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Как мы исследовали энергоэффективность инференса нейросетей на планшете

Современные гаджеты невозможно представить без AI-функций. Размыть фон за спиной во время телеконференции, подавить шум от проходящих мимо коллег, вычесть «красные глаза» на фотографии — все это давно стало базовым функционалом любого устройства с камерой и микрофоном. Сейчас вендоры потребительских устройств устраивают настоящую «гонку вооружений», предлагая новые AI-функции, которые выделят устройство среди «собратьев».

Но у всех AI-функций есть цена, которую приходится «платить» конечному потребителю — более быстрая трата батарейки и перегрев устройства. В итоге производители электроники сталкиваются с дилеммой: фичи нужны, их нужно много, но без значительного ущерба для батарейки.

Меня зовут Павел Буровский, я инженер-разработчик ПО искусственного интеллекта. Вместе с Яной Булиной, инженером отдела проектирования новых поколений технологического стека департамента ИИ в YADRO, мы измеряли энергоэффективность выполнения некоторых AI-функций планшета KVADRA_T. В статье расскажем, как организовали необходимые эксперименты, и покажем много графиков с результатами запусков на CPU, GPU и NPU.

d8ae761dd4c8dbb75ef0b4a9439610a1.png

Анатомия AI-функций: что под капотом

Давайте рассмотрим типичный сценарий размытия фона за спиной у пользователя во время видеоконференции. Приложение получает с камеры изображение высокого разрешения и, используя сверточную нейросеть, определяет, где на изображении лицо человека. Дальше оно обрабатывает картинку: там, где фон, картинку размывает, там, где лицо, оставляет без изменений (или подает на вход следующей нейросети, если нужно).

Для нейросетей входное изображение нужно подготовить. Обычно они работают над изображениями небольшого размера и определенной цветовой кодировки. Так что на этом этапе приложение для видеоконференций должно:

  • отмасштабировать изображение к размерности входных данных нейросети,

  • переставить цветовые каналы местами,

  • сконвертировать целочисленные интенсивности цвета пикселов в каждом из цветовых каналов в вещественные числа (если инференс нейросети проходит в вещественных числах),

  • откалибровать интенсивности к интервалу [0,1].

Результат инференса следует обработать аналогичным образом до размытия фона: вернуть кодировку цветовых каналов, опять сделать resize к исходному разрешению и так далее.

Какие вычислительные устройства в этом задействованы

Теперь посмотрим, какие вычислительные устройства (в идеальном сценарии) задействованы и как данные движутся между ними.

Шаг 1. Сначала камера устройства формирует текущий кадр. В этот момент сырые данные с сенсора камеры попадают в ISP (Image Signal Processor). Там производится первичная обработка данных сенсора в изображении и очистка этого изображения от визуальных артефактов. Изображение готово, и передается из ISP в пространство памяти CPU, в запущенное приложение для видеоконференций. Некоторые устройства умеют передавать данные с ISP напрямую в NPU, но мы описываем общий случай и в такие детали уходить не будем.

Шаг 2. Стадия препроцессинга обработки кадра: приложение готовит изображение к инференсу. Для работы с изображениями исходно придумали GPU. Но решение об использовании видеокарты зависит от объема работы, который, в свою очередь, зависит от AI-функции. Если работы относительно немного, приложения могут обработать все на CPU, а не передавать изображения в GPU для короткой цепочки их трансформаций.

Шаг 3. Стадия инференса: обработанная картинка отправляется в NPU (Neural Processing Unit). Это специализированный ускоритель инференса нейросетей, который в теории должен проводить его быстрее и энергоэффективнее остальных устройств (проверим это на практике чуть позже). Если нам не хочется отправлять картинку на обработку в NPU или его нет в устройстве, инференс придется исполнить на том, что есть в наличии.

Шаг 4. Стадия постпроцессинга результатов инференса. Результат отправляется в пространство памяти CPU, где приложение опять производит цепочку трансформаций изображения, выбирая между CPU или GPU.

Шаг 5. Только на этом этапе готовое изображение с размытием фона наконец-то отправляется в видеопамять GPU для отрисовки картинки на экране.

Долгий путь изображения с камеры на монитор (в наиболее простом и массовом сценарии)
Долгий путь изображения с камеры на монитор (в наиболее простом и массовом сценарии)

Тут мы рассмотрели «под лупой», пожалуй, самый простой AI-сценарий. Бывают и более сложные случаи обработки одного видеокадра.

Например, на кадре нужно определить расположение лиц людей и каждое проверить на подлинность: настоящее ли оно или нарисованное на бумаге? Или даже фотореалистичное лицо, показанное с экрана другого устройства? Есть ли красные глаза и где они? А, может, сгладим неровности лица и нанесем макияж?

Кроме того, одновременно с видеопотоком есть аудиопоток. В нем может быть эхо от микрофона рядом с динамиком, звук пролетающего самолета, движущегося мимо автомобиля, или тот самый «непередаваемый» звук дрели в бетонных перекрытиях.

Во всех случаях данные могут бегать туда-сюда между вычислительными устройствами (CPU, GPU, NPU) много раз, а количество одновременно задействованных нейросетей может приближаться к паре десятков.

Выше мы писали, что для относительно несложной обработки изображений приложение может выбирать между двумя вычислительными устройствами — CPU или GPU. Проще не станет, если учесть, что и инференс нейросетей можно производить на любом вычислительном устройстве. А поскольку софт для инференса пишут один раз для всего «зоопарка» на рынке, то этот софт должен обеспечивать эффективное исполнение нейросетей на всех поддерживаемых устройствах.

Так, есть NNAPI — стандартный API для инференса нейросетей в Android/AOSP до версий 13. В зависимости от конкретного планшета или телефона и установленных драйверов, он может предлагать 2-4 вычислительных устройства на выбор. Это может быть CPU, GPU, NPU и даже DSP (Digital Signal Processor). Последний часто идет тандемом к NPU, и в некоторых устройствах может быть задействован как самостоятельный вычислительный блок.

Фреймворки для инференса и их влияние на производительность

Итак, инференс нейросетей можно производить на разных вычислительных устройствах. Для этого используют специальные фреймворки, которые реализуют инференс не только на каком-то одном устройстве, но и поддерживают гетерогенный запуск. Производительность инференса на CPU, GPU или NPU зависит не только от характеристик вычислительного устройства, но и качества софта для него.

На устройствах с Android или производных ОС на базе AOSP наиболее часто используемый фреймворк инференса — TFLite. В нем есть механизм «делегатов» — программных слоев поддержки различных вычислительных устройств. Благодаря нему несложно запускать инференс на CPU или встроенном GPU, выбрав соответствующий делегат. Производительность такого инференса будет зависеть не только от характеристик железа, но и от качества оптимизаций в конкретном делегате.

Поддержка NPU чуть более затруднена по нескольким причинам:

  • Не существует фреймворка, который бы поддерживал все необходимые NPU.

  • Для CPU есть C/C++, для GPU — OpenCL/Vulkan. Для NPU же нет единого языка программирования, чтобы сделать компилятор этого языка ответственным за поддержку железа NPU и сфокусироваться в таком фреймворке на логике инференса в едином для всех NPU делегате.

  • Каждый NPU обладает собственной архитектурой и поддерживает свое подмножество вычислительных слоев нейросетей. Вендоры NPU нередко предоставляют runtime к своему железу в бинарном виде, открывая только API и некоторое количество документации.

Все это делает эффективную поддержку производительности каждого конкретного NPU нетривиальной задачей, для решения которой часто нужна выделенная команда.

Для планшета KVADRA_T встроенный NPU идет со своим собственным вендорским фреймворком, в составе которого открытый API и закрытый рантайм. Изучением производительности такого NPU для эффективного применения в AI-нагрузках как раз и занимаются в отделе проектирования новых поколений технологического стека YADRO. Кроме поддержки NPU, целые команды оптимизируют инференс нейронных сетей на CPU и GPU — от программной оптимизации исполнения конкретных слоев до применения тензорных компиляторов.

Ранее наш коллега рассказал, как можно разработать тензорный компилятор для процессора на базе открытой архитектуры RISC-V с помощью OpenVINO и MLIR.

Как измерить энергоэффективность вычислений

Мы только что говорили о производительности — читай, времени работы конкретной нагрузки на конкретном вычислительном устройстве из числа доступных. Но в конечном счете важна не производительность сама по себе, а максимум функционала за минимальный расход батарейки. Производительность на это влияет: если быстрее выполнить вычисление, то есть шанс, что устройство быстрее уснет и не будет «есть» батарейку. Но влияет и выбор устройства для инференса.

Какое из доступных устройств планшета KVADRA_T — CPU, GPU или NPU — выгоднее использовать для инференса нейросетей в реальных сценариях? Давайте узнаем.

Для этого мы проведем эксперимент с исключением фонового энергопотребления от других подсистем планшета. Однако измерить энергоэффективность вычисления отдельных подсистем чипа нельзя. Для надежных данных требуется аппаратная поддержка измерения уровня расхода энергии каждого вычислительного блока на кристалле, и чаще всего ее нет. Поэтому нам придется поставить ряд косвенных экспериментов.

Методология бенчмаркинга

Эксперименты мы проведем на рядовом планшете KVADRA_T из массовой партии. На нем установлена отладочная прошивка kvadraOS, максимально приближенная к публичной версии kvadraOS 1.8.0. Она позволяет запускать консольные приложения в adb shell с правами root, чем мы и воспользуемся.

Теперь опишем, что мы учитываем в экспериментах.

Переведем устройство в авиарежим. Как устройство с радиомодулем планшет много работает даже в «покое», без активного вовлечения пользователя. И в зависимости от радиозагрязнения чаще или реже просыпается для обработки поступающих извне сигналов. Для исключения неконтролируемого энергопотребления радиомодулем мы переведем планшет в авиарежим. Интегральное исследование времени жизни планшета от батарейки с включенным радиомодулем в типичных пользовательских сценариях — тема отдельного исследования.

Будем держать экран всегда включенным. С точки зрения пользователя, при активном использовании планшета экран включен, а в период покоя — выключен. При выключенном экране мобильное устройство на базе kvadraOS уходит в сон и не выполняет полезной работы. Так что, проводя эксперименты, планшет нужно оставлять с постоянно включенным экраном. Расход энергии на него можно считать константой, одинаковой для всех экспериментов вне зависимости от загрузки вычислительных устройств. Запретим автоматическое отключение экрана в соответствующих настройках: Настройки → Экран и яркость → Время отключения экрана и выберем вариант Никогда.

Для оценки константной нагрузки от включенного экрана проведем две простых проверки.

Сначала зарядим планшет до 100%, выдернем шнур USB и дадим планшету полежать с выключенным экраном ровно 2 часа. У нас планшет за два часа разрядился на 1%. Так мы получили уровень потребления устройства в состоянии покоя. Значит, все потребление энергии, которое мы измерим потом, будет скорее связано с дополнительными нагрузками.

Затем запретим экрану выключаться, опять зарядим планшет до 100%, выдернем шнур USB и дадим планшету полежать уже со включенным экраном, тоже ровно 2 часа. На этот раз планшет разрядился на 9%. Если первая проверка, с выключенным экраном, проверяла, что нет катастрофических аномалий с железом, то эта проверка говорит, что эти 9%, собственно, накладные расходы от включенного экрана и активного CPU с запущенной на нем ОС этой версии.

Для калибровки наших измерений обратимся к специализированному измерительному стенду коллег из команды kvadraOS. Коллеги собрали его для детального изучения, сколько энергии под нагрузкой потребляют те или иные компоненты планшета. Стенд состоит из планшета (массовой партии), измерительной аппаратуры и тестовых линий от измерительного прибора к точкам подключения на материнской плате планшета.

Проводки из отверстий планшета — это как раз те тестовые линии от измерительного прибора к точкам подключения на материнской плате
Проводки из отверстий планшета — это как раз те тестовые линии от измерительного прибора к точкам подключения на материнской плате

Коллеги, которые разрабатывают kvadraOS, подтверждают, что наши измерения соответствуют наблюдениям на стенде.

Дисклеймер: дальнейшие обновления kvadraOS могут поменять полученные значения достаточно существенно. За время проведения экспериментов коллеги доработали части операционной системы, влияющие на энергоэффективность, и работа по улучшению kvadraOS, естественно, продолжится. Но для нашего эксперимента достаточно такого замера.

Метод проведения запусков. Для экспериментов мы будем использовать консольное приложение. Но как делать запуски в adb shell, если планшет переведен в авиарежим? Для этого придется подключаться к планшету по USB. Но и тут есть проблема: подключение по USB дополнительно заряжает батарейку.

При каждом запуске приложения мы:

  1. Стартуем с полного заряда, чтобы USB-подключение в момент запуска не добавляло неконтролируемый заряд батарейке.

  2. Ставим на 2 часа запуск персистентного процесса с помощью утилиты nohup и быстро-быстро вытаскиваем USB-шнур.

  3. Затем приходим через два часа, снова подключаемся по USB и инспектируем логи.

Условные 5 секунд, которые планшет в начале эксперимента был еще подключен по USB, дают пренебрежимую погрешность измерений энергопотребления на фоне 2 часов времени работы одного теста. А если в начале эксперимента в скрипте поставить sleep 5 –, то тестируемое приложение даже не начнет запуск, когда мы вытащим USB-шнур. За это время CPU не успеет раскрутиться на полную, и энергопотребление при подключенном USB будет минимальным.

Небольшое отступление про «научность метода» сбора данных

Обычно методология бенчмаркинга производительности подразумевает детальный контроль тактовых частот CPU, привязки процессов к конкретным ядрам CPU и исключение всех внешних «раздражителей». Иначе невозможно надежно отличить собственно исследуемую нагрузку от «фоновой». Ведь исследуемое приложение живет не в вакууме, а в операционной системе, активирующей различные фоновые процессы. К тому же в реальности пользователь может (и обязательно будет) одновременно запускать несколько приложений.

Тут мы попробуем проплыть между двумя крайностями.

С одной стороны, у нас не микробенчмаркинг. Строго контролируемый, научный подход к бенчмаркингу мы не сможем воспроизвести. Наши нагрузки — сложные, большие приложения, состоящие из нескольких фреймворков. И запускаемое приложение вместе со всеми библиотеками тянет на полгигабайта бинарных файлов. Мы не сможем реализовать нагрузки, похожие на реалистичный пользовательский сценарий, в виде изолированных микробенчмарков. И, стараясь сделать процесс запусков приближенным к пользовательскому сценарию, мы не должны ограничивать тактовые частоты CPU и окружение. Точно так же это не будет делать конечный пользователь. Поэтому наши измерения неизбежно будут «плыть» — вопрос лишь в том, насколько сильно.

С другой стороны, мы не делаем интегральное пользовательское тестирование, которое часто можно увидеть в рецензиях новых гаджетов: техноблогер неделю ходит с девайсом под мышкой на работу и в сауну, стараясь использовать все фичи. У нас задача изолированная: оценить, можно ли достаточно уверенно выбрать конкретный вычислительный девайс (CPU, GPU или NPU) у планшета KVADRA_T для определенного класса нагрузок.

Так как мы проводим относительное сравнение, а не замер абсолютных показателей, в нашем эксперименте мы лишь делаем однотипные запуски повторяющегося вычисления и смотрим на разряд батареи. Проснулась ОС больше или меньше раз? Поднялась ли тактовая частота CPU тут и там? Если делать однотипные запуски на несколько часов, «дрожания» железа и софта выровняются и сгладятся, а влияние «внешних раздражителей» станет более-менее похожим на константное. Для экспериментов, описанных в статье, мы выбрали два часа как минимальное время запуска теста для усреднения «шумящих» показателей (и максимальное для нашего терпения).

Метод контроля разряда батарейки. Расход мы будем контролировать с помощью logcat. В adb shell запустим:

logcat -d | grep healthd | grep = | tail -n 2

Получим строки вида:

08-29 02:35:11.959   485   485 W healthd : battery l=81 v=8110 t=34.5 h=2 st=3 c=-512000 fc=9000000 chg=
08-29 02:36:41.815   485   485 W healthd : battery l=81 v=8104 t=34.5 h=2 st=3 c=-512000 fc=9000000 chg=

Тут нас интересуют:

  • дата 08-29 02:35:11.959 (месяц, день, час, минуты, секунды),

  • l = 81 — 81% заряда батареи,

  • c = –512000: отрицательное значение — идет разряд батареи, положительное — батарея заряжается, ноль — батарея заряжена.

Контроль значений из logcat будем делать в самом начале и конце персистентного процесса (persistent process), запускаемого с помощью nohup. В результате будем смотреть на разницу в заряде батареи.

Скрипт запуска нагрузочного теста будет выглядеть примерно так:

echo "sleep 5s"
sleep 5s

echo "Fingerprint:"
getprop ro.vendor.build.fingerprint

echo "time before benchmarking"
date

echo ${EXPERIMENT_NAME}
echo 
echo "energy before benchmarking: "
logcat -d  | grep healthd | grep = | tail -n 2
echo

export RUN="./${APP} ${RUN_OPTIONS} ${THREADING_OPTIONS}"
echo ${RUN} ${LIMIT}
${RUN} ${LIMIT}

echo "time after benchmarking:"
date

echo
echo "energy after benchmarking:"
logcat -d  | grep healthd | grep = | tail -n 2

Запускать его будем так:

nohup ./run_script.sh &

Тестовое приложение для нагрузочного тестирования

Для экспериментов возьмем демонстрационное приложение распознавания лиц, функционально эквивалентное сценарию разблокировки планшета по изображению с камеры (face unlock). Обработка каждого изображения из входящего потока состоит из трех стадий:

  • Детекция лица (face detection) — поиск лиц на картинке.

  • Распознавание лиц (face recognition) — для каждого найденного лица: распознавание относительно заготовленных образцов.

  • Проверка подлинности лица (face anti-spoofing, antispoof) — для каждого найденного лица: защита от подделок, проверка на аутентичность. Планшет должен уметь определять, что к нему подошел истинный владелец, а не злоумышленник с его портретом.

Каждая стадия обработки входящего изображения состоит из:

  • препроцессинга изображения (строго на CPU),

  • собственно инференса (на CPU, GPU или NPU),

  • постпроцессинга (строго на CPU).

Пре- и постпроцессинг изображений делается полностью на CPU. В нашем приложении эти стадии обработки кадра занимают несущественное время (доказывающие это цифры и графики будут в разделе с результатами), и от применения GPU скорее станут медленнее.

А вот инференс для каждой стадии в этом приложении можно отправлять на любое из доступных устройств. Для инференса на CPU и GPU используется TFLite 2.17.0, а на NPU работает вендорский фреймворк (для конкретности ниже его будем обозначать аббревиатурой VFNPU). Стадии обработки кадра используют публичные модели топологий blaze_face, ghostfacenet и minifasnet в форматах .tflite и бинарном формате VFNPU (результат нашей конверсии .tflite моделей в этот формат, используя конвертер моделей из пакета VFNPU). С поддержкой ghostfacenet, в целом, возникли проблемы, которые мы опишем позже.

Размер моделей и их глубина (в формате .tflite):

  • blaze_face: объем данных порядка мегабайта, 353 скрытых слоя,

  • ghostfacenet: 15.5MB, 241 слой,

  • minifasnet: 1.7 MB, 361 слой.

При этом «сложность» инференса существенно варьируется от слоя к слою. Также для каждого типа слоев она зависит от мета-параметров этого слоя: размерности сверток, наличия нетривиальных страйдов и так далее.

В разных фреймворках инференса каждый слой нейросети для каждого типа вычислительного устройства оптимизирован по-разному. Поэтому заранее точно предсказать производительность инференса по глубине сети или ее архитектуре (топологии сети, используемым слоям) почти никогда нельзя.

Есть нюанс в типах данных. Модели для TFLite выполняются в точности fp32, но этот тип данных нативно не поддерживается железом NPU — для него модели конвертированы в fp16 фреймворком от вендора.

В рамках эксперимента мы не стали сравнивать инференс моделей, «квантизованных» нами в различные типы данных (fp16, int16, int8, ...). Для этого потребовалось бы дополнительно проверять качество квантизации. Грубо говоря, проверять, что модель, исходно рассчитанная при инференсе в fp32 определять на изображении котиков, после квантизации в int8 все еще определяет котиков. А это выходит за рамки статьи.

Тем не менее, TFLite позволяет производить наиболее вычислительно нагруженные части вычисления в fp16 при входной модели с весами в fp32. Это некоторый компромисс. Пользователь не должен производить предварительные манипуляции с входной моделью, конвертируя ее из fp32 в fp16. При этом TFLite производит конверсию между fp32 и fp16 «на лету», достигая двукратных ускорений на тех CPU, которые уже поддерживают fp16. Подробнее — здесь.

Выбранное для теста приложение — консольное. Оно должно максимально нагрузить вычислительные устройства работой в сценарии, приближенном к настоящему, но при этом исключить влияние смежных устройств и библиотек. Например, мы не хотим учитывать время на захват кадра с камеры и копирование данных этого кадра между различными HW-устройствами и слоями API в ОС. Поэтому мы заранее приготовили подборку фотографий с различным количеством лиц на каждой (в среднем по одному лицу на изображение) и при запусках будем циклически пробегаться по ней.

Приложение принимает аргументы командной строки, с помощью которых можно:

  • Задать время работы эксперимента (например, 2 часа).

  • Для каждой из трех стадий по отдельности: проводить ли инференс на CPU, GPU или NPU,

  • Для каждой из трех стадий по отдельности: какое количество потоков использовать на выбранном устройстве. Можно и не указывать, тогда используются настройки по умолчанию.

Пример запуска

Перед тем как перейти к результатам экспериментов, покажем, как они у нас получались. Для примера рассмотрим детальный лог одного из запусков. Этот файл — содержимое файла nohup.out, который можно найти в директории запуска после команды nohup ./run_script.sh &.

Детальный лог одного из запусков
sleep 5s

Fingerprint:
Kvadra/ts11_consumer/ts11:12/kvadraOS_Nightly_Release_2024-08-21/builduser08210506:userdebug/release-keys

time before benchmarking
Sat Aug 24 21:12:05 MSK 2024

Running inferences on: CPU (blazeface, tflite, 4cores), NPU (ghostfacenet, auto), NPU (minifasnet, auto)

energy before benchmarking: 
08-25 15:44:58.686   485   485 W healthd : battery l=100 v=8650 t=27.5 h=2 st=3 c=320000 fc=9000000 chg=
08-25 15:45:01.358   485   485 W healthd : battery l=100 v=8518 t=28.0 h=2 st=3 c=-256000 fc=9000000 chg=

./face_recognition_demo_omit-frame-pointer -dfd CPU -dreid NPU -das NPU --nthreads_fd=4 -i data/images --loop --noshow --detailed_report --db data_base.json --time 7200
[ INFO ] Create face detection model
[ INFO ] Inference adapter: TFLite 2.17.0
[ INFO ] Loading model to CPU device
[ INFO ] Preparing inputs/outputs for model
[ INFO ] 	Model inputs:
[ INFO ] 		input: FP32 [1,192,192,3]
[ INFO ] 	Model outputs:
[ INFO ] 		reshaped_classifier_face_4: FP32 [1,2304,1]
[ INFO ] 		reshaped_regressor_face_4: FP32 [1,2304,16]
[ INFO ] Create face recognition model
[ INFO ] Loading model to NPU device
[ INFO ] 	Model inputs:
[ INFO ] 		serving_default_input_5:0: FP16 [1,112,112,3]
[ INFO ] 	Model outputs:
[ INFO ] 		StatefulPartitionedCall:0: FP16 [1,512]
[ INFO ] Initialize antispoof model
[ INFO ] Loading model to NPU device
[ INFO ] 	Model inputs:
[ INFO ] 		input: FP16 [1,3,80,80]
[ INFO ] 	Model outputs:
[ INFO ] 		Identity: FP16 [1,3]
[ INFO ] Time limit: 7200 sec
[ INFO ] 
[ INFO ] Total elapsed time: 7200.1 s
[ INFO ] Total processed frames: 125471
[ INFO ] Total metrics report:
[ INFO ] 	Latency: 56.1 ms
[ INFO ] 	FPS: 17.4
[ INFO ] 
[ INFO ] Face Detection Stage
[ INFO ] ---------------------
[ INFO ] Total Latency: 9.99 ms
[ INFO ] Average Detections Count: 1.0
[ INFO ] BlazeFace metrics report:
[ INFO ] Average Latency: 9.92 ms
[ INFO ] 	Pre-processing : 1.73 ms
[ INFO ] 		- Color Convert       : 0.15 ms
[ INFO ] 		- Create Tensor       : 0.45 ms
[ INFO ] 		- Interop             : 0.14 ms
[ INFO ] 		- Normalize           : 1.60 ms
[ INFO ] 		- Resize              : 1.43 ms
[ INFO ] 	Inference      : 8.16 ms
[ INFO ] 	Post-processing: 0.02 ms
[ INFO ] 
[ INFO ] Antispoofing Stage
[ INFO ] ---------------------
[ INFO ] Total Latency: 5.03 ms
[ INFO ] Average Inferences Count: 1.0
[ INFO ] MiniFASNetV2 metrics report:
[ INFO ] Average Latency: 4.80 ms
[ INFO ] 	Pre-processing : 0.97 ms
[ INFO ] 		- Create Tensor       : 2.55 ms
[ INFO ] 		- Crop                : 425.97 ms
[ INFO ] 		- Interop             : 3.16 ms
[ INFO ] 		- Resize              : 157.63 ms
[ INFO ] 		- Transpose           : 35.88 ms
[ INFO ] 	Inference      : 3.83 ms
[ INFO ] 	Post-processing: 0.00 ms
[ INFO ] 
[ INFO ] Face Recognition Stage
[ INFO ] ----------------------
[ INFO ] Total Latency: 14.97 ms
[ INFO ] Average Inferences Count: 1.0
[ INFO ] GhostFaceNet metrics report:
[ INFO ] Average Latency: 14.31 ms
[ INFO ] 	Pre-processing : 1.00 ms
[ INFO ] 		- Color Convert       : 14.95 ms
[ INFO ] 		- Create Tensor       : 5.88 ms
[ INFO ] 		- Interop             : 1.83 ms
[ INFO ] 		- Warp Affine         : 618.56 ms
[ INFO ] 	Inference      : 13.31 ms
[ INFO ] 	Post-processing: 0.00 ms
[ INFO ] 
[ INFO ] Re-ID Stage
[ INFO ] ----------------------
[ INFO ] Total Latency: 0.04 ms
[ INFO ] Number of faces in data base: 2
[ INFO ] 
[ INFO ] Resources usage:
[ INFO ] 	Mean core utilization: 11.7% 8.8% 8.9% 6.2% 17.7% 32.5% 14.7% 32.0% 
[ INFO ] 	Mean CPU utilization: 16.6%
[ INFO ] 	Memory mean usage: 2.0 GiB
[ INFO ] 	Mean swap usage: 0.0 GiB

time after benchmarking:
Sat Aug 24 23:12:06 MSK 2024

energy after benchmarking:
08-25 17:44:49.835   485   485 W healthd : battery l=72 v=7952 t=33.0 h=2 st=3 c=-512000 fc=9000000 chg=
08-25 17:44:58.637   485   485 W healthd : battery l=72 v=7930 t=33.0 h=2 st=3 c=-512000 fc=9000000 chg=

Рассмотрим этот лог сверху вниз:

  1. Видим так называемый fingerprint, то есть строку-идентификатор сборки операционной системы планшета. Это полезно для отслеживания логов во время эксперимента (пока мы готовили статью, сменилось несколько прошивок kvadraOS).

  2. Текущая дата эксперимента — обратите внимание на различие в дате и времени от команды date и в логах healthd (пожимаем плечами, идем дальше).

  3. Затем лог уточняет, как именно было запущено нагрузочное тестирование. face detection — на CPU в 4 потока с помощью фреймворка TFLite, face recognition и antispoof — на NPU с помощью вендорского фреймворка в автоматических настройках распределения нагрузки по ядрам NPU.

  4. Далее идет фрагмент лога демона healthd, запущенного до нагрузочного тестирования: лог показывает, что запуск стартует со 100% заряда батареи, но разряд батареи уже начался (значение c = –256000 отрицательное).

  5. Следом видим большой блок запуска нагрузочного теста, за которым идет еще один вывод команды date и фрагмент лога healthd, собранного сразу после вычисления.

  6. Из последних строк лога видно, что вычисление закончилось в 23:12:06 (начавшись в 21:12:05 и заняв два часа) и батарейка разрядилась до 72%.

Заметьте, что бинарное имя консольного приложения содержит omit-frame-pointer. Мы собирали приложения двумя способами, в том числе с опцией -fno-omit-frame-pointer, которая полезна для профилирования приложения и раскрутки стека. Во время «пристрелочных» запусков мы проверили профайлером, что во время запуска на системные вызовы и активность ОС было потрачено пренебрежимо малое количество времени. Запуски, вошедшие в результаты эксперимента, проводились без профайлера и с использованием сборки без опции -fno-omit-frame-pointer.

Тест при запуске выдает детальный лог, показывающий, например, следующее:

  • запуск шел с ограничением по времени в 7200 сек,

  • за это время было обработано 125 471 кадра,

  • достигнуто значение метрики FPS 17.4. Проверка: делим 125 471 кадр на 7 200 секунды, получаем 17.42.

  • затем идет детализация запуска для трех стадий обработки кадра; из нее следует, что, например, в случае face detection препроцессинг составил 1.73 мс, постпроцессинг — 0.02 мс, доминировал в запуске инференс в 8.16 мс.

  • средняя загрузка CPU при запуске не превышала 17%, что логично, учитывая относительно большое время, потраченное на инференс на NPU.

Обратите внимание, что запуск модели ghostfacenet доминирует по сравнению с инференсом двух других моделей. Было бы здорово объяснить это архитектурой нейросети, но тут начинается сюжет другой статьи. Также интересно, что суммарная задержка на обработку кадра (значение Latency 56.1 мс в разделе Total metrics report) больше, чем сумма задержек трех стадий обработки кадра: куда-то «делись» 56.1 − 9.99 − 5.03 − 14.97 = 26.11 мс. Фактически они ушли на чтение кадра, копирование данных, рендеринг изображения и прочие накладные расходы.

Не удивляемся: у всякого вычисления есть накладные расходы, они же пространство/возможности для оптимизаций. Выбранное приложение не претендует на оптимальную производительность, это скорее mock функционала разблокировки планшета по лицу. При реализации рассматриваемой AI-функции в каком-то другом приложении и накладные расходы будут другими. Однако в нашем эксперименте такие дополнительные задержки делают менее очевидной связь между производительностью отдельных стадий вычисления и итоговым энергопотреблением.

Результаты

Мы провели запуски приложения в следующих комбинациях:

5f2897aac45dee5b1b38faaf8498a3f9.png

Запуски на CPU мы проводили для 1, 2 и 4 потоков. Мы не управляли тактовыми частотами и привязкой потоков к ядрам, потому что этого не будет делать пользователь.

Мы отдаем себе отчет, что в конечном высоконагруженном приложении с большим количеством AI-функций эти нагрузки могут быть размещены на совсем других ядрах. А еще — за время исполнения приложения они бы могли мигрировать с одних ядер на другие (вспоминаем, что у современных мобильных big.LITTLE-устройствах, как правило, CPU-ядра разной производительности). У нас нет цели рассмотреть в рамках статьи все возможные сценарии.

Также для запусков на CPU мы сравнивали инференс в fp32 — нативной точности исходной модели — и в fp16. Для fp16 мы модель не квантизовали, но использовали параметр нашего консольного приложения для вызова XNNPACK-делегата TFLite, предоставляющего возможность принудительного инференса в fp16 независимо от метаданных модели. В таком случае данные «на лету» конвертируются из fp32 в fp16.

При выборе параметров для наших запусков мы столкнулись с несколькими проблемами, связанными с ограниченной поддержкой модели ghostfacenet для стадии face recognition. Инференс для нее завершается аварийно в двух случаях:

  • при запуске с GPU делегатом TFLite,

  • при запуске с XNNPACK в качестве CPU-делегата TFLite в точности fp16.

Изучение причин падений и их исправление — не тема этой статьи. Мы просто отбросили все комбинации неуспешных запусков. Поэтому, запуская другие модели на GPU, инференс именно этой модели мы проведем на CPU или NPU. И при запусках на CPU используем референсный CPU-делегат.

Для запусков на GPU мы использовали настройки по умолчанию. Оптимальным подбором параметров запуска на GPU мы не занимались по двум причинам. Во-первых, это отдельная большая работа. Во-вторых, как мы уже писали, для этой статьи нас интересовала поддержка вычислительных устройств фреймворками «из коробки», без тонкой доводки.

При инференсе на NPU мы различали следующие запуски:

  • в настройке по умолчанию,

  • запуск всего инференса на одном ядре NPU,

  • запуск на трех ядрах сразу.

Пояснение. Фреймворк от вендора различает четыре вида управления потоками: автоматический, где распределение нагрузки между тремя ядрами NPU определяется фреймворком, и три режима распределения нагрузки между одним, двумя и тремя ядрами сразу. Тут мы проверили три варианта из четырех.

Время обработки одного кадра

Сначала посмотрим, куда тратится время в процессе обработки одного кадра. На примере запуска H, лог которого мы уже приводили в предыдущей секции:

22e47d990efcbab87a18cc7121596047.png

Здесь цветовая гамма (синий, оранжевый, серый, зеленый) соответствует цветовой гамме диаграмм, приведенных в следующем разделе:

  • зеленый обозначает инференс на NPU,

  • серый — инференс на CPU,

  • остальные цвета (синий, оранжевый) — исполнение различных подготовительных и иных вычислений на CPU.

  • розовый — суммарные накладные расходы на обработку кадра, специфичную для этого демо-приложения, которую мы обсуждали в предыдущей секции.

Сравнение производительности инференса на различных устройствах

Следующие три графика для каждой стадии обработки кадра (face detection, face recognition, antispoof) сравнивают производительность инференса на различных вычислительных устройствах (CPU, GPU и NPU). Для наглядности, кроме времени инференса, мы также добавили время выполнения препроцессинга и постпроцессинга соответствующей стадии обработки кадра.

1f6dcfaae9757bd786819cefcf65bf92.png37b47ddb8e88e5b00b145598eabb69db.png5a816e4bd30b8e03f7f295c96f7873f6.png

Что мы видим на этих графиках?

Во-первых, для всех трех стадий обработки кадра доминирует инференс, а производительность инференса моделей для разных стадий измеримо отличается. Посмотрим на запуск E: для face detection инференс составляет 5.45 мс, для face recognition — 13.7 мс, для antispoofing — 3.92 мс.

Во-вторых, разница в производительности инференса для «хороших» (более быстрых) и «плохих» (более медленных) запусков составляет в среднем 3-4 раза. Сравним запуски О и Е для face detection: время работы инференса 14.11 мс против 5.45 мс — разница в 2.5 раза. Для face recognition разница между запусками A и M составляет уже 3.2 раза, а для antispoofing разница между запусками О и H и вовсе 4.4.

Для antispoofing и face recognition виден существенный разрыв в производительности между «хорошими» и «плохими» запусками: почти все «плохие» столбики очень высокие, а «хорошие» — низкие. Для face detection это менее заметно, тут спектр значений более равномерный.

Также для AI-сценария разблокировки планшета по изображению с камеры препроцессинг составляет небольшую (чаще — незначительную) часть вычисления, а постпроцессинг и вовсе вносит микроскопический вклад (NB: для других AI-сценариев это может быть совсем не так). Лишь для face detection препроцессинг составляет сколько-нибудь значимую часть времени от обработки кадра. Мы даже убрали числовые значения для постпроцессинга с графиков для antispoofing и face recognition: значения там не более 0.01 мс.

Соотношение FPS и разряда батарейки

Но время работы каждой стадии обработки кадра, к сожалению, не влияет напрямую на время работы от батарейки. Если смотреть на эксперимент целиком, во всей его двухчасовой длительности, данные выглядят так:

ab8c6d13b48f5395448fd214b3dce438.png

Такое отображение данных скорее мешает понять происходящее, чем помогает. Для метрики FPS чем больше значение, тем лучше. А для метрики Discharge (разряд батареи) наоборот. Из-за этого трудно на глазок сравнивать запуски друг с другом. Тем не менее, отсюда видно, что запуски с бо́льшим значением FPS могут давать худшее значение разряда. Иными словами, быстрее не всегда значит лучше для батареи. Например, FPS у запуска E (значение 18.0) выше, чем у запуска F (значение 9.7), но для времени жизни от батареи запуск F лучше (20% разряда против 23.5%).

Для лучшей наглядности построим график с этими двумя метриками по разным осям и обозначим для полученных точек фронт Парето.

22ece1f8c00fc2d565afdf832cede3b6.png

Такие диаграммы строят, когда есть две равнозначно полезные метрики и нужный пользователю баланс между показателями этих метрик зависит от контекста. Невозможно заранее выбрать, что пользователю важнее: максимальная производительность (FPS) с неважно каким значением разряда (battery discharge) или, наоборот, минимальный разряд при неважно каком значении производительности.

Каждый запуск, дающий пару (FPS, значение разряда батареи), изображается точкой на диаграмме. При этом идеальный запуск — это такой, для которого значение FPS максимально, а разряд батареи минимален — обозначался бы точкой в правом нижнем углу диаграммы.

Все точки, оказывающиеся выше и левее очерченной огибающей наших измерений (так называемому фронту Парето), заведомо хуже точек, которые попали на эту огибающую. Те запуски, что выше и левее фронта Парето, в равной степени неудовлетворительны и по значению разряда, и по значению производительности. В то же время запуски, попавшие на фронт Парето, оказываются в равной степени неплохи — как минимум до тех пор, пока пользователь не озвучит свои предпочтения.

К каким выводам и ответам нас приводит диаграмма

Запуски с самым быстрым инференсом в отдельных стадиях (запуск Е для face detection, запуск M для face recognition и запуск H для antispoofing) не попали на фронт Парето. Быстро в отдельных стадиях — не всегда хорошо для запуска в целом.

Помогает ли энергоэффективности использование GPU?

Запуски K, L и M c использованием GPU даже близко не подходят к фронту Парето. По «плохости» они сравнимы с запуском A (CPU работает в 1 поток на всех трех) и запусками S, H и C (во всех трех запусках CPU обрабатывает инференс как минимум одной модели в 4 потока, производя вычисления в fp32).

Вывод: GPU этого конкретного планшета, с текущим драйвером и качеством оптимизаций в GPU-делегате TFLite, скорее мешает экономить батарею, чем помогает.

Помогает ли переход от fp32 к fp16 при инференсе на CPU?

  • Запуск D против E: запуск Е с вычислением в fp16 оказался прямо на фронте Парето — он и быстрее, и менее прожорливый для батареи.

  • F против G: ничего сказать нельзя — оба плохи.

  • H против I: запуск I оказался на фронте Парето.

  • Q против R: ничего сказать нельзя — оба плохи.

  • S против T: запуск T оказался чуть менее прожорливым для батареи.

Вывод: инференс в fp16 скорее помогает, чем нет.

Сколько ядер CPU лучше использовать?

  • Сравним запуски R и T: запуск R, исполняющий antispoofing в два потока, оказался более удачным, чем запуск T, делающий то же самое в четыре потока.

  • В паре запусков K и L хуже запуск, исполняющий face recognition в четыре потока, — хотя, для справедливости, оба запуска плохи (очень далеки от правого нижнего угла диаграммы).

  • В паре запусков A и C аналогичный вывод сделать нельзя: у запуска А лучше энергоэффективность, но хуже показатель FPS, у запуска C — наоборот. Они несравнимы.

Вывод: Запуск в один поток явно плох. Однозначный выбор между запусками в два и четыре потока сделать нельзя. Пояснительная бригада: закончить вычисление на CPU побыстрее и дать CPU побыстрее заснуть — внешне разумная идея, объясняющая неудачу запусков в один поток (у CPU велико статическое потребление энергии, запуск в один поток просто оттягивает уход в сон). Но выигрыш во времени запуска, в отличие от электропотребления, растет не пропорционально числу используемых потоков. Для подробных и точных выводов нам тут не хватает данных. Для этой статьи ключевое наблюдение в том, что CPU хотя бы иногда, для некоторых моделей, оказывается разумным выбором по сравнению с NPU — об этом чуть ниже.

Помогает ли управление числом ядер для данного NPU и его фреймворка?

  • Точно не помогает выбор всех трех ядер NPU: запуски F, G и О проводились именно так — итог печальный. Запуск О оказался на фронте Парето, но при одинаковом разряде с запуском N (17%) запуск О дает практически вдвое меньший FPS, чем запуск N. А нам FPS и так не хватает.

  • Запуски N и P оказались на диаграмме очень близки друг к другу. Запуск P, проводившийся с указанием одного ядра NPU, оказался чуть лучше запуска N, проводившегося с указанием автоматического распределения нагрузки между ядрами NPU.

  • Аналогично, запуски E и I оказались весьма близки друг к другу на диаграмме — тут разница в позициях на графике может быть близка к порядку ошибки измерений.

Вывод: В нашем эксперименте запуски нагрузки на трех ядрах NPU дали стабильно неудовлетворительные результаты. А вот использование одного ядра или автоматическая балансировка нагрузки показали себя одинаково хорошо.

Какие запуски в итоге попали на фронт Парето и оказались максимально близки к нему?

  • Запуски, максимально задействующие NPU (O, N, P) для всех трех стадий обработки кадра: минимальный разряд батареи (17–18%) и инференс порядка 15 FPS (для N и P).

  • Запуски E и I, оставляющие face detection на CPU, а остальные две стадии — на NPU: тут разряд батареи порядка 24%, но и частота обработки кадра подросла до 18 FPS.

Добавим к этому, что разница в пару FPS вряд ли окажет существенное влияние на user experience. Получили 15 FPS или 18 FPS при обработке кадра — это все равно примерно вдвое меньше показателя, при котором пользователь вообще не заметит процесса обработки (для этого нужно как минимум 30 FPS). А вот 15 FPS против 8.6 FPS — это уже почти вдвое лучше. Вот так мы только что озвучили свои экспертные предпочтения для выбора «наилучшей» точки на фронте Парето.

Наилучшими запусками стали N и P, дающие 15 FPS и 17–18% разряда батареи за 2 часа эксперимента. В запусках N и P мы используем только NPU. Если же мы хотим использовать CPU для инференса, то наилучший вариант использовать CPU — в 4 потока, в точности fp16 и только для стадии face detection с моделью blaze_face.

Также интересно, что запуски c NPU стабильно более энергоэффективны. Несмотря на то, что задержка в случае обработки инференса на стадии face detection на NPU выше (12.19–14.11 мс), чем на CPU (от 5.45 мс)!

В заключение

Для инференса нейросетей придумали специальное устройство — NPU, и в большинстве случаев выполнять его желательно именно на нем.

Мы с помощью экспериментов проверили, что настройки по умолчанию для фреймворка NPU от вендора работают хорошо. При выборе режима запуска нагрузок на NPU точно не стоит делать запуск на трех ядрах NPU. Иногда запуск инференса в одно ядро NPU помогает, но существенного прироста производительности и энергоэффективности это не даст.

Наш эксперимент показывает, что эффект от использования GPU c GPU-делегатом фреймворка TFLite 2.17.0 на планшете KVADRA_T строго отрицательный (если мы оцениваем энергоэффективности таких запусков). Возможно, будущие оптимизации GPU-делегата исправят ситуацию, однако в нашем случае для этого как минимум необходима поддержка модели ghostfacenet и ей подобных.

Мы также подтвердили экспериментально, что во всех случаях использовать NPU выгоднее для энергоэффективности. Но, если очень хочется «поднажать», для некоторых нейросетей можно использовать CPU: чуть выиграем в FPS, чуть проиграем во времени жизни планшета от батареи.

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    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 22:04 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

    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 01:48 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 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 10:36 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. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 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 or Call +1(406)2729101

  • 13.12.25 18:54 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 or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 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 or Call +1(406)2729101

  • 18.12.25 20:55 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 or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 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 or Call +1(406)2729101

  • 20.12.25 16:03 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.

  • 06.01.26 00:54 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 15:05 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 16:06 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.

  • 06.01.26 16:07 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 06.01.26 16:14 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 17:03 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.  http://www.solidblockforensics.com

  • 09.01.26 17:11 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.

  • 10.01.26 14:28 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 11.01.26 03:16 austinjarvis

    I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.

  • 12.01.26 16:24 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.

  • 13:04 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 13:05 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 15:53 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.

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