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[Перевод] ИИ и глобализация меняют рынок разработки. Перевод колонки из журнала The Economist

Количество разработчиков из Индии и Азии растет год от года, а активное внедрение ИИ может сделать базовую разработку более дешевой. Автор журнала The Economist рассуждает, как будет меняться мир при дальнейшем развитии технологий ИИ и аутсорсинга разработки в другие страны.

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Дисклеймер 1: это вольный перевод колонки из журнала The Economist. Перевод подготовила редакция «Технократии». Чтобы не пропустить анонс новых материалов подпишитесь на «Голос Технократии» — мы регулярно рассказываем о новостях про AI, LLM и RAG, а также делимся полезными мастридами и актуальными событиями.

Обсудить пилот или задать вопрос об LLM можно здесь.

Дисклеймер 2: в тексте упоминается компания Meta, которая признана на территории РФ экстремисткой организацией

В мире разработки программного обеспечения происходят два больших сдвига. С момента запуска Chatgpt в 2022 году руководители компаний не перестают пытаться найти способы продуктивного использования генеративного искусственного интеллекта (ИИ). Большинство усилий пока мало что дали, но одно исключение - программирование. Опросы показывают, что разработчики по всему миру считают генеративный ИИ настолько полезным, что уже 2/5 из них используют его.

График 1
График 1

Профессия меняется и в другом направлении. Все большая доля инженеров в мире - выходцы из развивающихся стран. Стандартного определения разработчика не существует, но примерно в 2020 году число пользователей Github превысило число пользователей из богатых стран. Ожидается, что в ближайшие несколько лет Индия обгонит Америку и станет крупнейшим в мире источником талантливых программистов (см. график 1).

График 2
График 2

Эти изменения важны, потому что таланты в области программного обеспечения высоко ценятся. Их заработная плата довольно высока (см. график 2). Медианная зарплата разработчика в Америке входит в топ-5 % всех профессий, то есть программисты зарабатывают больше, чем инженеры- ядерщики. Технологические гиганты нуждаются в них, чтобы сделать свои платформы более привлекательными; боссы нетехнологических компаний хотят, чтобы количество разработчиков было постоянно увеличивалось, чтобы помочь им в цифровизации, которая, как они надеются, повысит производительность и привлекательность для потребителей. Таким образом, эти два изменения являются радостной новостью. В будущем будет больше программистов, которые будут работать более продуктивно, а программное обеспечение станет дешевле.

Новые технологии часто помогали разработчикам. Например, интернет избавил нас от необходимости отвечать на вопросы с помощью учебников. Генеративный ИИ выглядит еще одним большим скачком в развитии. Одна из причин, по которой он может быть особенно полезен для разработчиков, - доступность данных. На онлайн-форумах, таких как Stack Overflow, хранятся огромные архивы вопросов, заданных разработчиками, и ответов на них. Ответы часто оцениваются, что помогает моделям ИИ узнать, что является полезным, а что нет. В процессе разработки ПО также существует множество циклов обратной связи и тестов, которые проверяют, правильно ли работает программа, отмечает Натан Бенаич из венчурной компании Air Street Capital. ИИ-модели могут использовать эту обратную связь для обучения и совершенствования.

Следствием этого стал бурный рост числа новых инструментов для помощи программистам. Компания PitchBook, специализирующаяся на предоставлении данных, отслеживает около 250 стартапов, создающих такие инструменты. Бигтех лидирует в этом направлении. В июне 2022 года GitHub, принадлежащий Microsoft, запустил Copilot. Как и многие другие инструменты, он может по запросу писать строки кода. Около 2 миллионов человек оплачивают подписку, включая сотрудников 90% компаний из списка Fortune 100. В 2023 году Alphabet (материнская компания Google) и Meta (материнская компания Facebook) выпустили конкурирующие продукты. В этом году их примеру последовали Amazon и Apple. Многие компании создали инструменты ИИ-разработки для внутреннего использования.

Однако польза от ИИ все еще несколько ограничена. Когда исследовательская компания Evans Data спросила у разработчиков, сколько времени экономит им эта технология, наиболее популярный ответ, который дали 35 % респондентов, составил от 10 до 20 %. Часть этого времени уходит на создание простого «шаблонного» кода, но инструменты не идеальны. Исследование, проведенное компанией GitClear, специализирующейся на разработке программного обеспечения, показало, что за последний год или около того качество кода снизилось. В компании подозревают, что в этом виновато использование моделей искусственного интеллекта. Исследование компании Synk, специализирующейся на кибербезопасности, показало, что более половины организаций заявили, что обнаружили проблемы с безопасностью из-за некачественного кода, созданного искусственным интеллектом. ИИ по-прежнему не может справиться с более сложными задачами программирования.

Следующее поколение инструментов должно быть более совершенным. В июне Anthropic, стартап в области искусственного интеллекта, выпустил свою новейшую модель Claude 3.5 Sonnet, которая лучше предшественников справляется, в частности, с задачами программирования. 12 сентября OpenAI выпустили новую версию своей модели, o1, заявив, что она «превосходит всех в точной генерации и отладке сложного кода».

Инструменты искусственного интеллекта все чаще помогают выполнять и другие рутинные задачи, например, писать заметки о том, что делает код, или разрабатывать тесты, чтобы убедиться, что код не даст сбоев. По данным консалтинговой компании Bain, написание кода - это лишь часть работы инженера-программиста, занимающая около 40 % его времени. Инструменты также могут помочь программистам стать более гибкими, быстрее переключаясь между языками программирования, что позволит им легче применять свои навыки в различных ситуациях. Евро Бейнат из инвестиционной компании Prosus говорит, что видел, как инженеры переходили с одного языка на другой за неделю, а не за три месяца. Недавно компания Amazon заявила, что сэкономила 260 миллионов долларов, когда перевела тысячи приложений с одного типа кода на другой с помощью искусственного интеллекта.

Эта гибкость распространяется и на различные виды программирования. Раньше для небольшого приложения могла потребоваться команда из шести человек, работающих над разными частями программы, например над пользовательским интерфейсом или над структурой приложения. Дженнифер Ли из Andreessen Horowitz, крупной фирмы, занимающейся венчурными инвестициями, говорит, что в последнее время появляется все больше стартапов с меньшим числом сотрудников, поскольку программистам легче брать на себя множество различных задач. Многие руководители таких компаний говорят, что обучение вновь нанятых разработчиков особенностям программного обеспечения их фирмы тоже становится быстрее.

График 3
График 3

В значительной степени это дает преимущество неопытным инженерам (см. график 3). Они смогут быстрее решать более сложные задачи, а часть работы, которую они выполняли раньше, могут взять на себя непрофессионалы. Растущая тенденция к созданию платформ «low code и no code», позволяющих любому желающему писать программное обеспечение, также получит толчок к развитию ИИ. Banco do Brasil, кредитная организация в Бразилии, использует такую систему, позволяющую сотрудникам разрабатывать сотни приложений, например те, которые облегчают помощь клиентам, ищущим страховые продукты.

Еще одним результатом революции в сфере разработки станет то, что младшие разработчики в богатых странах столкнутся с более острой конкуренцией из-за рубежа. По данным Evans Data, в период с 2023 по 2029 год число программистов в Азиатско-Тихоокеанском регионе и Латинской Америке вырастет на 21 % и 17 % соответственно, по сравнению с 13 % в Северной Америке и 9 % в Европе. Такой дисбаланс означает, что бум офшоринга и аутсорсинга, скорее всего, продолжится. Консалтинговая компания Everest считает, что около половины всех ее расходов приходится на аутсорсинг, включая разработку программного обеспечения. Другие компании, сохранившие свои инхаус-подразделения, вместо этого открыли собственные представительства за рубежом, чтобы воспользоваться преимуществами более низкой стоимости оплаты труда. Индия - мировой лидер. В 2023 году экспорт программного обеспечения и сопутствующих услуг составил 193 млрд долларов, половина из которых ушла в Америку.

Это помогает компаниям контролировать расходы. «Это очень хороший способ расширить масштабы... не раздувая бюджет», - говорит Шаши Менон, отвечающий за цифровые технологии в компании Schlumberger, специализирующейся на нефтегазовых услугах. Примерно половина его команды инженеров работает в Пекине и Пуне в Индии.

Оффшорные возможности становятся все более совершенными. Некоторые иностранные представительства теперь предоставляют как базовый софт, так и высококлассное программное обеспечение. Санджив Джайн из индийской компании Wipro говорит, что его инженеры помогали создавать Teams, сервис потокового видео Microsoft, а также разрабатывать чипы и программное обеспечение для «подключенных автомобилей», которые взаимодействуют с другими сервисами и устройствами. ИИ может помочь оффшорным компаниям создавать более совершенное программное обеспечение, а знания в области ИИ - это то, что они могут продавать. Infosys, еще одна индийская компания, недавно заявила, что выиграла пятилетний контракт на 2 млрд долларов на поставку услуг в области ИИ и автоматизации неназванному клиенту.

Что все это означает для разработчиков, пока неясно. Один из вариантов - ИИ и офшоринг массово лишат западных разработчиков программного обеспечения работы. Но такая перспектива кажется надуманной. По-прежнему требуется огромное количество технических ноу-хау, чтобы соединить части кода вместе и проверить, работает ли он.

Более оптимистичным представляется вариант, при котором самые скучные части создания программного обеспечения выполняются компьютерами, а время разработчика тратится на решение более сложных и ценных задач. Возможно, это ближе к истине. Для заказчиков же эти тенденции являются весьма приятными. Менеджеры компаний уже давно говорят, что их боссы хотят все большей цифровизации при все более жестких бюджетах. Благодаря искусственному интеллекту и переносу работы на периферию эти требования могут перестать быть слишком высокими.

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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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