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Н Новости

«Пароль? 2FA? Давайте уже честно — этого мало!»

Разбираемся вместе с Андреем Пименовым, аналитиком данных R&D-лаборатории Центра технологий кибербезопасности ГК «Солар», как происходит ИИ-детекция по звуку и клавиатуре.

Представим ситуацию: злоумышленник втирается в доверие к сотруднику, получает пароль, обходит SMS-верификацию, и — та-дам! — ваши корпоративные сервисы теперь рассылают коллегам фишинговые ссылки. Вероятен сценарий? Конечно!

Так, в 2020-м так взломали Twitter (те самые твиты от верифицированных пользователей со скамом). А в случае с SolarWinds, крупной американской IT-компанией, хакеры месяцами работали в системах, притворяясь легитимными пользователями.

Рисунок 1. Взят социальной сети Twitter, запрещенной на территории РФ
Рисунок 1. Взят социальной сети Twitter, запрещенной на территории РФ

Казалось бы: настрой ежемесячную смену паролей, проводи постоянные проверки сотрудников на детектирование фишинга, выдавай корпоративные ноутбуки с предустановленным антивирусным ПО… А, нет! Все равно найдется человек или ситуация, где такие «танцы с бубнами» не помогут.

Как же тогда противодействовать компрометации учетных записей? Придумывать новые методы аутентификации? Или усилить старые? А может, выделять больше средств на обучение сотрудников? Или… наконец, задуматься насчет альтернатив? А если мы предположим, что ИИ мог бы заметить подвох?

Рисунок 2. Сделан с помощью ИИ
Рисунок 2. Сделан с помощью ИИ

Наша команда R&D-лаборатории Центра технологий кибербезопасности «Солара» предлагает следить не только за тем, «кто входит», но и «как пользователь себя ведет».

· Печатает ли пользователь так, как обычно, или вдруг стал профессиональным юзером vim?

· Двигает ли мышью с привычной плавностью или дергает курсор, словно он в финале турнира по StarCraft?

· Говорит ли он тем же тоном или вдруг начал запинается, словно он сдает 11 секцию подряд алгоритмов в Яндексе?

· Как обычно он зашел с утра проверить почтовый ящик и корпоративный мессенджер или решил в 4 утра (или ночи) выкачать репозитории из гитлаба и письма из ящика?

Про поведенческую биометрию

Behavioral biometrics (поведенческая биометрия) — это детектор лжи для вашего ПК. Анализируя множество биометрических данных с вашего устройства, алгоритмы машинного обучения могут понять, работаете вы за устройством или нет. Исходя из полученных результатов детекции и политик ИБ (информационной безопасности), мы можем предпринимать какие-то действия.

Если вы пойдете в местную модную кофейню со своим рабочим макбуком, начнете там работать и отвлечетесь на пару минут в уборную или за копи-луваком на птичьем молоке, которое вы заказали, то, теоретически, шпион из конкурентной компании может воспользоваться этим моментом, чтобы слить данные или, наоборот, внести на устройство и в сеть что-то вредоносное. Понятное дело, что пример развлекательный, но такие случаи вполне реальны, когда оставленное без присмотра устройство стало точкой входа для атаки.

Вот еще несколько примеров:

· В 2019 году хакеры получили доступ к данным Airbus через ноутбук инженера, оставленный без присмотра в отеле.

· В 2017-м сотрудник Tesla передал конфиденциальные данные после того, как его учетку взломали через подставное письмо.

· А в 2021-м злоумышленники проникли в систему водоснабжения Флориды через TeamViewer на компьютере, который… просто забыли выключить.

Рисунок 3. Сделан с помощью ИИ
Рисунок 3. Сделан с помощью ИИ

Как говорилось ранее, поведенческая биометрия поможет засечь изменения в поведении пользователя. Далее (важно!) – выполнить сценарии по обеспечению ИБ в соответствии с выбранными политиками. Например, это может быть сообщение в чатике от вашего менеджера с вопросом: «Вы ли это?», так и полная блокировка устройства, и отправка события в ИБ-подразделение компании.

Тут вы можете начать кривить носом, что, мол, опять биометрию отправлять на какие-то корпоративные серверы, где она будет непонятно как храниться, доступ к ней будут иметь все желающие, а обрабатывать ее будут сотни специалистов на аутсорсе, но… Ведь ее даже не обязательно куда-то отправлять!

Современные достижения в методах машинного обучения таковы, что для обработки однородных данных (будем считать, что для каждого типа биометрии будет своя модель) можно использовать «обычные» модели. Они могут показывать такие же высокие результаты, как и какие-то высокопроизводительные нейросети типа трансформеров или «десиптиконов». Это позволяет разворачивать на конечных устройствах «агентов», которые будут следить за тем, чтобы вы оставались вами без существенных затрат на ресурсы. И биометрия не будет утекать. Просто потому, что она будет храниться у вас.

Вы можете возразить: «А судьи кто?». То есть, может ли человек дообучить ИИ-модели под ваш уникальный распорядок рабочего дня и методы работы, если использует много специфичных или новомодных слов? Однако тут беспокоиться не о чем, поскольку умные люди уже давно разработали Transfer Learning – это когда мы переносим модели, обученные на одной задаче, на другую, похожую. В нашем же случае мы можем предварительно обучить модель на множестве различных пользователей для их классификации, перенести модели (веса) на устройство пользователя и уже их дообучить на поведении конечного пользователя. Не беспокойтесь, мы помним, что люди имеют свойство обучаться и менять свое поведение. Поэтому со временем мы также можем корректировать поведение моделей с помощью дообучения на новой биометрии пользователя.

Итак, наконец, когда основные вопросы отпали… «А тестировали ли вы сами свои модели? Какие методы и библиотеки вы можете предложить для анализа биометрии?» – прилетел вопрос с конца зала. Ну что ж. Да, мы тестировали.

Про звук и голос

Для анализа речи и голоса мы можем предложить использовать Vosk API. Это библиотека с открытым исходным кодом, которая позволяет проводить транскрипцию звука как из файла, так и потоком. Там также присутствует функционал по извлечению признаков из звуков, что позволяет, имея достаточно чистую аудиозапись конкретного человека, различать его в дальнейшем за счет сравнения голосовых признаков.

Vosk API предоставляет множество моделей для разных языков, в том числе поддерживает мультиязычность. Однако так как мы с вами пользователи из России, то и модели будет использовать русские (ГОЙДА). На момент тестирования этой библиотеки были доступны большая модель версии 0.22 (vosk-model-ru-0.22) и малая версия 0.22 (vosk-model-small-ru-0.22). Сегодня есть версии поновее поэтому, когда мы будем показывать результаты, стоит учесть это. Мы планируем обрабатывать данные на стороне пользователя, поэтому будем использовать малую модель vosk-model-small-ru-0.21, которая требует в разы меньше ресурсов, чем обычная, которая предназначена для серверной обработки данных.

Например, при нагрузочном тестировании транскрипции аудио книги «Алые Паруса» большая модель потребляла в среднем 1.34 ГБ против 0.55 ГБ у малой (график предоставляем ниже). Если замерять метрики потребления ресурсов в режиме реального времени, то ситуация будет немного лучше, и расход в среднем 0.24 ГБ. Что касается точности распознавания у малой модели, то мы измеряли качество по мере Жаккара и получили значение в 0.89. Таким образом, мы можем фиксировать изменения в речевом обороте личности рядом. Если же вы супер енжоер и вам недостаточно тех слов, которые модель может распознавать, то есть вариант дополнительно ее дообучить под свои потребности. Но это совсем другая история, с которой можно ознакомиться с ней тут.

Рисунок 4. Изображение предоставлено ГК «Солар»
Рисунок 4. Изображение предоставлено ГК «Солар»
Рисунок 5. Изображение предоставлено ГК «Солар»
Рисунок 5. Изображение предоставлено ГК «Солар»

Но нас в первую очередь интересует распознавание спикеров. Для этого нам необходимо воспользоваться моделью vosk-model-spk-0.4 по нагрузке. Она находится где-то рядом с малой моделью. Используя эту модель, можно получить из некоторого фрейма аудиоданных скрытое состояние в виде вектора размерностью 126. И, сравнивая эти векторы (например, с помощью косинусного расстояния) с эталонными (полученными из чистой записи речи), мы можем установить, насколько текущий пользователь отличается от легитимного.

Тесты показали точность определения конкретного пользователя в 98% на небольшой, но естественной выборке из 25 семплов. Конечно, вы можете заболеть, сменить пол, а на фоне работать бетономешалка… Ну или вы просто по каким-то причинам молчите, когда работаете. Но не одним типом биометрии мы едины.

Про клавиатуру

Еще одним большим пластом информации о вас является то, как вы нажимаете кнопочки на клавиатуре и двигаете мышью/тачпадом. Есть разные варианты, как мы можем представлять эти фичи, но, пожалуй, самым удобным будут табличные данные.

Для клавиатуры мы можем считать:

· Число символов, которые вы печатаете в минуту

· Продолжительность нажатия

· Как часто вы используете специальные кнопки

· Как часто меняете язык

· Какой разброс у вас между нажатиями кнопок и так далее

С мышью немного сложнее. Данные о ней не так хорошо ложатся в табличную нотацию, но если постараться, то можно вычленить о движениях вашей руки следующее:

· Скорость по координатам x/y

· Среднее ускорение, которые вы применяете

· Угловая скорость

· Кривизна траектории

· Расстояние от начала до конца траектории

· Другие производные величины от этих параметров

Важным уточнением является то, что мы должны научиться различать не только людей, которые работают за компьютером, но и также достаточно точно детектировать ботов (автоматизированную деятельность).

Поведение человека сильно отличается от поведения программ, поэтому уметь их отличать и быстро выявлять также является одной из ключевых задач этих алгоритмов. Мы протестировали эти подходы на самостоятельно собранной выборке из 30 пользователей и нескольких собранных ботов с разным уровнем сложности. Тесты показали 100% точность определения ботов и более 70% точности детектирования деятельности другой личности за устройством. Ниже мы демонстрируем визуализацию некоторых признаков, извлеченных из биометрии мыши и клавиатуры, чтобы вы могли убедиться, что разница между поведением человека и бездушной машины существенна (по крайней мере пока…).

Рисунок 6. Изображение предоставлено ГК «Солар»
Рисунок 6. Изображение предоставлено ГК «Солар»
Рисунок 7. Изображение предоставлено ГК «Солар»
Рисунок 7. Изображение предоставлено ГК «Солар»

Однако у этих подходов есть одна проблема. Они работают на определенном интервале времени, и чем больше анализируемый интервал, тем выше точность анализа поведения пользователя за клавиатурой и мышью.

В ходе исследования, мы установили, что достаточно точно детектировать нарушителя-человека можно за 8 минут, и около пары секунд необходимо, чтобы обнаружить бота. Это немало – за это время нарушитель может что-то успеть сделать, скажем, найти вашу папку с котиками и мемами.

Мы можем уменьшить этот интервал, но тогда возрастет риск ошибки. Поэтому надо искать компромисс между скоростью обнаружения нарушителя и точностью его обнаружения.

Теперь посмотрим на схему использования анализа поведения, которую мы можем предложить вам, дорогие читатели.

Рисунок 8. Изображение предоставлено ГК «Солар»
Рисунок 8. Изображение предоставлено ГК «Солар»

Мы разделяем виртуальное пространство корпорации и ваше, пользовательское, чтобы вы не беспокоились за свои данные. Наружу отправляются информация только об инцидентах. Это позволит спокойно спать как вам, не опасаясь за свою биометрию, так и специалистам ИБ, которые будут знать: пока вы отдыхаете от работы, вас никто не подменит за рабочем местом.

Такая система позволяет достаточно быстро выявить нарушителя и еще быстрее ботов, которые собирают ваши данные или пытаются имитировать деятельность. Анализ звука с устройства идентифицирует лексическое поведение пользователя, признаки его голоса, а также его характерные звуки в процессе работы (как правило, боты работают за компьютером тихо).

Кроме того, анализ биометрии с клавиатуры и мыши также позволяет разделять пользователей по поведению и весьма точно обнаруживать ботов за короткое время.

Вывод

Вопрос информационной безопасности на конечных устройствах пользователя уже сейчас обсуждается остро многими экспертами. И в перспективе – будет обсуждаться дальше. Это связано с тем, что все больше критической информации и функционала эти устройства содержат: пароли, биометрия, банковские приложения, интеллектуальная собственность. Это побуждает к поиску и разработке новых способов защиты и, возможно, анализ поведенческой биометрии – это как раз один из тех методов, который в будущем будет применяться наравне с уже обычной аутентификацией с помощью пароля и СМС.

Источник

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  • 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

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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

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  • 11.10.25 10:44 Tonerdomark

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  • 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

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  • 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.

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  • 14.10.25 01:15 tyleradams

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  • 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

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

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  • 17.10.25 21:42 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

  • 17.10.25 21:42 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

  • 17.10.25 21:42 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

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