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[Перевод] Как ИИ убивает карьеру джунов и что с этим делать.  Полный перевод статьи Руссиновича и Хансельмана о будущем разработки

По мере развития искусственного интеллекта дискуссии о будущем многих профессий становятся все жарче. Мы попадаем в заколдованный круг: компании ищут людей с опытом, а задачи начального уровня автоматизируют с помощью ИИ. Но чтобы стать опытным, опыта нужно где-то набраться, а как это сделать, когда на работу берут только с опытом? Особенно остро кадровая проблема ощущается в сфере разработки.

Этой теме посвящена глубокая статья «Переосмысление профессии разработчика ПО в эпоху ИИ», которую написали корифеи ИТ-рынка: Марк Руссинович, технический директор Microsoft Azure, прославившийся созданием мощных системных утилит (набор Sysinternals) для белого хакинга Windows, и Скотт Хансельман, вице-президент и член технического совета Microsoft CoreAI и GitHub. Материал показался нам настолько интересным, что мы перевели его целиком, без купюр, чтобы вы могли сами ознакомиться с идеями авторов. Спойлер: в статье есть о чем подискутировать.

Марк Руссинович и Скотт Хансельман
«Переосмысление профессии разработчика ПО в эпоху ИИ»

С появлением генеративного ИИ экономика программной инженерии дала трещину. ИИ-агенты для написания кода многократно повышают производительность труда опытных инженеров, но вместе с тем мешают начинающим разработчикам входить в профессию. Молодым сотрудникам не хватает экспертности и насмотренности, чтобы адекватно взаимодействовать с ИИ, а также проверять и внедрять результаты его работы. В итоге компании теперь стремятся нанимать опытных и автоматизировать работу, которую раньше отдавали младшим специалистам. Но без найма начинающих разработчиков кадровый резерв профессии иссякнет и следующего поколения опытных инженеров у бизнеса просто не будет.

Наш тезис прост: мы должны и дальше нанимать джунов, приняв как данность их сниженную производительность на старте, и сознательно проектировать системы с фокусом на профессиональный рост молодых кадров. Для этого нужно широко внедрять культуру наставничества, то есть сделать так, чтобы с помощью ИИ-систем опытные специалисты на ежедневных рутинных задачах учили начинающих разработчиков фиксировать ход рассуждения и выявлять ошибки. В этой статье мы рассмотрим, как такие системы могут помочь закрыть пробелы в учебном процессе и сохранить компетенции в разработке ПО даже в эпоху ИИ.

Ускорение через ИИ

В прошлом году разработка ПО вышла на совершенно новый уровень продуктивности. ИИ-агенты для написания кода теперь сами интерпретируют цели, ведут логические рассуждения на массивах данных из разных репозиториев и итеративно генерируют, тестируют и дорабатывают код, что меняет представление о возможностях даже небольших команд. Согласно данным самих компаний и новейшим независимым исследованиям, опытные разработчики, вооруженные такими инструментами, могут выполнять сложные задачи в разы, а иногда и на порядки быстрее.

В проекте Project Societas (так называется новый агент Microsoft для ее экосистемы Office) семь инженеров на неполной ставке всего за 10 недель выпустили предварительную потребительскую версию, создав больше 110 тыс. строк кода, который на 98% был сгенерирован через ИИ. Человек теперь не столько пишет код, сколько управляет процессом: ставит цели, проверяет корректность и внедряет результаты работы агента в единую систему.

Aspire — еще одна большая система, демонстрирующая, как эта трансформация реализуется на практике и меняет работу инженерных команд. Команды прошли через несколько этапов: сначала использовали локальных чат-ассистентов, затем разрешили агентам самим формировать запросы на включение изменений в код (Pull Request, PR-запрос) и в итоге перешли на ролевые модели, состоящие из людей и агентов, где каждый PR-запрос был готов к слиянию, а код проверялся через общий диалог людей и машин. Работа велась в длинных PR-запросах на GitHub, где старшие инженеры обсуждали архитектурные цели, а агент предлагал решения. В результате команды ускорили цикл обратной связи, повысили параллелизм и резко снизили издержки альтернативных возможностей при экспериментировании.

ИИ-агент ведет себя как стажер. Хотя ИИ ускоряет разработку ПО, известны примеры, когда агенты ведут себя как стажеры: выдают неоптимальные проектные решения или делают ошибочные выводы, которые разработчику без опыта может быть сложно распознать или поправить.

На Рис. 1 агент вставил команду sleep (задержку) в код, который падал из-за ошибки «состояние гонки» (race condition). Такое изменение лишь маскирует комплексную ошибку синхронизации, возникающую на более низком уровне, но начинающий разработчик может посчитать исправление эффективным, если ошибка больше не проявляется в тестах.

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Агент даже не смог объяснить, зачем он вставил задержку, которая в данном случае никак не снижает риск возникновения гонок. Если сказать ему, что он не прав, агент признает ошибочность своих рассуждений (Рис. 2). Хуже того, машина может признать свою неправоту, даже когда ее рассуждения на самом деле корректны, а предположения пользователя наоборот неверны.

Только инженер, знакомый с используемыми протоколами синхронизации, примитивами синхронизации и архитектурой кода, может с уверенностью указать на ошибки агента и обладает знаниями, позволяющими направить его работу в правильное русло.

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Во многих таких случаях прогресс зависит от пользователя, потому что именно он должен сказать агенту, как действовать дальше. Например, на Рис. 3 пользователь ставит задачу агенту вставить команды sleep (задержка), чтобы спровоцировать ошибку «состояние гонки» для проведения более надежной отладки.

Существуют десятки подобных примеров из различных проектов с ИИ-агентами, когда модель говорит, что все в порядке, а в коде остаются серьезные ошибки, реализуются неэффективные алгоритмы, и общий скрипт дублируется по всей кодовой базе. При этом модель игнорирует любые сбои и зависания как не имеющие отношения к текущей задаче, оставляет после себя отладочный код, использует «костыли», с которыми код работает не всегда, а лишь на некоторых тестах, и т.д.

Хотя ИИ-агенты быстро развиваются, компетенции человека при разработке ПО по-прежнему незаменимы. Разработка ПО не сводится к написанию кода. Даже самые надежные системы не могут полностью заменить такие сугубо человеческие качества как способность к оценочному суждению, креативность и адаптивность, которые необходимы для работы в условиях неопределенности, принятия сложных решений и обеспечения безопасности. Хотя агенты могут ускорить рабочие процессы и сократить ручной труд, им не хватает интуиции, чтобы предвидеть пограничные случаи и создать надежные решения. Если чрезмерно полагаться на ИИ, велик риск пропустить неочевидные ошибки, архитектурные изъяны и уязвимости, которые способен заметить только квалифицированный инженер. Контроль со стороны человека, его критическое мышление и знание предметной области незаменимы как при исправлении ошибок, так и при стимулировании дальнейших инноваций.

Гипотеза сужающейся пирамиды. Молодых специалистов обычно нанимают в отдел разработки ПО, чтобы повысить его пропускную способность, и дают им относительно простые задачи по исправлению ошибок и написанию кода. Выполняя эти задачи, они набираются опыта и знакомятся со стандартами программирования на проекте, а также с его архитектурой, реализацией, системами сборки и тестирования. При наличии желания и способностей некоторые из них могут вырасти в ведущих технических специалистов (техлидов), которые отвечают за более сложные задачи, охватывающие более крупные части системы, и делегируют задачи начинающим разработчикам. Как правило, на одного техлида приходится 10 начинающих специалистов.

В настоящее время генеративный ИИ меняет правила игры, создавая сильный перекос в сторону опытных разработчиков: он в разы усиливает тех, кто уже и так хорошо разбирается в системе, прочувствовал ее архитектуру, умеет проводить отладку в условиях неопределенности и интуитивно понимает, что нужно делать. А начинающим разработчикам, у которых нет выстраданных знаний о системе, очень сложно добавлять ценности в условиях активного использования ИИ. Согласно данным рынка труда, после выхода GPT-4 наем людей в возрасте 22–25 лет на начальные позиции в сегментах с высокой долей привлечения ИИ (таких как разработка ПО) упал примерно на 13%, в то время как число позиций для опытных специалистов наоборот выросло. В недавнем исследовании Гарвардского университета «Генеративный ИИ создает перекос в сторону опытных разработчиков: по данным опубликованных резюме и вакансий в США» отмечается, что ИИ, по всей видимости, уже создает ситуацию «с сильным перекосом в сторону опытных разработчиков».

ИИ усиливает опытных специалистов, но оставляет за бортом неопытных, тем самым создавая перекос в организации и уменьшая «основание пирамиды». Старый же подход – большая команда, где много разработчиков среднего и начального уровня, поступательно добавляющих функции в систему, – сейчас кажется нерентабельным.

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Если пустить процесс на самотек, то все меньше начинающих разработчиков смогут выработать системное мышление, развить архитектурную интуицию и отточить то самое мастерство, которое у профессионалов оседает «на кончиках пальцев», в результате чего качество кода начнет падать, а внедрение инноваций замедлится. В своем посте «О работе с ИИ-ассистентами» Итан Моллик отмечает:

... Нам нужно научиться адекватно оценивать не процесс, а результат. Мы должны быть в состоянии проверить то, что выдал ИИ, и выбрать из этого то, что нам подходит. Более того, нам нужно наработать опыт использования ИИ, чтобы мы могли интуитивно определять, когда ИИ прав, а когда нет. Мы должны научиться понимать, в чем ИИ прав, в чем нет, а что мы проверить не можем, но в принципе готовы рискнуть и оставить «как есть». В результате возникает серьезная проблема: как научить молодых специалистов проверять работу ИИ в тех областях, которыми они еще не овладели, при том что сам ИИ мешает им набраться соответствующих знаний и опыта? И c этим надо что-то делать как можно скорее.2

Нужно целенаправленно нанимать новичков и вкладываться в их развитие и при этом не ждать, что благодаря ИИ молодые специалисты вслед за опытными разработчиками смогут так же кардинально повысить свою производительность труда. Иными словами, нужно дать новичкам погрузиться с головой в отладку, столкнуться с неизбежными при проектировании компромиссами, изучить, как это все реализуется на практике и собирается в конечный продукт. Только так они получат фундаментальные знания, которые позволят критически оценивать результаты работы ИИ. Специалисты должны расти, сталкиваясь с ИИ на практике, иначе все будет напрасно. Итан Моллик продолжает:

... каждый раз, отдавая задачу ИИ-ассистенту, мы упускаем возможность прокачать собственную экспертизу и критическое мышление, которые нам нужны, чтобы оценить работу такого ассистента. Да, на выходе мы можем получить нечто похожее на волшебство, но сами при этом становимся зрителем, а не волшебником и даже не его помощником.2

В новой модели и старшие, и младшие специалисты, работая бок о бок, должны иметь возможность не только выдавать результат, но еще и учиться в процессе работы. Опытные наставники должны оценивать слабые места и курировать ключевые области, используя ИИ как ускоритель, а не как костыль.

Программа наставничества. Чтобы решить проблему развития начинающих разработчиков в условиях активного использования ИИ, мы предлагаем программу наставничества, когда в реальных продуктовых командах молодые специалисты будут работать вместе с опытными наставниками. Наставники направляют и прокачивают своих подопечных, обучая их тому, как управлять агентными ИИ-инструментами, развивать критическое мышление и осваивать задачи, которые выполняют старшие инженеры. Такой подход гарантирует, что в эпоху ИИ инженер будет не только повышать производительность труда, но и постоянно постигать новое.

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В начале 2025 года Массачусетский технологический институт выпустил исследование, согласно которому у взрослых, использовавших ChatGPT для написания эссе по методике SAT (Scholastic Assessment Test), накапливался «когнитивный долг»: их мозговая активность была ниже, чем у тех, кто писал сам, и спустя несколько минут таким «должникам» было сложнее вспомнить написанное.1 Непосредственная вовлеченность в процесс обучения дает более высокий результат. Обучая молодых специалистов работе именно в условиях активного использования ИИ, мы обеспечиваем долгосрочное развитие и сохранение инженерных компетенций, потому что новички изучают основы, учатся понимать сильные и слабые стороны ИИ, а также развивают критическое мышление, чтобы адекватно оценивать, когда ИИ доверять можно, а когда нельзя. Такие целенаправленные инвестиции обеспечивают устойчивость и прочность пирамиды на всех уровнях: от основания до вершины, причем в основании фокус идет не на рост производительности труда, а на приток свежей крови, то есть на развитие молодых специалистов, которые затем пополнят кадровый резерв.

Командам, использующим ИИ, важно выработать принципы, по которым они будут оценивать код и искать в нем проблемные места, то есть выработать то самое «чувство кода». Молодых специалистов следует не ограждать от процесса решения проблем, но наоборот вовлекать во все его аспекты. Они должны помогать своим наставникам с составлением промптов, отладкой и проверкой кода, и должны видеть, как человек-эксперт взаимодействует с ИИ. В данном случае самое ценное — это не повышение продуктивности, а обучение в контексте: начинающие разработчики выявляют заблуждения ИИ, спрашивают, почему агент выдал некорректный результат, и постепенно перенимают логику рассуждений, в которой давно работают их наставники. В свою очередь, старшие инженеры, взявшие на себя роль наставников, должны облечь свои экспертные суждения в конкретную форму, чтобы на них молодые специалисты могли учиться и чтобы ИИ из якоря, который тянет новичков вниз, превратился в фактор роста.

Наставничество - важный катализатор профессионального развития. Оно сочетает в себе и оценку результата, и ответственность за него. Благодаря этим усилиям программная инженерия как человеческий навык не исчезает в эпоху ИИ. Наоборот, старшие инженеры берут на себя дополнительную ответственность за то, чтобы помочь своим подопечным освоиться в профессии. Наставники – это специально обученные люди из числа старших инженеров, каждый из которых способен взять под крыло от 3 до 5 молодых специалистов. Имея фактически неограниченное количество токенов, наставник и ученик могут свободно экспериментировать: начать с малого и быстро двигаться от итерации к итерации с непрерывным обучением и масштабированием по мере развития программы.

Наставники и подопечные могут общаться с ИИ-ассистентами в «режиме новичка», когда по умолчанию все взаимодействие сводится к сократовскому коучингу перед генерацией кода. Андрей Карпатый в недавнем интервью упомянул: «[Как педагог] я не собираюсь сразу показывать вам решение, сначала попробуйте догадаться сами. Чтобы обучение не было пустой тратой времени, перед тем как озвучить правильный ответ, я должен дать вам шанс попытаться найти решение самостоятельно». Подобно тому, как виртуальный помощник Khanmigo от Khan Academy взаимодействует с пользователем в ходе изучения математики и естественных наук, ИИ-ассистент по программированию должен задавать молодому специалисту каверзные вопросы, объяснять ему свой процесс генерации кода, проверять усвоение им ключевых концепций и решений, а также активно отслеживать его сильные и слабые стороны на протяжении всего взаимодействия.

Наставники должны иметь возможность просматривать журналы чатов подопечных, чтобы отслеживать прогресс, точечно направлять процесс обучения и устранять пробелы в знаниях. Так можно гарантировать, что ИИ-ассистенты не только помогают писать код, но и повышают эффективность обучения и наставничества.

В идеале на одного наставника должно приходиться от 3 до 5 подопечных в зависимости от сложности ПО, их опыта и степени вовлеченности ментора. Ожидается, что программы наставничества будут длиться минимум год, а возможно, и дольше, в зависимости от необходимых навыков и сложности продукта.

Заключение

Генеративный ИИ спровоцировал фундаментальный сдвиг в парадигме разработки ПО, повысив производительность труда опытных инженеров и одновременно обнажив хрупкость кузницы кадров в ее традиционном виде. Если организации сосредоточатся только на краткосрочной эффективности и будут нанимать лишь тех, кто уже умеет управлять ИИ, то велик риск, что следующего поколения опытных разработчиков у бизнеса просто не будет. Во избежание этого следует взять целенаправленный курс на рост и развитие: последовательно встраивать наставничество и менторство в ежедневную работу, а также превращать ИИ-системы в инструменты обучения по методам сократовского диалога и управляемых рассуждений.

Будущее программной инженерии будет определяться не объемом кода, который может сгенерировать ИИ, а тем, насколько эффективно люди будут учиться, рассуждать и развиваться во взаимодействии с этими системами. Вкладываясь в начинающих разработчиков через наставничество, можно гарантированно сохранить компетенции и даже прокачать их до уровня профессиональной интуиции. Сохраняя баланс между автоматизацией процессов и обучением стажеров, мы обеспечим надежное будущее для профессии разработчика ПО на много лет вперед.

Сноски:

1.Kosmyna, N. et al. Your brain on ChatGPT: Accumulation of cognitive debt when using an AI assistant for essay writing task. arXiv (2025).

2.Mollick, E. On working with wizards. One Useful Thing (Sept. 10, 2025); https://www.oneusefulthing.org/p/on-working-with-wizards

3.Massoum, S.M.H. and Lichtinger, G. Generative AI as seniority-biased technological change: Evidence from U.S. résumé and job posting data. SSRN; https://ssrn. com/abstract=5425555 or http://dx.doi.org/10.2139/ssrn.5425555

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  • 15.06.26 16:34 robertalfred175

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  • 24.06.26 14:21 Elizabeth Thompson

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  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.

  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 29.06.26 11:57 Lisadonato0726

    For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.

  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

    I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm

  • 02.07.26 01:31 Robin Hale

    I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm

  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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