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Аугментация данных для повышения точности классификации вредоносного ПО с использованием модели CNN

Актуальность исследования

Современные компьютерные атаки становятся все более сложными и изощренными, создавая серьезную угрозу информационной безопасности как для крупных организаций, так и для обычных пользователей устройств, подключенных к глобальной сети. Вредоносное программное обеспечение (ВПО) эволюционирует, используя сложные методы сокрытия и мутации кода, что затрудняет его выявление антивирусными программами и системами защиты.

Одним из ключевых методов, применяемых вредоносными программами для обхода систем обнаружения, является метаморфизм. Данный процесс заключается в модификации внутреннего содержимого исполняемого файла при его распространении [1], что приводит к созданию множества хэшей для одной и той же вредоносной программы. Такой механизм делает стандартные методы обнаружения, основанные на сигнатурах, малоэффективными, поскольку каждое новое представление ВПО воспринимается как новый уникальный файл. В связи с этим возникает необходимость в применении более продвинутых методов анализа, основанных на машинном обучении и, в частности, сверточных нейронных сетях (CNN), способных распознавать вредоносные программы по их структурным признакам.

Перспективным является подход, заключающийся в преобразовании исполняемых файлов программ с целью их анализа методами компьютерного зрения. Однако эффективность нейросетевых моделей напрямую зависит от объема и разнообразия обучающей выборки. В области кибербезопасности получение достаточного количества размеченных данных может быть затруднено, так как ВПО постоянно изменяется, а доступ к реальным образцам обычно ограничен. В связи с этим, в настоящее время актуальным становится вопрос улучшения качества классификации вредоносных программ нейронными сетями с применением аугментации данных, особенно в условиях ограниченного набора данных на входе. Таким образом возможно искусственно расширить обучающую выборку с помощью трансформаций.

Аугментация данных позволяет повысить обобщающую способность модели, делая ее более устойчивой к изменчивости входных данных. Этот процесс может включать в себя различные модификации изображений, такие как добавление шумов, цветовые и геометрические преобразования и другие методы. Подобное расширение обучающей выборки способствует повышению точности классификации ВПО и, следовательно, снижению риска возникновения ложных срабатываний.

Настоящее исследование направлено на повышение точности классификации вредоносных программ с использованием модели сверточной нейронной сети посредством аугментации данных на основе шумовых искажений.

Архитектура модели классификации

Предлагаемый метод классификации ВПО основан на преобразовании программных файлов в изображения, их последующем анализе с помощью CNN и аугментации обучающей выборки. Это обеспечивает устойчивость модели к вариативности входных данных и повышает качество классификации.

На рисунке 1 представлена поэтапная схема модели классификации вредоносного ПО, построенная на основе предложенного в работе [2] подхода. На ней отображены ключевые стадии обработки данных: от загрузки бинарного файла и его преобразования в изображение до аугментации данных с добавлением различных типов шумов и последующего обучения сверточной нейросети.

Рис. 1. Схема модели классификации вредоносного программного обеспечения.
Рис. 1. Схема модели классификации вредоносного программного обеспечения.

Алгоритм преобразования файлов в изображения

Преобразование файлов в изображение происходит по следующему алгоритму:

1) Файл открывается в бинарном режиме и читается в байтовый массив;

2) Файл преобразуется в массив целых чисел (от 0 до 255);

3) Формируются цветовые R-G-B каналы:

  • красный (R): содержит значения исходных байтов;

  • зеленый (G): рассчитывается как локальная энтропия в пределах скользящих окон размером 256 байт;

  • синий (B): инициализируется нулями.

4) Формируется трехканальное изображение:

  • при недостаточном объеме данных массив дополняется нулями;

  • на основе подготовленных каналов формируется RGB-изображение.

5) Полученное изображение сохраняется в формате PNG для последующего анализа и обработки.

Формирование зеленого канала (G) изображения из бинарного файла на основе локальной энтропии предполагает численное представление информационной сложности в каждом участке файла. Сначала файл последовательно разбивается на неперекрывающиеся блоки по 256 байт:

B_1,B_2,…,B_N, где каждый B_k∈ \{0,1,…,255\}^{256}. Далее происходит подсчет частот появления байтов:

1) для каждого блока вычисляется гистограмма частот появления каждого байта:

count_i=количество\ вхождений \ байта\ i \ в\ блоке \ B_k,i∈\{0,…,255\}

2) полученные частоты нормализуются до вероятностей:

p_i=\frac{count_i}{∑_{j=0}^{255} {count_j }} =\frac{count_i}{256},

так как в каждом блоке всегда ровно 256 байт.

3) Для каждого блока вычисляется энтропия по формуле Шеннона [3]:

H_k=-∑_{i=0}^{255}{p_i⋅log_2⁡(p_i )},

Полученное значение энтропии масштабируется:

  • максимально возможное значение энтропии при равномерном распределении (все p_i=\frac{1}{256}:

H_{max⁡}=log_2⁡(256)=8.

  • энтропия нормализуется до диапазона (0, 255) для отображения в виде значения компонента цвета:

G_{k⁡}=[\frac{H_k}{8}⋅255].

Каждому пикселю будущего изображения, соответствующему блокуB_k, присваивается значениеG_k.Таким образом, зеленый канал – это карта нормализованных локальных энтропий всех 256-байтных блоков файла.

Пример преобразованного в изображение вредоносного файла (Adware) представлен на рисунке 2.

Рис. 2. Преобразованный в изображение вредоносный файл Adware:Win32/Lollipop (рекламное ПО).
Рис. 2. Преобразованный в изображение вредоносный файл Adware:Win32/Lollipop (рекламное ПО).

Добавление шумов на изображения

Для решения проблемы недостатка данных в обучающей выборке применялась аугментация (data augmentation) – процесс создания дополнительного набора данных из имеющегося набора [4]. Одним из наиболее популярных способов аугментации, позволяющим повысить устойчивость моделей машинного обучения и увеличить вариативность обучающей выборки, является добавление шумов. Для улучшения качества классификации объектов на изображениях были выбраны следующие типы шумов:

  • Гауссов шум (additive Gaussian noise);

  • Лапласов шум (additive Laplace noise);

  • Пуассонов (дробовой) шум (additive Poisson noise).

Гауссов шум используется для имитации воздействия множества случайных процессов, происходящих в природе [5]. Это помогает сделать модель более устойчивой к небольшим вариациям данных.

Пуассонов шум возникает в системах, где сигналы являются счетными процессами, т.е. числом событий, произошедших за фиксированный промежуток времени [6]. Такой тип шумовых искажений используется для моделирования случайных флуктуаций, возникающих в дискретных стохастических процессах.

Лапласов шум – это вид аддитивного шума, моделируемый с помощью распределения Лапласа, при котором к каждому пикселю изображения добавляется случайная величина. Такой шум подчеркивает резкие изменения яркости и подавляет однородные участки изображения, поскольку оператор Лапласа чувствителен к скачкам интенсивности и игнорирует области с плавными градиентами [7].

Примеры изображений с наложенными шумами разных типов представлены на рисунках 3-5.

Рис. 3. Наложение шумов на изображение ВПО Adware:Win32/Lollipop: Гауссов шум
Рис. 3. Наложение шумов на изображение ВПО Adware:Win32/Lollipop: Гауссов шум
Рис. 4. Наложение шумов на изображение ВПО Adware:Win32/Lollipop: Пуассонов шум
Рис. 4. Наложение шумов на изображение ВПО Adware:Win32/Lollipop: Пуассонов шум
Рис. 5. Наложение шумов на изображение ВПО Adware:Win32/Lollipop: Лапласов шум
Рис. 5. Наложение шумов на изображение ВПО Adware:Win32/Lollipop: Лапласов шум

Модель сверточной нейронной сети (CNN) и исходные данные

Была построена модель сверточной нейронной сети (CNN) для классификации изображений, полученных из бинарных файлов. В качестве основы выбрана архитектура модели VGG19, состоящей из последовательности сверточных блоков, каждый из которых включает два или более сверточных слоев с ядрами 3×3 и функцией активации ReLU [8], за которыми следует слой подвыборки (MaxPooling). После сверточных блоков следуют полносвязные слои (Dense), завершающиеся выходным Softmax-слоем (рис. 6, [9]).

Рис. 6. Архитектура модели CNN VGG19, [9]
Рис. 6. Архитектура модели CNN VGG19, [9]

Модель включает следующие слои:

1) 2 сверточных слоя (Conv2D, 32 фильтра, 3×3, ReLU);

2) 2 MaxPooling слоя подвыборки (2×2);

3) Сверточный слой (Conv2D, 64 фильтра, 3×3, ReLU);

4) Flatten слой (для преобразования карт признаков, полученных от свёрточных слоёв, в одномерный вектор);

5) Полносвязный слой (Dense, 128 нейронов, ReLU);

6) Выходной слой (Dense, 9 классов, Softmax).

Классификация ВПО выполнялась на основе 9 классов, представленных в датасете Microsoft Malware Classification Challenge (BIG 2015) [10]. Датасет содержит множество известных вредоносных файлов, принадлежащих к девяти семействам (табл. 1) и включает 10868 образцов ВПО в формате .byte.

Каждому файлу соответствует уникальный идентификатор (Id), представленный в виде 20-символьного хэша, а также метка класса (Class), обозначающая принадлежность к одному из семейств. Исходные данные включают шестнадцатеричное представление бинарного содержимого файла без PE- заголовка.

Таблица 1 – Семейства вредоносного ПО в наборе данных Microsoft Malware Classification Challenge

Название семейства

Число образцов в обучающей выборке

Тип ВПО

Ramnit

Lollipop

Kelihos_ver3

Vundo

Simda

Tracur

Kelihos_ver1

Obfuscator.ACY

Gatak

1541

2478

2942

475

42

751

398

1228

1013

Червь (Worm)

Рекламное ПО (Adware)

Бэкдор (Backdoor)

Троян (Trojan)

Бэкдор (Backdoor)

Троян‑загрузчик (Downloader)

Бэкдор (Backdoor)

(Obfuscated malware)

Бэкдор (Backdoor)

Метрики оценки качества классификации

С целью оптимизации обучения и тестирования модели на исходных и искусственно «зашумленных» изображениях обучающий набор данных был сокращен до 2000 образцов. Для оценки качества классификации вредоносного ПО с помощью построенной модели использовались следующие метрики:

Точность классификации (Accuracy):

Accuracy=\frac{∑_{i=1}^C{TP_i} }{N},

где:

  • C– количество классов,

  • TP_i– количество правильно классифицированных объектов класса i,

  • N– общее количество всех объектов. ​

Логарифмическая функция потерь (Logloss):

Logloss=-\frac{1}{N}\sum_{i=1}^{N}\left(y_i\log{\left(p_i\right)+\left(1-y_i\right)\log{(1-p_i)}}\right),

где N– общее количество примеров,y_i – истинная метка i-го примера (0 или 1), p_i– предсказанная моделью вероятность того, чтоi-й образец принадлежит к положительному классу.

Точность (Precision):

Precision=\frac{TP}{TP+FP},

где TP обозначает количество образцов, правильно классифицированных в свои семейства, а FP– количество образцов, ошибочно отнесенных к этому семейству.

Полнота (Recall), также известная как чувствительность:

Recall=\frac{TP}{TP+FN},

где FN– количество образцов, которые были ошибочно классифицированы как принадлежащие другим семействам.

F1-мера (F1-score):

F_1=2\cdot\frac{Precision\cdot R e c a l l}{Precision+Recall}.

Результаты обучения и тестирования модели классификации

Данные были распределены в соотношении 70/30: 70% на обучение и 30% на тестирование (валидацию). Такой подход обеспечивает объективную оценку качества модели и позволяет избежать переобучения (overfitting) на гиперпараметрах или утечки информации (information leaking).

На рисунке 7 показаны графики зависимости точности классификации (accuracy) и значения функции потерь (loss function) от числа эпох обучения модели на исходных данных. Как видно, точность на тестовой выборке начала расти с 6-й эпохи и достигла максимального значения на 16-й. Функция потерь сначала демонстрировала скачкообразный рост до 5-й эпохи, после чего начала резко снижаться, достигнув минимума также на 16-й эпохе.

Рис. 7. Графики зависимости точности классификации и значений функции потерь от числа эпох обучения для исходного набора данных.
Рис. 7. Графики зависимости точности классификации и значений функции потерь от числа эпох обучения для исходного набора данных.

На рисунке 8 представлена матрица ошибок (confusion matrix), показывающая количество правильно и неправильно классифицированных образцов в выборке. По горизонтали указаны предсказанные классы, по вертикали – истинные. Каждая ячейка содержит значение, представляющее собой отношение числа предсказаний алгоритма для определённого класса к общему количеству образцов этого класса, то есть действительное число в интервале [0, 1]. Видно, что наихудший результат получен для семейства ВПО Simda – 0,31. Это обусловлено малым количеством исходных образцов: всего 42 файла в датасете, что после разделения на обучающую и тестовую выборки дало лишь 13 изображений для валидации.

Рис. 8. Матрица ошибок классификации модели CNN для исходной обучающей выборки.
Рис. 8. Матрица ошибок классификации модели CNN для исходной обучающей выборки.

В таблице 2 приведены значения метрик, используемых для оценки качества классификации модели по каждому из классов, после обучения на исходном наборе данных. Как видно из таблицы, наихудшие результаты были также получены для семейства ВПО Simda.

Таблица 2 – Значения метрик оценки качества модели CNN для каждого семейства ВПО без аугментации

Название семейства

Точность (Precision)

Полнота/Чувствительность (Recall)

F1-score

Ramnit

Lollipop

Kelihos_ver3

Vundo

Simda

Tracur

Kelihos_ver1

Obfuscator.ACY

Gatak

0.8451

0.9726

1.0000

0.8488

0.6667

0.8649

0.9726

0.9394

0.9351

0.8219

0.9726

1.0000

0.9865

0.3077

0.8767

0.9726

0.8378

0.9863

0.8333

0.9726

1.0000

0.9125

0.4211

0.8707

0.9726

0.8857

0.9600

Далее обучающая выборка была расширена добавлением «зашумленных» образцов. Для того чтобы добиться минимального разброса значений между классами было решено произвести аугментацию с получением одинакового числа изображений для каждого класса в результирующем наборе – по 300 образцов в семействе.

На рисунке 9 показаны графики зависимости точности классификации (accuracy) и значения функции потерь (loss function) от числа эпох обучения модели на расширенном наборе данных. Как видно, уже к 12-й эпохе были достигнуты наилучшие значения этих показателей. На рисунке 10 представлена матрица ошибок, отражающая результаты обучения и валидации модели на аугментированном наборе данных. Для семейства Simda показатель отношения числа предсказанных и истинных образцов стабилизировался и достиг значения 1.00. Для остальных классов также наблюдается высокая точность классификации, что свидетельствует о положительном эффекте аугментации на обобщающую способность модели.

Рис. 9. Графики зависимости точности классификации и значений функции потерь от числа эпох обучения после аугментации.
Рис. 9. Графики зависимости точности классификации и значений функции потерь от числа эпох обучения после аугментации.
Рис. 10. Матрица ошибок классификации модели CNN для расширенной обучающей выборки.
Рис. 10. Матрица ошибок классификации модели CNN для расширенной обучающей выборки.

В таблице 3 приведены значения метрик оценки качества классификации модели для каждого из классов после обучения на расширенном наборе данных. Как видно, для семейства ВПО Simda показатели также выровнялись.

Таблица 3 – Значения метрик оценки качества модели CNN для каждого семейства ВПО с аугментацией обучающей выборки

Название семейства

Точность (Precision)

Полнота/Чувствительность (Recall)

F1-score

Ramnit

Lollipop

Kelihos_ver3

Vundo

Simda

Tracur

Kelihos_ver1

Obfuscator.ACY

Gatak

0.8667

0.9310

0.9890

0.9551

0.9474

0.8495

0.9889

0.9643

0.9670

0.8667

0.9000

1.0000

0.9444

1.0000

0.8778

0.9889

0.9000

0.9778

0.8667

0.9153

0.9945

0.9497

0.9730

0.8634

0.9889

0.9310

0.9724

Таким образом, аугментация данных позволила существенно улучшить результаты классификации для класса с изначально малым числом образцов, недостаточным для обучения модели CNN. Улучшение метрик и стабилизация показателей на графиках и в матрице ошибок подтверждают повышение обобщающей способности модели после расширения обучающей выборки.

Заключение

Результаты экспериментов показали, что использование шумов для аугментации положительно влияет на способность модели обобщать данные, особенно в случае классов с небольшим количеством исходных образцов. Модель, обученная на расширенной выборке, продемонстрировала лучшую точность по сравнению с вариантом, обученным только на исходных данных.

Таким образом, была подтверждена целесообразность использования аугментации как эффективного инструмента повышения точности классификации в задачах анализа вредоносного программного обеспечения.

Список литературы

  1. ReasonLabs: What is Metamorphism? [Электронный ресурс]. – URL: https://cyberpedia.reasonlabs.com/EN/metamorphism.html (дата обращения: 16.05.2025)

  2. Catak F.O., Ahmed J., Sahinbas K., Khand Z.H. Data augmentation based malware detection using convolutional neural networks // PeerJ Computer Science, 2021. Vol. 7. - DOI: https://doi.org/10.7717/peerj-cs.346

  3. Шеннон К. Работы по теории информации и кибернетике // Издательство иностранной литературы. – М., 1963. – 832 с.

  4. ГОСТ Р 59898-2021 Оценка качества систем искусственного интеллекта. Общие положения. – М.: Российский институт стандартизации, 2021. – 19 с.

  5. Selesnick I.W. The Estimation of Laplace Random Vectors in Additive White Gaussian Noise // IEEE Transactions on Signal Processing. – 2008. – C. 3482- 3496. – DOI: 10.1109/TSP.2008.920488.

  6. Wojtkiewicz S.F., Johnson E.A., Bergman L.A., Grigoriu M., Spencer B.F.: Response of stochastic dynamical systems driven by additive Gaussian and Poisson white noise: Solution of a forward generalized Kolmogorov equation by a spectral finite difference method // Computer Methods in Applied Mechanics and Engineering. – 1999. – Т. 168. - C. 73–89. – URL: https://doi.org/10.1016/S0045-7825(98)00098-X

  7. Нгок Х.Т.Д. Метод устранения лапласовского шума на изображениях // Естественные и математические науки в современном мире. - 2014.

  8. Соснин А. С., Суслова И. А. Функции активации нейросети: сигмоида, линейная, ступенчатая, ReLU, Tahn // «Наука. Информатизация. Технологии. Образование»: материалы XII международной научно-практической конференции. — Екб, 2019. — С. 237–246

  9. Nguyen T.-H., Nguyen T.-N., Ngo B.-V. A VGG-19 Model with Transfer Learning and Image Segmentation for Classification of Tomato Leaf Disease // AgriEngineering. - 2022. – Т. 4. - С. 871-887. - URL: https://doi.org/10.3390/agriengineering4040056

  10. Ronen R., Radu M., Feuerstein C., Yom-Tov E., Ahmadi M. Microsoft malware classification challenge // arXiv preprint arXiv:1802.10135. - 2018. - URL: https://arxiv.org/pdf/1802.10135

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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

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 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

  • 21.10.25 11:45 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

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 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

  • 22.10.25 11:59 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

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 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

  • 23.10.25 01:52 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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 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

  • 24.10.25 06:40 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

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

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  • 25.10.25 10:13 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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 17:08 raymondgonzales

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  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:49 kattygates

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  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

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  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

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  • 04.11.25 09:30 robertalfred175

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  • 05.11.25 02:43 jordan_11

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  • 05.11.25 02:44 jordan_11

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  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 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

  • 05.11.25 16:21 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

  • 07.11.25 02:26 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 09:33 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 16:05 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 23:15 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:30 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

  • 07.11.25 23:30 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

  • 07.11.25 23:32 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:34 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 03:29 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

  • 03:29 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

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