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ML-алгоритмы против хакеров: как поведенческая аналитика меняет правила игры в кибербезопасности

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Здравствуйте, друзья! Меня зовут Алексей Потапов, и я представляю экспертный центр безопасности Positive Technologies. Ранее мы уже знакомили вас с ключевыми элементами нашего подхода к обнаружению атак на примере технологий в SIEM: механизме построения цепочек запускаемых процессов на основе нормализованных событий, автоматическом вайтлистинге и машинном обучении для выявления нестандартного поведения пользователей и процессов в инфраструктуре. Тему ML было бы невозможно раскрыть в одном посте, поэтому предлагаю углубиться в более технические детали.

Мы уже рассказывали про модуль Behavioral Anomaly Detection (BAD). Он работает как система second opinion — собирает данные о событиях и пользователях, присваивает им определенный уровень оценки риска (risk score) и выдает альтернативное мнение, основываясь на своих алгоритмах. Фишка BAD в том, что он снижает когнитивную нагрузку аналитика системы SIEM, позволяя эффективнее принимать решение по инциденту информационной безопасности.

В этой статье я расскажу, что делает модуль BAD не просто новым инструментом, а полноценным игроком в вашей команде кибербезопасности. Поговорим о перспективах, которые открывает его использование.

Оценка риска событий в BAD

Сердцем модуля Behavioral Anomaly Detection является механизм оценки риска событий. Этот элемент обеспечивает раннее выявление потенциальных угроз. Он основан на алгоритмах машинного обучения, которые анализируют и сопоставляют поведенческие паттерны с нормальной активностью, назначая каждому событию уровень риска (risk score).

В центре модуля — анализ процессов операционной системы. Это наиболее важная и приоритетная функция в BAD. В основе оценки риска лежит принцип, по которому под первопричиной большинства киберугроз, происходящих во внутренней инфраструктуре, понимаются именно процессы ОС. Ведь как раз через них злоумышленники реализуют свои вредоносные намерения.

Подходы к определению уровня риска в BAD отличаются от подходов, присущих UEBA-системам (user and entity behavior analytics) и другим аналогичным решениям. Формирование оценки уровня риска в модуле BAD начинается с поступления событий из операционных систем и приложений, каждое из которых подвергается анализу множеством атомарных моделей машинного обучения. Эти модели разработаны для того, чтобы изучать разные аспекты и характеристики (рассмотрим их далее) одних и тех же событий и процессов. Таким образом обеспечивается многогранная оценка активности (действий).

Особенностью атомарных моделей является их способность анализировать отдельные «фичи» событий, поэтому одно событие может быть оценено с разных сторон. К примеру, одна модель может сосредоточиться на поиске редких или уникальных процессов, в то время как другая — на его коммуникации с сетевыми ресурсами. Благодаря встроенным в BAD функциям поиска и объединения различных типов событий (например, для создания data set, который ищет аномальный процесс, авторизующийся в операционной системе или приложении), нам удалось учитывать вердикты таких моделей в общем профайлере процессов в BAD. Без объединения таких событий в один data set модели, которые анализируют доступ в ОС и приложения, не учитывались бы.

Каждая атомарная модель имеет определенный вес, или значимость, что позволяет точнее калибровать итоговый risk score. Срабатывание моделей агрегируется для каждого уникального идентификатора процесса (GUID), при этом учитываются не только модели, связанные с анализом событий запуска процессов, но и множество других событий, в которых принимает участие этот процесс. Так можно получать разнообразный контекст взаимодействия процесса с системой. Кроме того, принимаются во внимание все связанные с ним последовательности процессов в цепочке.

Индикаторы поведения

Мы выходим за рамки традиционных методов обнаружения угроз, которые опираются на конкретные инструменты атакующих или артефакты (например, индикаторы атак, IP-адреса, хеши). Индикаторы поведения (indicators of behavior, IoB) атакующих являются ключевым элементом в этом процессе, поскольку они представляют собой набор долговременных и сложных для обхода правил, срабатывания которых предоставляют важную для анализа информацию.

Модуль BAD включает набор специализированных правил, или индикаторов поведения, которые активируются при выполнении определенных условий в ходе анализа процесса. Эти индикаторы срабатывают, когда в рамках уникального идентификатора (GUID) процесса обнаруживаются аномальные или подозрительные действия, фиксируемые соответствующими поведенческими моделями.

Основная цель индикаторов поведения — раскрыть стратегию и цели злоумышленника, анализируя последовательности действий, взаимосвязи которых образуют вредоносные паттерны, выделяющиеся на фоне обыденного поведения в сети. Зафиксированные индикаторы поведения служат сигналом для дальнейшего изучения и приводят к генерации оповещений, которые автоматически направляются в центральную систему управления инцидентами безопасности MaxPatrol SIEM. Итоговый risk score для каждого процесса и цепочки процессов в целом формируется путем агрегирования оценок веса моделей, сработавших при обнаружении индикаторов поведения (IoB). Этот risk score может быть использован для приоритизации событий, позволяя аналитикам SIEM-системы сфокусироваться на наиболее критичных и подозрительных событиях. Кроме того, IoB могут быть использованы для разработки продвинутых корреляционных правил или правил обогащений. Это обеспечивает более точное и всестороннее обнаружение угроз.

На рисунках 1 и 2 приведена схема формирования профиля процесса и его risk score.

Рисунок 1. Схема формирования профиля процесса
Рисунок 1. Схема формирования профиля процесса
Рисунок 2. Схема формирования risk score процесса
Рисунок 2. Схема формирования risk score процесса

От теории к практике: обнаружение кибератак с помощью BAD

Для начала стоит отметить, что, помимо запроса risk score через сниппет карточки события (рис. 3), почти все алерты, которые генерируются в системе SIEM, отправляются в модуль BAD для обогащения их тем же risk score. Это дает возможность аналитикам и операторам MaxPatrol SIEM использовать поле bad.risk_score при написании правил корреляций или обогащений, а также в фильтре событий, например, для сортировки и поиска наиболее аномальных срабатываний.

Модуль BAD способен обнаружить следующие кейсы:

  • сложные целенаправленные атаки, атаки с использованием различных техник обхода правил корреляций;

  • новые тактики, техники и процедуры, еще не покрытые детектами;

  • постэксплуатацию после использования неизвестной ранее уязвимости;

  • случайный или чрезмерный вайтлистинг, когда сами пользователи «завайтлистили» те или иные правила корреляции.

Кейс № 1. BAD как система second opinion и ранжирования сработавших правил корреляций с использованием значения поля bad.risk_score

Одна из задач модуля BAD — это помощь аналитику при анализе срабатываний правил корреляции. Значение оценки риска в карточке события сработавшего правила корреляции может помочь аналитику принять правильное решение в пользу true positive или false positive. На рисунке 3 — пример сработавшего правила корреляции с importance = high, однако модуль BAD проанализировал активность процесса, который был триггером для срабатывания правила, и присвоил этому событию низкий risk score. Скорее всего, эта корреляция имеет невысокий уровень важности, а срабатывание на самом деле ложное.

Рисунок 3. Карточка скоррелированного события со значением оценки риска от модуля BAD
Рисунок 3. Карточка скоррелированного события со значением оценки риска от модуля BAD
Рисунок 4. Срабатывания моделей ML и индикаторов поведения
Рисунок 4. Срабатывания моделей ML и индикаторов поведения

Давайте посмотрим, какие алерты с обогащенным bad.risk_score пришли в MaxPatrol SIEM до интерактивных атак, о которых буду писать ниже (рис. 5), и какие из срабатываний имеют risk score выше 50 и 100 (рис. 6, 7).

Рисунок 5. Список сработавших правил корреляций с обогащенным risk score от модуля BAD
Рисунок 5. Список сработавших правил корреляций с обогащенным risk score от модуля BAD
Рисунок 6. Поиск правил корреляций с risk score выше 50
Рисунок 6. Поиск правил корреляций с risk score выше 50
Рисунок 7. Поиск правил корреляций с risk score выше 100
Рисунок 7. Поиск правил корреляций с risk score выше 100

Как видно на рисунках 6 и 7, в MaxPatrol SIEM после фильтрации срабатываний по значению поля bad.risk_score осталось незначительное количество срабатываний со значением выше 50 и отсутствуют те, значение которых выше 100.

А теперь давайте рассмотрим две реальные интерактивные атаки, произошедшие в рамках киберучений Standoff. В качестве примера рассмотрим сработавшие модели и индикаторы поведения в модуле BAD в MaxPatrol SIEM и объясним, как мы обнаружили эти инциденты.

Кейс № 2. BAD как система second opinion

Рассмотрим инцидент, когда на рабочей станции пользователя был запущен вредоносный файл gostbypass.exe. Этот файл функционировал как SOCKS-прокси и стал каналом развития атаки. Стоит отметить, что никаких процессов этот вредонос не порождал.

Атакующие провели разведку доменной сети и получили доступ к нескольким серверам и приложениям. Схема событий проиллюстрирована на рисунке 8.

Рисунок 8. Схема активности процесса gostbypass.exe
Рисунок 8. Схема активности процесса gostbypass.exe

На эту активность было несколько срабатываний правил корреляций с низким уровнем важности (рис. 9), однако модуль BAD проанализировал весь профиль поведения процесса gostbypass.exe и выдал альтернативное мнение. Зайдя в карточку оценки риска, оператор может подтвердить оценку модуля (рис. 10), и тогда эта активность не будет участвовать в последующем обучении моделей. А на рисунке 11 мы можем наблюдать, какие ML-модели и индикаторы поведения сработали.

Рисунок 9. Корреляция с высокой оценкой риска и с уровнем важности info
Рисунок 9. Корреляция с высокой оценкой риска и с уровнем важности info
Рисунок 10. Подтверждение оценки риска
Рисунок 10. Подтверждение оценки риска
Рисунок 11. Срабатывания моделей ML и индикаторов поведения в сниппете от BAD
Рисунок 11. Срабатывания моделей ML и индикаторов поведения в сниппете от BAD

Модуль BAD, используя свои алгоритмы машинного обучения, проанализировал поток данных с рабочей станции пользователя, подвергшегося компрометации. В ходе анализа, опираясь на интегрированный набор атомарных моделей и индикаторов поведения, модуль выявил необычные шаблоны в последовательностях и поведении процессов (рис. 12). Отклонения от базового профиля нормального поведения, отмеченные этими моделями, влияли на увеличение risk score, что сигнализировало системе о возможности вредоносной активности.

Рисунок 12. Индикаторы поведения, отправленные BAD в MaxPatrol SIEM
Рисунок 12. Индикаторы поведения, отправленные BAD в MaxPatrol SIEM

Кейс № 3. BAD как система second opinion и ранжирования сработавших правил корреляций с использованием значения поля bad.risk_score

В третьем сценарии предлагаю рассмотреть инцидент, при котором компьютер пользователя подвергся атаке с использованием вредоносного офисного файла. Запущенный из этого документа скрипт PowerShell загрузил и активировал целый ряд вредоносных компонентов, один из которых служил прокси-сервером и стал каналом развития атаки. Злоумышленник провел разведку узла и, выполнив перемещение внутри периметра (lateral movement), получил доступ к нескольким компьютерам в сети. Эта схема событий проиллюстрирована на рисунке 13.

Рисунок 13. Схема активности процесса ss.exe
Рисунок 13. Схема активности процесса ss.exe

В этом кейсе давайте поищем срабатывания правил корреляций, у которых высокое значение bad.risk_score. На рисунке 14 мы отфильтровали срабатывания с высоким уровнем риска (по оценке BAD).

Рисунок 14. Срабатывания правил корреляции с высокой оценкой риска
Рисунок 14. Срабатывания правил корреляции с высокой оценкой риска

На эту нелегитимную активность также cработало несколько правил корреляций и индикаторов поведения (рис. 15).

Рисунок 15. Карточка скоррелированного события с оценкой риска, выданной модулем BAD
Рисунок 15. Карточка скоррелированного события с оценкой риска, выданной модулем BAD

Давайте посмотрим, какие модели машинного обучения сработали и почему эта активность имеет высокую оценку риска. На рисунке 16 представлен список сработавших моделей, разъясню некоторые из них.

  1. Подозрительная цепочка запусков процессов (windows).
    MaxPatrol SIEM может строить цепочки запускаемых процессов. У нас есть предобученная модель, которая обучалась и дообучается на цепочках процессов.

  2. Нетипичный для процесса целевой узел (windows).
    Эта модель ищет аномальный процесс, который авторизовывается в операционной системе Windows. Если активность аномальна, то модель срабатывает.

  3. Нетипичный для пользователя процесс (windows).
    Эта модель ищет запуск уникальных для пользователя процессов на узле и предупреждает о том, что такой процесс ранее не присутствовал в обучающей выборке.

Рисунок 16. Список моделей, сработавших на активность процесса ss.exe
Рисунок 16. Список моделей, сработавших на активность процесса ss.exe

Из сработавших атомарных моделей сформировались индикаторы поведения (рис. 17), на основе которых и формируется итоговый risk score.

Рисунок 17. Срабатывания индикаторов поведения
Рисунок 17. Срабатывания индикаторов поведения

Кроме того, модуль BAD рассчитывает для процесса так называемые признаки. На рисунке 18 выделен обнаруженный признак: в этой нелегитимной активности есть процесс, который ведет себя как прокси-сервер.

5f76720b6f6b55a1ea80974ab4431b00.png

Таким образом, модуль BAD успешно выявил эту аномальную активность, особенно нестандартное использование процесса, который выполнял роль прокси-сервера, а фильтрация срабатываний правил корреляций по значению поля bad.risk_score позволила оперативно найти нужные срабатывания и своевременно обнаружить инцидент.

Кейс № 4. BAD как инструмент поиска атак, не обнаруженных традиционными средствами мониторинга, и ошибок оператора при чрезмерном вайтлистинге

Давайте представим ситуацию, что на предыдущую активность не сработало ни одно из существующих в системе правил корреляций или же неопытный оператор, например, написал широкую регулярку и «завайтлистил» пачку правил корреляций.

Построенный на альтернативных методах обнаружения BAD отправил сработавшие индикаторы поведения в MaxPatrol SIEM, в котором мы агрегировали все срабатывания этих индикаторов в рамках уникального GUID процесса и подсчитали суммарный вес всех правил. После этих манипуляций мы нашли наиболее аномальные процессы, и как раз именно эти процессы были ключевыми при рассмотрении предыдущих сценариев. Причем проанализированная активность включала в себя множество различных типов событий и по всей цепочке процессов.

Рисунок 19. Наиболее аномальные процессы в MaxPatrol SIEM
Рисунок 19. Наиболее аномальные процессы в MaxPatrol SIEM

Интеграция с метапродуктом MaxPatrol O2

Интеграция модуля BAD с MaxPatrol O2 (рис. 20), способным автоматически строить цепочки атак злоумышленников, — отлично дополняет существующие в метапродукте способы обнаружения угроз.

Синергия получается в результате двух вещей:

  1. BAD позволяет не упустить атаки, не обнаруженные традиционными средствами мониторинга, создавая свои алерты.

  2. MaxPatrol O2 связывает алерты от BAD в единый контекст атаки, собираемый метапродуктом с помощью алгоритмов склейки и обогащения. Это позволяет перейти от анализа атомарных алертов к анализу цепочки атаки. Учитываются и алерты от BAD. Подробнее, как метапродукт это делает, мы рассказали тут.

Чем полнее контекст атаки, тем точнее вердикт MaxPatrol O2 в отношении активности. Согласитесь, проще принять решение о подозрительном соединении с внешним узлом, когда видна вся цепочка запусков процессов, приведшая к такому соединению, и тут же — что последовало за ним: создание файлов, авторизаций пользователей в системе, перемещение внутри периметра и многое другое. Полнота контекста атаки также позволяет локализовать инцидент, определив начальную точку, и отреагировать на него так, что продолжение атаки для злоумышленника станет невозможным.

Таким образом, связка BAD и MaxPatrol O2 повышает точность обнаружения атак за счет учета событий от BAD и его вердиктов в скоринговой модели метапродукта. Это снижает количество ложноположительных вердиктов цепочек, как в кейсе № 1, где корреляции с importance = high модуль BAD присвоил низкий risk score, что соответствует ложному срабатыванию.

Рисунок 20. Интеграция модуля BAD c MaxPatrol O2
Рисунок 20. Интеграция модуля BAD c MaxPatrol O2

Перспективы развития

Очевидно, что технологии ML становятся мощным инструментом, полезным в детектировании атак. В SIEM-системах алгоритмы помогают не только облегчить работу аналитиков при расследовании инцидентов, но и ускорить обнаружение аномалий и атак, которые могут остаться незамеченными при применении традиционных методов обнаружения, основанных на индикаторах компрометации (IoC) или индикаторах атак (IoA).

Risk score в BAD повышает точность и скорость реагирования на угрозы, помогает командам SOC оптимизировать процессы обнаружения и, что важно, сократить время, необходимое для нейтрализации инцидентов.

Мы планируем и дальше развивать механизмы скоринга, а также интеграцию BAD с другими продуктами компании.

Кроме того, будем совершенствовать атомарные модели и разрабатывать новые индикаторы поведения атакующих, что позволит еще точнее идентифицировать аномалии и характерные признаки хакерской активности.

Мы также видим большой потенциал в создании единой комплексной модели, которая сможет описывать поведение хакера в целом. Эта модель обучается на обширном наборе данных, включая информацию о реальных киберинцидентах у клиентов, и сведений, полученных в ходе киберучений и проектов, таких как Standoff. В распоряжении Positive Technologies есть уникальные ресурсы для сбора таких данных, что дает преимущество в постоянном усовершенствовании и дообучении нашей модели.

Сочетание множества атомарных моделей, индикаторов поведения с одним масштабным аналитическим решением откроет новые горизонты в проактивной защите от кибератак.

Верю, что инвестиции в развитие машинного обучения и искусственного интеллекта значительно повысят уровень кибербезопасности и обеспечат нашим клиентам результативную защиту в постоянно меняющемся цифровом мире.

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Алексей Потапов

эксперт отдела обнаружения атак PT Expert Security Center, Positive Technologies

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  • 07.09.23 16:24 CherryTeam

    Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/

  • 08.10.23 01:30 davec8080

    The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

    Reach Out To Adrian Lamo Hacker via email: [email protected] / WhatsApp: ‪+1 (909) 739‑0269‬ Adrian Lamo Hacker is a formidable force in the realm of cybersecurity, offering a comprehensive suite of services designed to protect individuals and organizations from the pervasive threat of digital scams and fraud. With an impressive track record of recovering over $950 million, including substantial sums from high-profile scams such as a $600 million fake investment platform and a $1.5 million romance scam, Adrian Lamo Hacker has established itself as a leader in the field. One of the key strengths of Adrian Lamo Hacker lies in its unparalleled expertise in scam detection. The company leverages cutting-edge methodologies to defend against a wide range of digital threats, including phishing emails, fraudulent websites, and deceitful schemes. This proactive approach to identifying and neutralizing potential scams is crucial in an increasingly complex and interconnected digital landscape. Adrian Lamo Hacker's tailored risk assessments serve as a powerful tool for fortifying cybersecurity. By identifying vulnerabilities and potential points of exploitation, the company empowers its clients to take proactive measures to strengthen their digital defenses. This personalized approach to risk assessment ensures that each client receives targeted and effective protection against cyber threats. In the event of a security incident, Adrian Lamo Hacker's rapid incident response capabilities come into play. The company's vigilant monitoring and swift mitigation strategies ensure that any potential breaches or scams are addressed in real-time, minimizing the impact on its clients' digital assets and reputation. This proactive stance towards incident response is essential in an era where cyber threats can materialize with alarming speed and sophistication. In addition to its robust defense and incident response capabilities, Adrian Lamo Hacker is committed to empowering its clients to recognize and thwart common scam tactics. By fostering enlightenment in the digital realm, the company goes beyond simply safeguarding its clients; it equips them with the knowledge and awareness needed to navigate the digital landscape with confidence and resilience. Adrian Lamo Hacker services extend to genuine hacking, offering an additional layer of protection for its clients. This may include ethical hacking or penetration testing, which can help identify and address security vulnerabilities before malicious actors have the chance to exploit them. By offering genuine hacking services, Adrian Lamo Hacker demonstrates its commitment to providing holistic cybersecurity solutions that address both defensive and offensive aspects of digital protection. Adrian Lamo Hacker stands out as a premier provider of cybersecurity services, offering unparalleled expertise in scam detection, rapid incident response, tailored risk assessments, and genuine hacking capabilities. With a proven track record of recovering significant sums from various scams, the company has earned a reputation for excellence in combating digital fraud. Through its proactive and empowering approach, Adrian Lamo Hacker is a true ally for individuals and organizations seeking to navigate the digital realm with confidence.

  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

    I Testify For iBolt Cyber Hacker Alone - For Crypto Recovery Service I highly suggest iBolt Cyber Hacker to anyone in need of bitcoin recovery services. They successfully recovered my bitcoin from a fake trading scam with speed and efficiency. This crew is trustworthy, They kept me updated throughout the procedure. I thought my bitcoin was gone, I am so grateful for their help, If you find yourself in a similar circumstance, do not hesitate to reach out to iBolt Cyber Hacker for assistance. Thank you, iBOLT, for your amazing customer service! Please be cautious and contact them directly through their website. Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 27.08.24 12:50 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 27.08.24 13:06 James889900

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  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 06.09.24 01:35 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 06.09.24 01:44 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

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  • 23.09.24 18:56 matthewshimself

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  • 01.10.24 14:54 Sinewclaudia

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  • 02.10.24 22:27 Emily Hunter

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  • 31.10.24 00:13 ytre89

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 02.11.24 14:44 diannamendoza732

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  • 12.11.24 00:50 TERESA

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  • 17.11.24 09:31 Vivianlocke223

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    Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886  Email digital tech guard . com  Telegram: digital tech guard recovery . com  website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!

  • 21.11.24 08:02 Emily Hunter

    If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.

  • 22.11.24 04:41 [email protected]

    I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT

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  • 22.11.24 23:43 teresaborja

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  • 24.11.24 02:21 [email protected]

    I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT

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  • 26.11.24 21:59 [email protected]

    In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com

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  • 27.11.24 00:39 [email protected]

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  • 27.11.24 09:10 Michal Novotny

    The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.

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