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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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    Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL

  • 13.11.25 23:36 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 03:42 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.11.25 03:42 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.11.25 08:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 14.11.25 10:39 MATT PHILLIP

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

  • 14.11.25 12:12 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 15:07 caridad

    Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.

  • 14.11.25 18:33 justinekelly45

    FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation.  Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706   Email: iforcehk @ consultant. c om

  • 14.11.25 20:56 juliamarvin

    Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7

  • 15.11.25 12:47 MATT PHILLIP

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

  • 15.11.25 14:39 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

  • 15.11.25 14:39 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

  • 15.11.25 15:31 MATT PHILLIP

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

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 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

  • 16.11.25 14:44 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

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 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

  • 17.11.25 11:27 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

  • 19.11.25 01:56 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 marcushenderson624

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

  • 21.11.25 10:56 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

  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 wendytaylor015

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  • 22.11.25 22:04 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

  • 22.11.25 22:05 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

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 18:20 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    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

  • 01.12.25 23:45 michaeldavenport238

    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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

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  • 06.12.25 01:48 Tonerdomark

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  • 06.12.25 10:36 Thomas Muller

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  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    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

  • 06.12.25 10:42 michaeldavenport238

    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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

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