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Нейросети и компьютерное зрение (CV). Основы теории. Практика. Своя система распознавания на одноплатном компьютере

Одно из интересных и полезных применений нейросетей — обнаружение объектов на изображении, таких как машины, люди или человеческие лица.

Вы давно хотели начать погружение в глубокий и захватывающий Мир ИИ и распознавания? А может быть хотите сделать свою интеллектуальную систему наблюдения, оповещения или даже принятия решений для управления каким то процессом или устройствами? Тогда эта статья точно Вас заинтересует, так как тут сделана попытка дать необходимые основы работы и практическую пошаговую инструкцию, следуя которой Вы получите впечатляющие результаты даже в домашних условиях или в учебном классе, такие, которые ранее видели только на выставках или в фильмах и уже после этого сможете создать свои собственные проекты для оповещения и/или управления с использованием ИИ и компьютерного зрения, уже ограничивая их только своей фантазией и количеством уделенного времени, а в процессе так же охватите освоение современного IT стека. Правда для этого Вам лучше заодно обзавестись одноплатным компьютером на процессоре архитектуры ARM, это позволит использовать все специально собранные и подготовленные для этого исходные коды программ, которые рассматриваются в практической части этой статьи, а так же в дальнейшем использовать промышленные интерфейсы Вашего одноплатника для автоматизации взаимодействия с исполнительными устройствами, если Вы захотите, например, управлять включения освещения, реле подачи питания, сигналами замков или чем то другим на Ваше усмотрение, а ещё одноплатник можно будет поставить для непрерывной круглосуточной работы в качестве сервера системы компьютерного зрения.

Компьютерное (или как ещё часто говорят, машинное) зрение (Computer Vision, сокращённо CV) — область искусственного интеллекта, которая занимается созданием программ и систем, позволяющих анализировать и понимать содержимое на изображениях и видео. Этот процесс выходит за рамки простого наблюдения, обучая компьютеры принимать решения на основе увиденного, просто сообщая о результатах детектирования или даже принимая сложные решения для управления процессами в самых разных областях деятельности.

Глубокое погружение в тему нейросетей требует немало времени и сил, а также определенных знаний в области математики. Хорошая новость в том, что уже созданы фреймворки, пригодные для применения в реальных проектах без предварительной фундаментальной подготовки программистов.

Вы, наверное, слышали, что для работы нейронных сетей требуются большие вычислительные мощности. После чтения нашей статьи вы сможете убедиться, что обнаружение объектов на уже обученных моделях нейросетей доступно для устройств с микрокомпьютерами, такими как Repka Pi.

В этой статье мы рассмотрим основные понятия нейронных сетей. Затем мы расскажем, как добавить функции обнаружения лиц и людей в видеопотоке от обычной веб-камеры, подключенной через USB к Repka Pi. При этом будут использованы каскады Хаара, нейросеть Yolo-FastestV2, фреймворки OpenCV и NCNN, а также репозиторий ml-repka от компании Rainbowsoft.

Формат статьи не позволяет рассказать подробно о том, как устроены и работают нейронные сети, тут потребуется не одна книга. Тем не менее, наша статья может послужить хорошим для тех, кто собирается изучать нейросети, а также для тех, кто хочет добавить возможность обнаружения объектов в свое микрокомпьютерное устройство.

Для получения более глубоких знаний вы можете изучить материалы, на которые в нашей статье сделаны ссылки.

Оглавление

Нейроны человеческого мозга

Математическая модель нейрона

Архитектуры нейронных сетей

Сборка макета для обнаружения лиц и людей

Запуск программ обнаружения

Исходные коды программ обнаружения

Полезные ссылки

Итоги

Нейроны человеческого мозга

Можно только удивляться невероятным возможностям головного мозга человека в плане распознавания объектов. Человеку достаточно увидеть какой-то новый предмет всего несколько раз, и он уже практически безошибочно будет выделять его среди других предметов.

Как написано в Википедии, мозг содержит порядка 90—96 миллиардов нейронов, и гораздо больше связей между ними. Нейроны представляют собой специальные клетки, способные получать, обрабатывать, хранить и передавать информацию с помощью электрических и химических сигналов.

Устройство нейрона схематически показано на рис. 1.

Рис. 1. Устройство нейрона.
Рис. 1. Устройство нейрона.

Не вдаваясь в детали, расскажем кратко о работе нейронов.

Нейроны получают сигналы, несущие информацию, через дендриты (возбуждающие или подавляющие), и поступают в ядро нейрона. Если сумма сигналов оказывается достаточно большой, нейрон переходит в возбужденное состояние.

Сигнал от возбужденного нейрона передается в аксон — отросток нейрона. Его длина может быть весьма небольшой или наоборот, достигать одного метра и более.

Когда сигнал достигает конца аксона, в пространство между нейронами выделяются нейромедиаторы — биологически активные химические вещества.

Эти нейромедиаторы могут возбудить или подавить активность другого нейрона, «подключенного» к аксону другого нейрона через синаптическое пространство между нейронами.

Алгоритм перехода биологического нейрона в возбужденное состояние сложен и его трудно, если вообще возможно, полностью смоделировать. Есть даже предположения, что в этом алгоритме задействованы квантовые эффекты.

Математическая модель нейрона

Для моделирования нейронных сетей с помощью компьютеров была создана сильно упрощенная математическая модель нейрона (рис. 2).

Рис. 2. Математическая модель нейрона.
Рис. 2. Математическая модель нейрона.

Здесь входные сигналы X0…Xn попадают на вход взвешенного сумматора, при этом веса W0…Wn определяют «вклад» каждого сигнала на итоговую сумму Sum. Этот вклад может быть положительным или отрицательным, увеличивающим или уменьшающим значение суммы. Сигнал W0 и соответствующий ему вес W0 может использоваться для инициализации нейрона.

Результат вычисления взвешенной суммы попадает на вход передаточной функции F (ее также называют функцией активации). Эта функция определяет зависимость выходного сигнала нейрона от взвешенной суммы сигналов на его входах. Обычно активация наступает при превышении определенного порога.

На практике применяются линейные и сигмоидные функции, функции гиперболического тангенса, функции Rectified Linear Unit (выпрямленный линейный блок), Leaky ReLU и другие (рис. 3). В статье Функция активации вы найдете описания, сравнение и графики различных функций.

Рис. 3. Некоторые из функций активации.
Рис. 3. Некоторые из функций активации.

Какую из функций следует использовать?

Тут нет однозначного ответа. Функция активации влияет на скорость обучения и работы сети. Она может подбираться в процессе экспериментов или исследований. Когда вы имеете дело с готовыми моделями нейросетей и фреймворками, вам не придется выбирать функцию активации самостоятельно.

Архитектуры нейронных сетей

Рассмотрим некоторые архитектуры и алгоритмы нейронных сетей — перцептрон, сверточные сети, YOLO и каскады Хаара.

Перцептрон

В предыдущем разделе мы рассмотрели математическую модель нейрона. Такие нейроны можно комбинировать в нейронную сеть, пригодную, например, для распознавания простейших изображений.

На рис. 4 мы показали так называемый перцептрон — простейший вид нейронной сети.

Рис. 4. Использование перцептрона для распознавания цифр.
Рис. 4. Использование перцептрона для распознавания цифр.

Представленный на рис. 4 перцептрон состоит из входного и выходного слоев. Предполагается, что этот перцептрон используется для распознавания цифр в диапазоне от 0 до 9.

В левой части рисунка показана матрица, в узлах которой находятся фотоэлементы или аналогичные устройства. Эти устройства способны посылать в нейроны входного слоя сигналы 0 или 1 в зависимости от того, перекрыт фотоэлемент изображением цифры, или нет.

Выходы нейронов первого слоя соединены со входами второго, выходного слоя нейронов. Хотя на рис. 4 это и не показано, предполагается, что каждый выход нейрона входного слоя соединен со входами всех нейронов выходного слоя.

Выходной слой содержит ровно десять нейронов, по одному на каждую цифру.

В процессе обучения сети предъявляются разные цифры и настраиваются веса для нейронов выходного слоя таким образом, чтобы активировался только тот нейрон, который соответствует предъявленной цифре. Заметим, что входной слой нейронов предназначен только для передачи сигналов от фотоэлементов на нейроны выходного слоя, и его веса в процессе обучения не изменяются.

Для обучения данной сети используется так называемый метод коррекции ошибки.

На первом шаге с помощью генератора случайных чисел всем весам присваиваются небольшие значения. Далее перцептрону предъявляется одна из цифр, после чего для каждого нейрона вычисляется его ошибка. Затем производится корректировка весов, и ошибка вычисляется снова.

Вся эта процедура повторяется необходимое количество раз до тех пор, пока ошибка не исчезнет. Подобное обучение нужно будет провести для каждой цифры, но что может уйти довольно много времени.

В этой статье вы сможете найти более подробное изложение алгоритма обучения перцептрона.

Возможно вам также будет интересно познакомиться с историей появления перцептрона Розенблатта в статье Всё, что вы хотели знать о перцептронах Розенблатта, но боялись спросить.

Сверточные сети

Как вы уже, наверное, догадались, перцептрон плохо подходит для распознавания объектов на изображениях в реальном времени, не говоря уже о кадрах видеопотоков.

Представьте себе, что размер изображения составляет 640 на 480 пикселов. При этом во входной нейронной сети, подобной описанной выше, нужно будет использовать 307 200 нейронов.

Если нужно распознавать, например, 2000 объектов, то в выходном слое будет 2000 нейронов. Каждый выход 307 200 входных нейронов нужно будет подключить ко всем входам 2000 выходных нейронов. Получится, что между входным и выходным слоями будет нужно создать 2000 * 307 200 связей. Итого будет 614 400 000 связей, и для каждой связи в процессе обучения нужно будет настраивать свой вес. Таким образом, обучение превращается в очень сложную и ресурсоемкую процедуру.

В процессе распознавания по обученной сети, содержащей сотни тысяч нейронов и сотни миллионов связей также придется делать очень много вычислений. Такой процесс распознавания по обученной сети называется инференсом.

Но наша нас цель — организовать обнаружение объектов, для которых обучение не выполнялось, причем в реальном времени. Например, обнаружить и выделить на фотографии или в видеопотоке лица или фигуры людей (или других объектов), которые нейронная сеть никогда не «видела».

Перцептрон с этой задачей не справится из-за своих ограничений. Но главное — перцептрон не учитывает особенности изображений, в частности, взаимное расположение частей изображения. Перцептрон работает с векторами, и в нем нет ничего специального для поиска объектов на изображениях.

Для решения задач компьютерного зрения, классификации и сегментации изображений, а также для обнаружения объектов были созданы так называемые сверточные нейронные сети (Convolutional Neural Network, CNN).

Сверточные сети учитывают двумерную топологию изображений. Они устойчивы к небольшим смещениям, изменениям масштаба и поворотам объектов на входных изображениях.

На рис. 5 показана архитектура сверточной нейронной сети.

Рис. 5. Архитектура сверточной нейронной сети.
Рис. 5. Архитектура сверточной нейронной сети.

Можно выделить следующие компоненты сверточной нейронной сети:

  • сверточные слои (Convolutional Layers);

  • слои подвыборки (Pooling Layers);

  • слой активации;

  • полносвязные слои (Fully Connected Layers)

Сверточные слои позволяют нейронной сети «понимать» изображения, выделяя на них важные особенности, такие как грани, текстуры или формы объектов. Свертка позволяет обнаруживать различные уровни абстракции — низкоуровневые, такие как края и текстуры, и более высокоуровневые, такие как формы и объекты.

Слои подвыборки уменьшают размерность пространства признаков, уплотняя их представление и извлекая наиболее значимые признаки из каждой области. Это помогает улучшить распознавание при изменении масштаба изображения, а также при сдвигах объектов на изображении.

Слой активации играет роль функции активации, которая применяется к каждому числу входного изображения (рис. 3). Слой активации может быть встроен в сверточный слой, и не показан на рис. 5.

Полносвязные слои содержит матрицы весовых коэффициентов и векторы смещений. Они используются для классификации или регрессии.

Сверточная сеть обучается с помощью алгоритма обратного распространения ошибки. Сначала выполняется прямое распространение от первого слоя к последнему, после чего вычисляется ошибка на выходном слое и распространяется обратно. При этом на каждом слое вычисляются градиенты обучаемых параметров, которые в конце обратного распространения используются для обновления весов с помощью градиентного спуска.

Операция обучения сверточной сети, как и перцептрона, длительная и достаточно ресурсоемкая.

Алгоритм обнаружения объектов YOLO

Алгоритм YOLO («Вы смотрите только один раз», You Only Look Once) представляет собой чрезвычайно быстрый алгоритм обнаружения объектов, использующий сверточную нейронную сеть, и способный работать в режиме реального времени.

Алгоритм YOLO был представлен в 2015 году Джозефом Редмоном, Сантошем Диввалой, Россом Гиршиком и Али Фархади в исследовательской работе You Only Look Once: Unified, Real-Time Object Detection.

В этой работе проблема обнаружения объектов формулируется как задача регрессии, а не классификации. Регрессия выполняется с помощью пространственного разделения ограничивающих рамок и связывания вероятностей с каждым из обнаруженных изображений. При этом используется одна сверточная сеть.

При использовании YOLO для ускорения обнаружения объектов предлагается выбрать в изображении некоторое фиксированное количество прямоугольников и для каждого прямоугольника проверить наличие искомого объекта. Если объект найден, для него определяется класс принадлежности и координаты рамки, окружающей этот объект — bounding box.

На рис. 6 показано обнаружение лиц, выполненное с помощью микрокомпьютера Repka Pi.

Рис. 6. Обнаружение лиц с помощью Repka Pi.
Рис. 6. Обнаружение лиц с помощью Repka Pi.

Класс принадлежности объекта — это такие категории, как «автомобиль», «дом», «пешеход», «стол», «машина», «грузовик», «автобус» и так далее.

Для каждого обнаруженного объекта YOLO возвращает рамку, окружающую этот объект (bounding box), а также вероятность принадлежности к тому или иному классу.

Скорость базовой модели YOLO, по сообщениям ее создателя, такова, что она способна обрабатывать изображения в режиме реального времени со скоростью 45 кадров в секунду (с использованием процессора Titan X GPU). Скорость обработки сети Fast YOLO достигает 155 кадров в секунду.

Как достигается такая высокая скорость обработки?

В отличие от традиционных сверточных сетей, YOLO способна обнаружить объекты за один проход по изображению, вместо множества таких проходов. Это существенно уменьшает время работы алгоритма. Во время этого единственного прохода с помощью сверточных слоев из изображения извлекаются признаки. В результате нет необходимости многократного выполнения свертки и пулинга.

Далее, YOLO разбивает изображение на сетку ячеек и предсказывает объекты, находящиеся в каждой ячейке. В результате алгоритм может эффективно обрабатывать изображения большого размера.

Архитектура YOLO позволяет задействовать мощности графических процессоров GPU. Это дает дополнительную прибавку скорости при работе сети на компьютерах, оснащенных такими процессорами.

Надо сказать, что YOLO обрабатывает изображения с низким разрешением, что уменьшает необходимое количество операций, и ускоряет алгоритм.

Каскады Хаара

В одной из программ, приведенных в этой статье, мы будем использовать каскады Хаара. Этот классический метод компьютерного зрения был предложен Паулем Виолой и Майклом Джонсом еще в 2001 году. Он основан на применении набора простых признаков (например, границы и текстуры) к изображению с использованием фильтров Хаара.

Каскады Хаара эффективны для обнаружения объектов с фиксированным размером и формой, таких как лица. Однако он не обладает высокой точностью и часто требует тщательной настройки для различных типов объектов.

Другие архитектуры

Сравнительное описание других архитектур нейросетей вы найдете в статье Распознавание образов с помощью искусственного интеллекта.

Сборка макета для обнаружения лиц и людей

А теперь перейдем к практической части — на базе микрокомпьютера Repka Pi и видеокамеры USB соберем макет, способный обнаруживать в видеопотоке лица и фигуры людей. Узнать больше про данные и относительно недавно появившиеся на рынке одноплатники, ставшие Российской альтернативой известному проекту Raspberry Pi, можно по ссылке.

Подключите к разъему USB микрокомпьютера Repka Pi веб-камеру, такую как Logitech HD 720p или аналогичную (рис. 7).

Рис. 7. Веб-камера Logitech HD 720p подключена к Repka Pi через USB.
Рис. 7. Веб-камера Logitech HD 720p подключена к Repka Pi через USB.

Мы будем обнаруживать и выделять в потоке данных от веб-камеры лица и людей.

Желательно, чтобы в микрокомпьютере была установлена память объемом не менее 2 ГБайт. Это сильно ускорит сборку необходимого ПО, особенно фреймворка OpenCV.

Также обратим ваше внимание на необходимость охлаждения процессора, если для повышения скорости обнаружения объектов он будет работать на повышенной частоте. Обязательно используйте вентилятор.

Установка Repka OS

Перейдем к установке ПО. Прежде всего, скачайте образ Repka OS с сайта по ссылке на раздел с образами прошивки. Мы использовали образ версию прошивки от 13.06.24, так как как раз разработчики объявили, что провели адаптацию и доработку операционной системы для работы именно с нейронными сетями, сделав её стабильной и более эффективной в сравнении с предыдущими версиями операционной системы - эта версия (или выше) рекомендуется для работы с нейросетями, так как в ней доработаны параметры работы регулятора питания на длительных непрерывных максимально высоких нагрузках при большом объёме данных передаваемых в оперативную память. Эта версия Repka OS доступна для всех версий плат Repka Pi 3, а мы применяли два экземпляра - версии 1.3 и версии 1.6, но для версии 1.6 выбрали вариант, предназначенный для варианта режима работы с активным охлаждением, так как без охлаждения одноплатники на задачах распознавания могут греться и снижать частоту работы, это называется тротлить, что будет приводить к снижению производительности, а на таких задачах это не очень интересно, а точнее совсем не интересно.

aecaf42cf0842b434cdcc071bfe1f2a4.png

Из консоли обновите пакеты:

# apt update
# apt upgrade

Далее для настройки производительности запустите программу repka-config:

# repka-config

Выберите в меню строку 3 Interface Options (Настройка подключения и интерфейсов), затем I2 Frequency / pinout Options (Настройка производительности и распиновки).

Для Repka Pi версии 1.3 мы выбрали частоту 1.368 ГГц (рис. 8), а для Repka Pi версии 1.6 — частоту 1.416 ГГц с активным охлаждением.

Рис. 8. Выбор частоты процессора.
Рис. 8. Выбор частоты процессора.

Если у вас Repka Pi с платой версии 1.4, 1.5 или 1.6, для максимальной производительности, выбирайте вариант с максимальной частотой процессора и с активным охлаждением. И, конечно, не забудьте установить вентилятор.

Мы запускали ПО на Repka Pi версии 1.3, поэтому выбрали первый вариант распиновки. После выбора мы перезагрузили Repka OS.

Далее нам потребуется ядро ОС 6.1.11. Запустите программу repka-config. Выберите строку System Options (Настройка системы), затем строку S1 Select-Kernel (Выбрать ядро Linux). Вы увидите текущую версию ядра. Далее нажмите кнопку OK и выберите ядро 6.1.11-sunxi64 (рис. 9).

Рис. 9. Выбираем версию ядра ОС.
Рис. 9. Выбираем версию ядра ОС.

После перезагрузки проверьте версию ядра:

# uname -a
Linux Repka-Pi 6.1.11 #2 SMP Wed Jan 17 16:29:59 +04 2024 aarch64 aarch64 aarch64 GNU/Linux

Загрузка файлов репозитория

Теперь можно переходить к установке репозитория и фреймворков.

Прежде всего создайте рабочий каталог, например, workspace, и загрузите и распакуйте файлы репозитория ml-repka:

# mkdir workspace && cd workspace
# git clone https://gitflic.ru/project/repka_pi/ml-repka.git

Установка Golang

Скачайте и распакуйте файлы Golang:

# wget https://go.dev/dl/go1.22.3.linux-arm64.tar.gz
# tar -C /usr/local -xzf go1.22.3.linux-arm64.tar.gz

Файлы будут распакованы в каталог /usr/local, поэтому распаковку нужно выполнять с правами пользователя root.

Отредактируйте файл ~/.profile или ~/.bashrc, добавив в конце файла строку:

export PATH=$PATH:/usr/local/go/bin

Актуализируйте файл профиля и проверьте версию Golang:

# source ~/.profile
# go version
go version 
go1.22.3 linux/arm64

Установка OpenCV

На следующем этапе мы будем собирать и устанавливать OpenCV.

Библиотека (фреймворк) OpenCV (Open Source Computer Vision Library) предназначена для разработки приложений компьютерного зрения. В ней имеется набор инструментов и функций для работы с изображениями и видео, обнаружения объектов, анализа движения, калибровки камер, создания графических интерфейсов и многого другого.

Для выполнения установки OpenCV потребуется дополнительная память, поэтому размер файла Swap надо будет увеличить до 6 ГБайт, а затем перезагрузить ОС:

# swapoff /swapfile 
# fallocate -l 6G /swapfile 
# mkswap /swapfile 
# swapon /swapfile 
# reboot

После выполнения этих команд и перезагрузки убедитесь, что размер Swap увеличился до 6 Гбайт:

# swapon --show
NAME      TYPE SIZE USED PRIO
/swapfile file   6G   0B   -2

Если у вас Repka Pi с объемом оперативной памяти 1 Гбайт, необходимо на время установки увеличить размер раздела /tmp, размер которого по умолчанию составляет 477 MБайт. Для увеличения до 1 ГБайт используйте такую команду:

# mount -o remount,size=1G /tmp

Проверьте, что размер раздела увеличился:

# df -h /tmp
Файл.система   Размер Использовано  Дост Использовано% Cмонтировано в
tmpfs            1,0G         4,0K  1,0G            1% /tmp

После перезагрузки ОС размер этого раздела станет прежним.

Далее для установки OpenCV перейдите в каталог install репозитория ml-repka и запустите установку:

# cd workspace/ml-repka/install
# time make install_raspi

С помощью команды time мы можем измерить длительность работы команды make.

Заметим, что на Repka Pi с объемом оперативной памяти 1 Гбайт сборка OpenCV может идти очень долго.

После завершения установки проверьте версию OpenCV:

# opencv_version
4.9.0

Если вам будут нужна дополнительные модели для нейросетей, то вы сможете их найти по адресу: https://download.repka-pi.ru/ml/. Загрузите их в следующие каталоги:

  • yolov3.weights ==> humandetect_yolo/data (предварительно обученные веса для модели YOLOv3);

  • frozen_inference_graph.pb ==> humandetect_tf/data (архитектура модели и обученные веса модели TensorFlow)

  • yolov3-tiny.weights ==> humandetect_yolo_tiny/data (предварительно обученные веса для модели YOLOv3-Tiny)

Установка библиотеки NCNN

Библиотека NCNN (Nihui Convolutional Neural Network) представляет собой библиотеку глубокого обучения с открытым исходным кодом. Эта библиотека оптимизирована для работы на мобильных и встраиваемых устройствах. С ее помощью можно эффективно выполнять инференс (прогнозирование) нейронных сетей на устройствах с ограниченными вычислительными ресурсами. Как мы уже говорили, инференс — это процесс работы обученной нейросети на конечном устройстве, или конечный результат обработки данных.

Для установки NCNN перейдите в рабочий каталог, выполните клонирование репозитория, а затем перейдите в полученный таким образом каталог:

# cd workspace
# git clone https://github.com/Tencent/ncnn.git
# cd ncnn

Далее обновите сабмодули репозитория:

# git submodule update --init

После этого нужно создать каталог для сборки и сделать его текущим, а затем подготовить репозиторий к сборке:

# mkdir build && cd build
# cmake -DCMAKE_BUILD_TYPE=Release -DNCNN_BUILD_EXAMPLES=ON -DNCNN_BUILD_TOOLS=OFF ..

Запустите сборку (это длительный процесс), а после ее завершения — установку NCNN:

# make -j2
# make install

Для установки переменной среды ncnn_DIR добавьте в файл ~/.profile или ~/.bashrc следующую строку:

export ncnn_DIR=/root/workspace/ncnn/build/install/lib/cmake/ncnn

Далее активируйте изменения в профиле:

# source ~/.profile

Вы также можете ознакомиться с документацией по установке репозитория ml-repka от компании Rainbowsoft.

Запуск программ обнаружения

Чтобы оценить возможности CV на микрокомпьютере Repka Pi, давайте запустим некоторые программы, размещенные в репозитории ml-repka и специально подготовленные для запуска и работы на одноплатном компьютере Repka Pi. Это программы обнаружения лиц, людей, а также программа сегментации людей.

Программа обнаружения лиц run-facedetect

Чтобы запустить программу обнаружения лиц в потоке от видеокамеры run-facedetect, перейдите в репозиторий ml-repka и соберите программу с помощью make:

# cd workspace/ml-repka
# make build-facedetect

Далее запустите программу:

# make run-facedetect

Если программа не запускается, потому что не находит камеру, установите значение SOURCE равным 1 в файле workspace/ml_repka/Makefile и запустите команду «make build-facedetect» заново.

Вы можете проверить работоспособность камеры, подключенной к USB, и определить ее адрес следующим образом.

Прежде всего, используйте команду lsusb:

# lsusb
Bus 008 Device 002: ID 046d:c31c Logitech, Inc. Keyboard K120
Bus 008 Device 001: ID 1d6b:0001 Linux Foundation 1.1 root hub
Bus 005 Device 001: ID 1d6b:0002 Linux Foundation 2.0 root hub
Bus 007 Device 002: ID 046d:c05a Logitech, Inc. M90/M100 Optical Mouse
Bus 007 Device 001: ID 1d6b:0001 Linux Foundation 1.1 root hub
Bus 004 Device 001: ID 1d6b:0002 Linux Foundation 2.0 root hub
Bus 006 Device 001: ID 1d6b:0001 Linux Foundation 1.1 root hub
Bus 003 Device 001: ID 1d6b:0002 Linux Foundation 2.0 root hub
Bus 002 Device 001: ID 1d6b:0001 Linux Foundation 1.1 root hub
Bus 001 Device 002: ID 046d:0825 Logitech, Inc. Webcam C270
Bus 001 Device 001: ID 1d6b:0002 Linux Foundation 2.0 root hub

В данном случае команда нашла веб-камеру Logitech, Inc. Webcam C270.

Далее при помощи следующей команды можно посмотреть список доступных устройств захвата:

# ls /dev/video*
/dev/video0  /dev/video1  /dev/video2

И, наконец, команда ffmpeg позволит вам не только проверить наличие веб-камеры, но и покажет доступные форматы видео для вашей веб-камеры, включая разрешения и кодеки, поддерживаемые каждым форматом:

# ffmpeg -f v4l2 -list_formats all -i /dev/video1
ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers
  built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)
  configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/aarch64-linux-gnu –
…
libpostproc    55.  5.100 / 55.  5.100
[video4linux2,v4l2 @ 0xaaab2345e760] Raw       :     yuyv422 :           YUYV 4:2:2 : 640x480 160x120 176x144 320x176 320x240 352x288 432x240 544x288 640x360 752x416 800x448 800x600 864x480 960x544 960x720 1024x576 1184x656 1280x720 1280x960
[video4linux2,v4l2 @ 0xaaab2345e760] Compressed:       mjpeg :          Motion-JPEG : 640x480 160x120 176x144 320x176 320x240 352x288 432x240 544x288 640x360 752x416 800x448 800x600 864x480 960x544 960x720 1024x576 1184x656 1280x720 1280x960

После запуска программы run-facedetect мы направили веб-камеру на сайт Repka Pi. Результат обнаружения лиц показан на рис. 10.

Рис. 10. Результат работы программы facedetect.
Рис. 10. Результат работы программы facedetect.

Как видите, здесь выделяются рамкой лица и так называемые метки лица — цветные точки. На рис. 11 показано исходное изображение и результат обнаружения лица в более крупном масштабе.

Рис. 11. Результаты обнаружения лица.
Рис. 11. Результаты обнаружения лица.

Метки лица (face landmarks) представляют собой точки, расположенные на ключевых областях лица, таких как глаза, нос, рот и так далее. Могут использоваться для обнаружения и отслеживания лиц, в качестве ориентиров для определения положения и ориентации лица в пространстве, для распознавания эмоций и выражений лица и других операций.

Программы обнаружения людей run-humandetect

Теперь испытаем Repka Pi и YOLO для решения другой задачи — обнаружения людей и других объектов в потоке данных от веб-камеры.

Перейдите в репозиторий ml-repka и соберите программу с помощью make:

# cd workspace/ml-repka
# make build-humandetect

После сборки запустите программу:

# make run-humandetect

Результат работы программы обнаружения humandetect, запущенной на Repka Pi, показан на рис. 12.

Рис. 12. Результат работы программы обнаружения объектов.
Рис. 12. Результат работы программы обнаружения объектов.

В заголовке каждой рамки обнаруженного объекта написано название класса и вероятность того, что объект принадлежит этому классу. Как видите, почти все люди были распознаны как объекты класса person, и лишь один оказался похож на стул (класс chair). Да, обнаружение не всегда дает точные результаты, особенно если качество исходного изображения не слишком высокое.

На рис. 13 показано, как с помощью программы humandetect можно обрабатывать изображение трафика загруженного шоссе.

Рис. 13. Обработка фото трафика загруженного шоссе.
Рис. 13. Обработка фото трафика загруженного шоссе.

Как видите, программа обнаружила здесь автомобили класса car, автобус класса bus, а также грузовую машину класса truck.

Программа сегментации людей humanseg

Программа humanseg может выполнить сегментацию людей. Запустите ее следующей командой:

# make humanseg

Направьте веб-камеру на изображение, где есть несколько человек, и вы увидите результат сегментации (рис. 15).

Рис. 15. Сегментация людей с помощью humanseg.
Рис. 15. Сегментация людей с помощью humanseg.

Здесь мы использовали исходное изображение, открытое на сайте Freepik.

В процессе сегментации исходное изображение было разделено на области, которые содержат людей. С помощью сегментации людей можно анализировать поведение, контролировать движения, анализировать сцены и так далее.

Как это видно на рис. 15, при сегментации могут возникать ошибки.

Другие программы обнаружения

В репозитории ml-repka есть и другие программы обнаружения. Чтобы узнать их список и получить краткое описание, введите команду:

# make help

На рис. 14 мы показали часть программ, которые можно запускать на Репке (без докера).

Рис. 14. Некоторые программы из репозитория ml-repka.
Рис. 14. Некоторые программы из репозитория ml-repka.

Мы оставим эти программы вам на самостоятельное изучение.

В статье Deep learning examples on Raspberry 32/64 OS вы найдете обзор различных моделей нейросетей и примеры их использования для решения таких задач:

  • обнаружение объектов;

  • сегментация;

  • оценка позы;

  • классификация;

  • обнаружение масок на лицах людей;

  • обнаружение лиц;

  • отслеживание объектов;

  • определение положения головы;

  • обнаружение текста;

  • увеличение изображений без потери деталей;

  • раскрашивание черно-белых изображений;

  • реконструкция лица;

  • управление парковками

Исходные коды программ обнаружения

Далее мы приведем краткое описание исходных кодов некоторых программ обнаружения из репозитория ml-repka. Это программы facedetect-yn, facedetect, humandetect и humanseg.

Программа facedetect-yn

Ранее вы запускали программу обнаружения лиц следующей командой:

# make run-facedetect

При этом выполняется программа run-facedetect-yn. Эта программа использует быструю и точную сверточную сеть для обнаружения лиц YuNet. Для обнаружения лиц программа run-facedetect-yn использует предварительно обученную модель в формате ONNX (Open Neural Network Exchange).

Исходный текст программы run-facedetect-yn вы найдете в листинге 1. Для сокращения объема статьи мы не будем приводить и описывать его полностью.

Листинг 1. ml-repka/facedetect_yn/demo.cpp

В начале листинга подключаются заголовочные файлы OpenCV, а также стандартные библиотеки C++: 

#include "opencv2/opencv.hpp"
#include <map>
#include <vector>
#include <string>
#include <iostream>

После разбора параметров запуска, загрузки параметров модели инициализируется видео захват с веб-камеры и включается режим обработки исключений. Далее программа получает размеры кадров (ширину и высоту), которые будет захватывать устройство:

int device_id = parser.get<int>("device_id");
auto cap = cv::VideoCapture(device_id);
cap.setExceptionMode(true);
int w = static_cast<int>(cap.get(cv::CAP_PROP_FRAME_WIDTH));
int h = static_cast<int>(cap.get(cv::CAP_PROP_FRAME_HEIGHT));

Далее создается экземпляр класса YuNet, настраивается и конфигурируется модель YuNet для обработки изображений с заданным размером и параметрами:

YuNet model(model path, cv::Size(w, h), conf_threshold, nms_threshold, top_k, backend_id, target_id);

Путь к файлу обученной модели path передается программе через параметры запуска.

Метод setInputSize устанавливает размер входного изображения, которое будет использоваться моделью для обработки:

model.setInputSize(cv::Size(w, h));

Далее запускается цикл, в котором захватываются кадры с камеры. Их размер изменяется для обработки моделью YuNet, после чего выполняется обнаружение лиц. В итоге на каждом шаге цикла результаты масштабируются обратно к исходному размеру и отображаются. На кадрах рисуются прямоугольники вокруг лиц и метки ключевых точек. При этом для оценки производительности оцениваются временные характеристики процесса.

Захват кадра выполняется методом cap.read:

bool has_frame = cap.read(frame);

Процедура предсказания (инференс) выполняется методом model.infer. При этом время выполнения инференса определяется методами tick_meter.start и tick_meter.stop:

tick_meter.start();
cv::Mat faces = model.infer(resized_frame);
tick_meter.stop();

Следующий фрагмент кода масштабирует результаты обнаружения лиц (координаты и размеры прямоугольников, а также координаты меток лица face landmarks) обратно к размеру исходного кадра:

for (int i = 0; i < faces.rows; ++i)
{
    faces.at<float>(i, 0) *= scale_x; // x1
    faces.at<float>(i, 1) *= scale_y; // y1
    faces.at<float>(i, 2) *= scale_x; // w
    faces.at<float>(i, 3) *= scale_y; // h
    for (int j = 0; j < 5; ++j)
    {
        faces.at<float>(i, 2*j+4) *= scale_x; // x для точек на лице
        faces.at<float>(i, 2*j+5) *= scale_y; // y для точек на лице
    }
}

Далее с помощью функции visualize результаты рисуются на исходном кадре, и этот кадр отображается в окне "image":

auto res_image = visualize(frame, faces, (float)tick_meter.getFPS());
if (frame.empty()) {
    continue;
}
cv::namedWindow("image", cv::WINDOW_NORMAL);
cv::imshow("image", res_image);

В конце цикла счетчик времени сбрасывается для измерений в следующем цикле обработки:

tick_meter.reset();

Программа facedetect

Если вы создаете программы на языке Golang, вам пригодится исходный код программы facedetect, который есть в репозитории ml-repka и представлен в листинге 2.

Листинг 2. ml-repka/facedetect/main.go

В самом начале программы импортируются стандартные библиотеки, а также библиотеки для работы с компьютерным зрением и машинным обучением:

import (
	"fmt"
	"gocv.io/x/gocv"
	"image"
	"image/color"
	"os"
	wrapper "rainbowsoft.ru/ml_wrapper"
	"strconv"
	"time"
)

Библиотека gocv.io/x/gocv представляет собой обертку для фреймворка OpenCV, предназначенного для обработки изображений и видео, а также для разработки приложений компьютерного зрения.

Библиотека rainbowsoft.ru/ml_wrapper — это внешняя библиотека с обертками для машинного обучения от rainbowsoft.ru, предоставляющая удобные методы для работы с моделями машинного обучения.

Остальные библиотеки — стандартные. Библиотека fmt содержит методы для форматированного вывода данных, image — для работы с изображениями, image/color — для работы с цветами изображений, os — для работы с ОС, в частности, с файлами, strconv — для преобразования строк в числа и чисел в строки, time — для работы со временем.

В первой строке функции main задается путь к файлу предварительно обученной модели каскада Хаара для обнаружения лиц на изображениях:

xmlFile := "facedetect/data/haarcascade_frontalface_default.xml"

Метод компьютерного зрения с названием каскад Хаара применяется для обнаружения объектов в изображениях или видео. Он базируется на простых признаках, таких как изменение интенсивности пикселей.

Упомянутый выше XML-файл является частью библиотеки OpenCV. В нем содержится информация о структуре и весах признаков, необходимых для обнаружения лиц. В процессе обнаружения лиц каскад Хаара сканирует изображение с помощью окна фиксированного размера, которое перемещается по изображению. На каждом шаге каскад проверяет, соответствует ли область признакам, описанным в XML-файле, и принимает решение о том, содержит ли она лицо или нет.

Программе передаются два параметра — источник видео и ограничения на количество фреймов в секунду (Frame Per Second, FPS). Значения этих параметров записываются в переменные deviceID и fixedFPS, соответственно:

deviceID := os.Args[1]
fixedFPS, err := strconv.Atoi(os.Args[2])

Когда вы запускаете программу командой «make run-facedetect», то эти параметры передаются через Makefile:

SOURCE ?= 1 # Источник видео (Файл, вебка)
FPS ?= 0 # Ограничение FPS (0 - без ограничения)

Экспериментируя с программой обнаружения лиц, вы можете менять эти параметры.

После сохранения параметров запуска программа создает объект захвата видео, обращаясь для этого к методам NewVideoCapture и VideoCaptureOpen библиотеки ml_wrapper:

video := wrapper.NewVideoCapture()
err = wrapper.VideoCaptureOpen(video, deviceID)
if err != nil {
	fmt.Println("Ошибка открытия видео потока:", err)
	return
}
defer wrapper.VideoCaptureClose(video)

Обратите внимание, что при создании объекта захвата видео используется переменная deviceID — идентификатор источника видео, заданный в первом параметре запуска программы.

Если в этом параметра было указано целочисленное значение, то выбирается камера на устройстве по ее индексу. Если же значение представляет собой строку, то это может быть http-адрес видеофайла или локальный путь к видео файлу на микрокомпьютере.

На следующем шаге методом gocv.NewWindow создается окно для изображения с обнаруженными лицами. Также с помощью метода color.RGBA задается цвет рамки:

window := gocv.NewWindow("Face Detect")
defer window.Close()
blue := color.RGBA{0, 0, 255, 0}

Далее загружается XML-файл предварительно обученного классификатора обнаружения лиц методом каскадов Хаара:

classifier := gocv.NewCascadeClassifier()
defer classifier.Close()

if !classifier.Load(xmlFile) {
	fmt.Printf("Error reading cascade file: %v\n", xmlFile)
	return
}

Обработка потока видео выполняется в бесконечном цикле. Кадры считываются из видеопотока методом wrapper.VideoCaptureReadFrame:

empty, err := wrapper.VideoCaptureReadFrame(video)
if err != nil {
	fmt.Println(err)
	continue
}
if empty {
	continue
}

Обнаружение лиц выполняется методом DetectMultiScale с помощью загруженного классификатора:

rects := classifier.DetectMultiScale(*video.Img())

Результаты обнаружения возвращаются в виде прямоугольников rects.

Далее программа вычисляет количество кадров в секунду FPS для вывода на изображение, рисует прямоугольники и текст на изображении.

Если обнаружено лицо, выводится текст Human. Для объектов других классов выводятся названия соответствующих классов.

Если при запуске программы в качестве второго параметра была задана фиксированная частота кадров, выполняется необходимая задержка перед обработкой следующего кадра.

В конце тела цикла программа выводит изображение на экран и ожидает нажатия любой клавиши:

window.IMShow(*video.Img())
if window.WaitKey(1) >= 0 {
	break
}

Если нажать клавишу, работа цикла будет прервана.

Исходные тексты библиотеки с обертками wrapper вы найдете в каталоге /root/workspace/ml-repka/wrapper.

Для работы с видео и классификатором в этой библиотеке используются соответствующие методы обертки gocv.io/x/gocv над фреймворком OpenCV.

Программа humandetect

Программа humandetect использует модель YoloFastestV2 и фреймворк OpenCV. Она составлена на языке программирования C++ (листинг 3). Для сокращения объема статьи полный исходный текст этой программы не приводится.

Листинг 3. ml-repka/humandetect_ncnn_yolofastest_v2/main.cpp

В начале программы определены заголовочные файлы:

#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <iostream>
#include <stdio.h>
#include <vector>
#include "yolo-fastestv2.h"

Здесь подключаются заголовочные файлы библиотеки OpenCV, предназначенные для работы с изображениями и видео, заголовочный файл для YOLO, а также заголовочные файлы для работы с потоками ввода-вывода, с функциями для работы с файлами и шаблонный класс динамического массива в стандартной библиотеке C++.

Назначение заголовочных файлов библиотеки OpenCV:

  • opencv2/core/core.hpp — основные структуры данных и функции для работы с матрицами, изображениями и массивами в OpenCV;

  • opencv2/highgui/highgui.hpp — функции для показа изображений на экране и управления окнами в OpenCV;

  • opencv2/imgproc/imgproc.hpp —функции для обработки изображений, такие как фильтрация, преобразование цветовых пространств и обнаружение краев

Документацию на модули OpenCV версии 4.9.0, включая перечисленные выше функции, можно найти здесь.

Для работы с моделью YoloFastestV2 в репозитории ml-repka имеются файлы yolo-fastestv2.cpp (листинг 4) и yolo-fastestv2.h (листинг 5).

Листинг 4. ml-repka/humandetect_ncnn_yolofastest_v2/yolo-fastestv2.cpp

Листинг 5. ml-repka/humandetect_ncnn_yolofastest_v2 yolo-fastestv2.h

В переменной yoloF2 определен объект класса yoloFastestv2:

yoloFastestv2 yoloF2;

При запуске функция main программы humandetect получает два параметра — идентификатор камеры cam_id и количество потоков выполнения num_threads:

int cam_id = atoi(argv[1]);
int num_threads = atoi(argv[2]);

Объект yoloF2 инициализируется следующим образом:

yoloF2.init(false, num_threads); //we have no GPU

После инициализации загружаются файлы предварительно обученной модели:

yoloF2.loadModel("data/yolo-fastestv2-opt.param","data/yolo-fastestv2-opt.bin");

Далее запускается захват видео с камеры при помощи OpenCV:

cv::VideoCapture cap(cam_id);

В рамках бесконечного цикла программа получает кадры видеопотока и запускает обнаружение с помощью метода yoloF2.detection. Далее методы OpenCV рисуют рамку вокруг обнаруженного объекта, а затем выводят на экран изображение с рамками и текстом классов:

while(1){
     cap >> frame;
	…
     std::vector<TargetBox> boxes;
     yoloF2.detection(frame, boxes);
     draw_objects(frame, boxes);
…
     int baseLine = 0;
     cv::Size label_size = cv::getTextSize(text, cv::FONT_HERSHEY_SIMPLEX, 0.6, 1.5, &baseLine);
     cv::rectangle(frame, cv::Rect(cv::Point(0, 0), cv::Size(label_size.width + 20, label_size.height + 15)), cv::Scalar(0, 0, 0), -1);
     putText(frame, text, cv::Point(10, 20), cv::FONT_HERSHEY_SIMPLEX, 0.6, cv::Scalar(0, 255, 0), 1.5);

     if (frame.empty()) {
         continue;
     }
     cv::namedWindow("image", cv::WINDOW_NORMAL);
     cv::imshow("image", frame);
…
     char esc = cv::waitKey(5);
     if(esc == 27) break;
}

Цикл будет работать до тех пор, пока пользователь не нажмет какую-нибудь кнопку.

Файлы обученной модели YoloFastestV2 есть в репозитории ml-repka, но их можно скачать и здесь.

Программа сегментации humanseg

Исходный код сегментации людей humanseg вы найдете в листинге 6.

Листинг 6. ml-repka/humanseg/demo.cpp

Эта программа реализует приложение для сегментации людей в видеопотоке или видеофайле с использованием модели сегментации.

На первом шаге программа получает параметры запуска их командной строки. Путь к файлу обученной модели сегментации human_segmentation_pphumanseg_2023mar.onnx сохраняется в строке modelPath:

string modelPath = parser.get<string>("model");

Далее программа инициализирует модель сегментации, с указанием модели, а также параметров бэкенда и целевого устройства:

PPHS humanSegmentationModel(modelPath, backend_target_pairs[backendTarget].first, backend_target_pairs[backendTarget].second);

Параметры бэкенда определяют, какой движок будет использоваться для выполнения операций инференса (предсказаний) модели. Задавая эти параметры, можно выбрать, где будут выполняться вычисления — на CPU, GPU или на других специализированных аппаратных ускорителях.

После инициализации модели сегментации программа открывает видео поток:

cap.open(samples::findFile(inputPath));

Далее запускается бесконечный цикл обработки кадров видеопотока. В этом цикле программа последовательно захватывает кадры, выполняет инференс модели сегментации и визуализирует результаты.

Захват кадра выполняет следующий код:

cap >> frame;

Инференс модели запускается с изменением времени его выполнения:

tm.start();
result = humanSegmentationModel.infer(frame);
tm.stop();

И, наконец, выполняется визуализация и отображение результата:

Mat res_frame = visualize(frame, result, tm.getFPS());
…
imshow(kWinName, res_frame);

Для завершения цикла нужно нажать любую клавишу в окне отображения.

Полезные ссылки

Итоги

В этом материале рассмотрено, как устроены «живые» нейроны и как их моделируют с помощью компьютеров и компьютерных нейронных сетей, познакомились с перцептроном, сверточными сетями, с алгоритмом YOLO и каскадами Хаара.

В практическом плане рассмотрели с пошаговой инструкцией и собрали на базе микрокомпьютера Repka Pi и веб-камеры, подключенной через USB, полноценную систему распознавания. Установили на неё операционную систему Repka OS, компилятор для языка Golang, библиотеки OpenCV, NCNN и программы из репозитория ml-repka, затем провели сборку фреймворка, предназначенного для работы с нейросетями и запустили и проверили в работе демонстрационные программы из состава репозитория ml-repka.

В статье приведены исходные тексты программ обнаружения лиц и людей, а также программ для проведения на видео сегментации контуров людей. А так же приведено большое количество полезных ссылок на материалы, с помощью которых вы сможете изучить интереснейшую тему нейросетей глубже и подробнее.

На собственном опыте Вы смогли убедиться, что одноплатный микрокомпьютер Repka Pi пригоден для решения таких задач, как обнаружение лиц, людей и других объектов, а также для сегментации людей, особенно когда правильно подобрать, собрать и настроить модели, библиотеки и параметры работы. И это даже при том, что пока используется доступная версия Repka Pi 3, а производитель обещаем в ближайшее время выпустить следующую модель одноплатника.

Успехов Вам в Ваших проектах и творческой деятельности!

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    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.08.25 09:39 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.08.25 14:24 lisa111

    Recovering lost money from scams calls for cooperation. Recovery professionals locate stolen funds by applying their expertise. Experts in law offer advice on the best course of action. This helps you recoup your investment. Scams teach us to be aware of the warning indications. Promises of large, rapid riches with minimal risk should be avoided. They may want you to make an investment right away. Get advice from Marie on how to prevent frauds in the future. She can help you recover your missing bitcoin as well. You can reach her at [email protected] or @Marie_consultancy on Telegram. Additionally, you can utilize WhatsApp at +1 7127594675.

  • 09.08.25 16:31 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 09.08.25 16:43 meghanmarkle1998

    I was scammed out $ 180,000 in BTC, but Spikes Assets Recovery came to my rescue. When my cryptocurrency investment fell into the wrong hands, I lost $115,330 in Bitcoin and was defrauded of my hard-earned money. I was on the verge of giving up after learning that the funds seemed unrecoverable, but then I came across a Google post about a legitimate recovery service called Spikes Assets Recovery, a firm specializing in stolen fund and crypto recovery. To my astonishment, after working with them, they successfully recovered the full $115,330 I had lost in BTC. I'm incredibly grateful and relieved that I was able to recover all of my missing Bitcoin. For inquiries or assistance with recovering your lost assets, you can contact Spikes Assets Recovery using the following details: Email: [email protected] Yahoo: [email protected]

  • 09.08.25 17:24 Sophie Pugh

    I would strongly love to recommend the services of the best team of recoveryhackers101. They are professional and very discreet in carrying out their jobs, they have the best customer service agents and satisfaction at heart. If you have any services you wish to contact them for, go on (recoveryhacker101@gmailcom), They help track and monitor your cheating partner's phone without his idea, clear or erase criminal records as well as repair a bad credit score, all social media hacks, Recovery lost Funds from scammers / Cryptocurrency / Binary / Forex / Recovery of Stolen Bitcoin and many others.

  • 10.08.25 03:53 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:53 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:55 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 04:55 lisared

    I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.

  • 10.08.25 12:57 Marthaamahle

    My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest

  • 10.08.25 14:33 tomcooper0147

    Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.

  • 10.08.25 17:06 kevin

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.

  • 10.08.25 18:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.08.25 18:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.08.25 20:35 Bartlevi

    Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.

  • 10.08.25 23:28 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

  • 10.08.25 23:29 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

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 11:35 Dennisblaq

    Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 17:49 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

  • 11.08.25 17:49 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

  • 11.08.25 17:49 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

  • 11.08.25 19:46 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 11.08.25 20:06 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 12.08.25 02:43 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.08.25 02:43 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.08.25 02:43 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.08.25 16:48 ahmed11

    It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.

  • 12.08.25 17:13 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

  • 12.08.25 17:13 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

  • 12.08.25 18:44 edinavida027

    CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY

  • 12.08.25 18:44 edinavida027

    A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5

  • 12.08.25 19:15 vallatjosette

    Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com

  • 12.08.25 23:07 babatunde162

    I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER

  • 13.08.25 06:11 tyler231

    DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying

  • 13.08.25 07:01 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 07:01 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 07:01 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 08:26 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 08:27 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 08:27 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 10:37 babatunde162

    Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.

  • 13.08.25 13:15 Bartlevi

    Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.

  • 13.08.25 14:23 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 14:23 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 19:46 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

  • 13.08.25 19:46 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

  • 13.08.25 19:46 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

  • 13.08.25 19:50 babatunde162

    When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.

  • 14.08.25 00:20 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

  • 14.08.25 00:20 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

  • 14.08.25 17:47 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 18:27 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you

  • 14.08.25 19:23 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 21:49 Rickbayford

    If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])

  • 15.08.25 03:10 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 09:13 eva117

    Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin

  • 15.08.25 13:27 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

  • 15.08.25 13:27 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

  • 15.08.25 20:26 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 20:27 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 21:04 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 16.08.25 06:53 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

  • 16.08.25 06:53 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

  • 16.08.25 06:53 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

  • 16.08.25 07:01 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.

  • 16.08.25 17:05 mark

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.

  • 17.08.25 03:33 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

  • 17.08.25 03:33 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

  • 17.08.25 05:22 aveasley4

    I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.

  • 17.08.25 17:49 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.08.25 17:49 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.08.25 17:49 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

  • 18.08.25 21:10 Connorhelms

    I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org

  • 18.08.25 22:17 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

  • 18.08.25 22:17 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

  • 19.08.25 02:26 Jacksonbash

    You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].

  • 19.08.25 18:15 keith

    RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]

  • 19.08.25 18:54 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

  • 19.08.25 18:54 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

  • 19.08.25 18:54 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

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