоу не подошел.

AI ассистент мне не подошел. Я отказался от него после того, как триальная подписка закончилась. Сильного удивления от него не случилось, а затраты времени и сил на проверку подсказок перевесили затраты на написание собственных решений. Слишком многословный помощник получился, хотя для бойлерплейта пойдет.

Главная причина, почему я все-таки отказался от Tabnine — это то, что подсказки не всегда точные, их нужно проверять. Иногда они отвлекают от процесса работы.

— Александр Шапоров, фронтенд-разработчик

Итак, мы опробовали так называемую «всемогущую» нейросеть для генерации кода и поняли, что до захвата мира разработки ей еще далеко. Делаем вывод, что Tabnine ничем не дополняет навыки разработчиков уровня мидл. Поэтому его ценность оказалась для нас низкой.

Несмотря на вышесказанное, советуем каждому опробовать такую штуку, чтобы самому ощутить все прелести и недостатки утилиты. Думаем, что нейросети в ближайшие пару лет заменят рутинные дела. Например, хорошо помогают в тех сферах, где человек не может или не хочет разбираться.

Конкретный пример: люди, которые не умеют рисовать, с помощью Stable Diffusion могут создавать качественные изображения и арты.

Нейросеть облегчает рутинную работу, дает возможность не осваивать навыки с нуля, а обратиться за помощью к ИИ. Особенно это удобно для разовых задач, которые не так часто встречаются в работе, поэтому не требуют глубокого изучения.

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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