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Как прикрутить нейросеть к SDR: распознавание речи в GNU Radio

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В этой статье я продолжу рассказ об использовании GnuRadio. Начнём с лабораторных работ по исследования генераторов и фильтров, амплитудной и частотной модуляции. Это поможет глубже понять возможности GnuRadio. Дальше я покажу, как с помощью GnuRadio можно сделать несложный диктофон, способный записывать звук в формате wav.

После этого займемся распознаванием речи — сделаем свой собственный блок для GnuRadio на базе нейросети Whisper.cpp. Добавим этот блок в диктофон, а также в FM-приёмник, о котором я рассказывал в предыдущей статье “Как собрать собственный SDR-приёмник в GnuRadio без паяльника”.

Диктофон и приёмник будут записывать звук в wav-файлы, а результаты распознавания речи — в текстовые файлы.

Эксперименты с генератором и осциллографом

Наверное, почти у каждого радиолюбителя, конструирующего радиоаппаратуру, есть дома генератор и осциллограф. Но даже если нет, то с помощью GnuRadio можно собрать виртуальный стенд для экспериментов с этими устройствами.

Смотрим сигналы различной формы

Для начала создадим простейшую установку из генератора звуковой частоты и осциллографа. В этом нам помогут блоки Signal Source и QT GUI Time Sink, выступающие в качестве генератора и осциллографа, соответственно (рис. 1).

Рис. 1. Подключаем осциллограф к генератору
Рис. 1. Подключаем осциллограф к генератору

Установите параметры блока Signal Source как это показано на рис. 2.

Рис. 2. Параметры блока Signal Source
Рис. 2. Параметры блока Signal Source

Здесь мы задали рабочую частоту генератора Frequency, равную 1 КГц, и синусоидальную форму сигнала Waveform. Частота дискретизации Sample Rate задана в переменной samp_rate и равна 32 КГц.

После запуска программы на экране появится окно осциллографа, на котором вы увидите сразу два сигнала (рис. 3).

Рис. 3. Две осциллограммы в окне приложения
Рис. 3. Две осциллограммы в окне приложения

Но почему здесь видно два сигнала, а не один?

Дело в том, что источник Signal Source по умолчанию работает в режиме Output Type, заданном как Complex. При этом генерируется сигнал с двумя составляющими — реальной (обозначается как I) и мнимой (обозначается как Q).

Когда тип установлен как complex, блок QT GUI Time Sink показывает эти сигналы в виде двух отдельных графиков. Вы можете отключить ненужный график, щелкнув ссылку Signal 1 или Signal 2 (рис. 4).

Рис. 4. Показываем только одну составляющую сигнала Signal 1
Рис. 4. Показываем только одну составляющую сигнала Signal 1

Масштаб по вертикали можно регулировать колёсиком мыши. Если же надо растянуть или сжать осциллограмму, то это лучше всего сделать, меняя значение параметра Number of Points блока QT GUI Time Sink. На рис. 5 показана осциллограмма при установке для этого параметра значения, равного 256.

Рис. 5. Масштабирование осциллограммы по вертикали и горизонтали
Рис. 5. Масштабирование осциллограммы по вертикали и горизонтали

Настраивая параметр Waveform блока Signal Source, можно задать различную форму сигнала: синус, косинус, прямоугольный, треугольный и пилообразный сигнал (рис. 6).

Рис. 6. Пилообразный сигнал
Рис. 6. Пилообразный сигнал

В поле Offset можно задать комплексное значение:

complex(-1, 0.2)

Здесь график реальной составляющей сигнала будет сдвинут на -1, а мнимой — на 0.2 (рис. 7).

Рис. 7. Сдвинутые графики реальной и мнимой составляющей
Рис. 7. Сдвинутые графики реальной и мнимой составляющей

Генератор Signal Source в состоянии выдавать не только комплексный сигнал, но и сигнал float, int, short и byte. Проведите эксперименты с этими типами сигналов самостоятельно, устанавливая их в поле Type блока QT GUI Time Sink.

Файл generator.grc диаграммы для этого раздела вы найдёте в моём репозитории на GitHub. Файлы из этого репозитория были созданы в программе GNU Radio Companion версии 3.10.12.0 (Python 3.12.9), запущенной на Microsoft Windows 11.

Изучаем спектрограммы сигналов

Для изучения спектра сигнала подключим к источнику Signal Source блок анализатора спектра QT GUI Time Sink (рис. 8).

Рис. 8. Подключен анализатор спектра QT GUI Time Sink
Рис. 8. Подключен анализатор спектра QT GUI Time Sink

Обратите внимание, что источник выдаёт синусоидальный сигнал. После запуска программы мы увидим спектр, состоящий из одного главного пика (рис. 9).

Рис. 9. Спектр синусоидального сигнала
Рис. 9. Спектр синусоидального сигнала

Если внимательно посмотреть на рис. 9, то можно увидеть, что слева и справа от основного пика находятся очень небольшие боковые лепестки. Их появление связано с дискретной обработкой сигнала.

Для получения спектра блок QT GUI Time Sink использует быстрое преобразование Фурье (Fast Fourier Transform, FFT). Оно позволяет определить, какие частоты содержит сигнал.

Перед выполнением спектрального анализа для уменьшения искажений спектра выполняется оконная функция, которую можно задать в параметре Window Type блока QT GUI Time Sink.

Получите спектры сигналов различной формы, задавая форму сигнала в параметре Waveform блока Signal Source. На рис. 10 показан спектр меандра.

Рис. 10. Спектр меандра
Рис. 10. Спектр меандра

Спектр треугольного сигнала содержит меньше пиков (рис. 11).

Рис. 11. Спектр треугольного сигнала
Рис. 11. Спектр треугольного сигнала

Проведите самостоятельно эксперименты с сигналами различной формы, доступными в блоке Signal Source.

Файл fft.grc с анализатором спектра доступен в репозитории Github.

Добавляем водопад

Для визуализации спектра сигнала в современных приёмниках SDR часто применяется так называемый водопад (waterfall). Это графическое отображение изменений спектра сигнала во времени.

На водопаде интенсивность сигнала показывается цветом. Слои спектра постоянно сдвигаются вниз аналогично эффекту падающей воды, отсюда и название.

С помощью водопада можно отлеживать появление и исчезновение станций, наблюдать шумы и слабые сигналы, оценивать вид модуляции и ширину полосы передачи.

Добавим в нашу диаграмму модуль QT GUI Waterfall Sink, отображающий водопад (рис. 12).

Рис. 12. Добавлен водопад на базе модуля QT GUI Waterfall Sink
Рис. 12. Добавлен водопад на базе модуля QT GUI Waterfall Sink

На рис. 13 показаны результаты добавления водопада в окно программы.

Рис. 13. Добавлен водопад
Рис. 13. Добавлен водопад

При добавлении водопада указана центральная частота Center Frequency, равная частоте генератора Signal Source, а именно 1 КГц. Как видите, полосы на водопаде соответствуют пикам спектрограммы, а их цвет зависит от амплитуды этих пиков.

Для экспериментов с водопадом вы можете загрузить файл waterfall.grc из репозитория.

Собираем генератор качающейся частоты

С помощью блоков GnuRadio можно собрать генератор качающейся частоты. Сделаем такой генератор для звукового диапазона.

С помощью блока Signal Source в этом генераторе будет вырабатываться пилообразный сигнал частотой 1 Гц. Он будет управлять частотой сигнала, создаваемого генератором VCO (Voltage controlled oscillator), частота которого зависит от управляющего напряжения. Для контроля сигнал от VCO будет подаваться на блок осциллографа QT GUI Time Sink, а также на звуковую плату компьютера через блок Audio Sink (рис. 14).

Рис. 14. Диаграмма генератора качающейся частоты
Рис. 14. Диаграмма генератора качающейся частоты

Обратите внимание, что в переменной samp_rate записана частота дискретизации, равная 44.1 КГц, подходящая для работы с звуковыми сигналами.

Настройка параметров блока Signal Source, создающего пилообразный сигнал, показаны на рис. 15.

Рис. 15. Параметры блока Signal Source
Рис. 15. Параметры блока Signal Source

Пилообразная форма сигнала задана значением Saw Tooth в поле Waveform. При этом частота сигнала указана равной 1 Гц в поле Frequency.

На выходе генератора формируются данные в формате float с амплитудой, равной единице. За это отвечают поля Output Type и Amplitude, соответственно. Смещение Offset указано равным нулю.

Параметры генератора VCO, управляемого напряжением, показаны на рис. 16.

Рис. 16. Параметры генератора VCO
Рис. 16. Параметры генератора VCO

Параметр Sample Rate задаёт частоту дискретизации. Мы указываем здесь переменную samp_rate со значением 44.1 КГц.

Параметр Sensitivity задаёт коэффициент преобразования входного сигнала в отклонение частоты генератора. Иными словами, он определяет, на сколько изменится мгновенная частота VCO при изменении входного значения на 1.

В нашем случае с пилообразного генератора поступает сигнал в диапазоне от -1 до 1. Сумматор Add добавляет значение 1.5. В итоге на вход VCO поступает сигнал в диапазоне от 0.5 до 2.5.

В блоке VCO используется формула:

\begin{flalign}\omega(t) = \mathrm{Sensitivity}\cdot x(t) &&\end{flalign}

Параметр Sensitivity задается в радианах в секунду на единицу входного сигнала. Чтобы получить отклонение частоты в герцах, нужно разделить значение этого параметра на 2π

\begin{flalign}\Delta f = \frac{\mathrm{Sensitivity}}{2\pi} &&\end{flalign}

В нашем случае частота VCO плавно изменяется примерно от 64 Гц до 318 Гц. Для примера рассчитаю Sensitivity для VCO так, чтобы частота изменялась от 300 до 3000 Гц.

У нас на выходе генератора пилы напряжение изменяется в диапазоне от -1 до 1, значит полный размах входа:

\begin{flalign}\Delta x = 2 &&\end{flalign}

Воспользуемся формулой:

\begin{flalign}\Delta f = \frac{\mathrm{Sensitivity}}{2\pi}\cdot x &&\end{flalign}

При изменении частоты от 300 Гц до 3000 Гц полная ширина диапазона составит:

\begin{flalign}\Delta f_{span} = 3000 - 300 = 2700\ \text{Гц} &&\end{flalign}

Чтобы при изменении входа на 2 частота изменилась на 2700 Гц должно выполняться:

\begin{flalign}\frac{\mathrm{Sensitivity}}{2\pi}\cdot 2 = 2700 &&\end{flalign}

Отсюда:

\begin{flalign}\mathrm{Sensitivity} = \pi\cdot 2700 \approx 8482\ \text{рад/с} &&\end{flalign}

Теперь вычислим смещение. Средняя частота диапазона вычисляется так:

\begin{flalign}f_{center} = \frac{300+3000}{2} = 1650\ \text{Гц} &&\end{flalign}

Соответствующее среднее значение входа:

\begin{flalign}x_{center} = \frac{f_{center}}{\Delta f_{span}/2} = \frac{1650}{1350} \approx 1.22 &&\end{flalign}

Для диапазона 300–3000 Гц при сигнале входе от -1 до 1 нужно смещение:

\begin{flalign}x_{offset} = \frac{300+3000}{2}\cdot \frac{2\pi}{\mathrm{Sensitivity}}\approx \frac{1650\cdot 2\pi}{8482} \approx 1.22 &&\end{flalign}

Таким образом, для диапазона частот от 300 Гц до 3000 Гц установите в блоке VCO параметр Sensitivity, равный 8500, а в блоке Constant Source параметр Constant равным 1.22.

Файл диаграммы sweep.grc можно скачать из репозитория на Github.

Проверяем полосовой фильтр

Теперь, когда у нас есть генератор качающейся частоты, подключим к нему полосовой фильтр (рис. 17).

Рис. 17. Добавляем полосовой фильтр к генератору качающейся частоты
Рис. 17. Добавляем полосовой фильтр к генератору качающейся частоты

Для установки диапазона изменения частоты от 200 Гц до 5 КГц в блоке VCO устанавливаем параметр Sensitivity равным 15080, а значение константы Constant в блоке Constant Source равным 1.083.

К выходу блока VCO подключен полосовой фильтр Band Pass Filter, для которого установлена полоса пропускания от 400 Гц до 3400 Гц в параметрах Low Cutoff Freq и High Cutoff Freq, соответственно.

Файл диаграммы sweep-filter.grc можно скачать в репозитории на Github.

Сигнал до и после полосового фильтра попадает на блоки водопада QT GUI Waterfall Sink, а также на аудио вход через блок Audio Sink. На водопадах хорошо заметна работа полосового фильтра, вырезающего из входного сигнала полосу (рис. 18).

Рис. 18. Работа полосового фильтра
Рис. 18. Работа полосового фильтра

Изменяя параметры полосового фильтра, вы можете пропускать нужные вам частоты и задерживать остальные.

Генерируем модулированные сигналы

Для передачи сигналов по радиоканалам используются различные виды модуляции несущего сигнала. С помощью GnuRadio вы можете сгенерировать модулированные сигналы, изучить их осциллограммы и спектр.

Амплитудная модуляция

При амплитудной модуляции полезный сигнал (например, звуковой) изменяет амплитуду несущего сигнала. Сигнал амплитудной модуляции с несущей (AM, DSB-LC, Double Sideband, Large Carrier) формируется следующим образом:

\begin{flalign}s(t) = (1 + k\cdot m(t))\cdot \cos(2\pi f_c t) &&\end{flalign}

В этой формуле k задаёт коэффициент модуляции. Единица прибавляется для сохранения несущей, а сама несущая задается как (\cos(2\pi f_c t). Выражение m(t) задаёт модулирующий сигнал, а f_c — частоту несущей.

Для генерации сигнала АМ я собрал в GnuRadio диаграмму, показанную на рис. 19.

Рис. 19. Генератор сигнала с амплитудной модуляцией
Рис. 19. Генератор сигнала с амплитудной модуляцией

Модулирующий сигнал частотой 1000 Гц и амплитудой, равной единице, генерируется с помощью первого блока Signal Source. Второй такой блок создаёт сигнал несущей с частотой 50 КГц.

Блок Multiply Const совместно с блоком QT GUI Range позволяет регулировать глубину модуляции, изменяя амплитуду модулирующего сигнала. Далее к этому сигналу с помощью блока Add Const добавляется единица (несущая составляющая).

Блок Multiply получает на один из своих входов модулирующий сигнал, а на другой — сигнал несущей частоты. К его выходу подключен блок Throttle, ограничивающий скорость потока данных и нагрузку на процессор.

Готовый сигнал АМ с выхода блока Throttle поступает для контроля на осциллограф, водопад и анализатор спектра (рис. 20).

Рис. 20. Сформированный сигнал с амплитудной модуляцией
Рис. 20. Сформированный сигнал с амплитудной модуляцией

Регулируя глубину модуляции при помощи одноимённого движка, можно получить сигнал со слабой модуляцией или перемодулированный сигнал (рис. 21).

Рис. 21. Перемодулированный сигнал
Рис. 21. Перемодулированный сигнал

На спектрограмме и водопаде видны боковые полосы, отстоящие от несущей на 1 КГц, то есть на частоту модуляции.

Для эксперимента попробуйте в качестве модуляции использовать не синусоидальный сигнал, а меандр, выбрав в блоке модулирующего сигнала Signal Source параметр Waveform как Suare. Как и следовало ожидать, в сигнале появится множество боковых полос (рис. 22).

Рис. 22. Боковые полосы при модуляции меандром
Рис. 22. Боковые полосы при модуляции меандром

Создавая реальные радиопередающие устройства, очень важно следить за спектром излучаемого сигнала, чтобы не было помех.

Файл диаграммы am.grc доступен в репозитории на Github.

Частотная модуляция

При частотной модуляции частота несущей изменяется модулирующим сигналом. Выходной сигнал с частотной модуляцией определяется формулой:

\begin{flalign}s(t) = \cos\left(2\pi f_c t + k_f \int m(t)\,dt\right) &&\end{flalign}

Для генерации сигнала FM в GnuRadio имеется блок WBFM Transmit. Используем его в генераторе (рис. 23).

Рис. 23. Диаграмма генератора FM
Рис. 23. Диаграмма генератора FM

Блок Multiply Const совместно с блоком QT GUI Range изменяет амплитуду модулирующего сигнала, влияя таким образом на девиацию частоты.

Здесь для модуляции используется генератор частотой 600 Гц.

В схеме блок WBFM Transmit формирует FM-сигнал в комплексной базовой полосе с центральной частотой 0 Гц. Частота 600 Гц, заданная в блоке Signal Source, является частотой модулирующего сигнала. Реальная радиочастотная несущая в данной схеме не формируется (рис. 24).

Рис. 24. Осциллограмма и спектр сигнала FM
Рис. 24. Осциллограмма и спектр сигнала FM

Файл диаграммы fm.grc можно скачать из моего репозитория в Github.

Для формирования несущей используем другую схему (рис.25).

Рис. 25. Схема генератора FM с формированием несущей
Рис. 25. Схема генератора FM с формированием несущей

Здесь добавлен генератор несущей на базе блока Signal Source с частотой 100 КГц. Сигнал несущей перемножается с частотно-модулированным сигналом от блока WBFM Transmit при помощи блока Multiply. Результат показан на рис. 26.

Рис. 26. Добавлена несущая частота 100 КГц
Рис. 26. Добавлена несущая частота 100 КГц

Проведите эксперимент по изменению девиации с помощью слайдера. Вы увидите, как с увеличением девиации будет увеличиваться количество боковых полос и ширина полосы спектра сигнала (рис. 27).

Рис. 27. Расширение спектра сигнала при увеличении девиации
Рис. 27. Расширение спектра сигнала при увеличении девиации

Файл диаграммы fm-1.grc доступен в репозитории.

Собираем диктофон с распознаванием речи

Теперь я расскажу, как с помощью GnuRadio можно сделать диктофон, способный не только записывать звук в wav-файл, но и распознавать во входном потоке речь. Результаты распознавания будут сохранены в текстовый файл.

Для распознавания речи мы будем использовать Whisper.cpp — высокопроизводительную реализацию модели распознавания речи, запуская её локально, без обращения к внешним сервисам.

Проект Whisper.cpp использует модели Whisper — систему автоматического распознавания речи, обученную на 680 000 часах многоязычных и многозадачных размеченных данных, собранных из открытых веб-источников.

Первый вариант диктофона

Прежде чем мы займёмся распознаванием речи, сделаем простой вариант диктофона, записывающего звук в wav-файл. Для записи и воспроизведения звука я использовал микрофон от Web-камеры Logitech, подключенный к порту USB, и головные телефоны, соединенные с выходом звуковой платы компьютера.

Схема первого варианта диктофона показана на рис. 28.

Рис. 28. Схема простейшего диктофона
Рис. 28. Схема простейшего диктофона

Звуковой сигнал от микрофона поступает от блока Audio Source. Параметры этого блока показаны на рис. 29.

Рис. 29. Параметры блока Audio Source
Рис. 29. Параметры блока Audio Source

Обратите внимание, что здесь в параметре Device Name я указал имя драйвера микрофона как «Микрофон (Logi C270 HD WebCam)». Этот параметр позволяет задать, с какого микрофона из числа подключенных к компьютеру нужно получать звуковой сигнал.

Вы можете оставить этот параметр пустым, и тогда будет использовано системное устройство, или указать точное имя устройства, как оно отображается в диспетчере устройств Windows (рис. 30).

Рис. 30. Список микрофонов в Microsoft Windows
Рис. 30. Список микрофонов в Microsoft Windows

Также список всех аудиоустройств, у которых есть хотя бы один входной канал, можно получить в консоли с помощью программы drivers_mic.py:

import sounddevice as sd
devices = sd.query_devices()
for i, dev in enumerate(devices):
    if dev['max_input_channels'] > 0:
        print(f"{i}: {dev['name']} - {dev['max_input_channels']} input channels")

Перед запуском программы установите из командной строки модуль sounddevice:

pip install sounddevice

Программа покажет на консоли список всех аудиоустройств с входными каналами:

$ python drivers_mic.py
0: Переназначение звуковых устр. - Input - 2 input channels
1: Микрофон (Logi C270 HD WebCam) - 1 input channels
2: Microphone (High Definition Aud - 2 input channels
6: Первичный драйвер записи звука - 2 input channels
7: Микрофон (Logi C270 HD WebCam) - 1 input channels
8: Microphone (High Definition Audio Device) - 2 input channels
14: Микрофон (Logi C270 HD WebCam) - 1 input channels
15: Microphone (High Definition Audio Device) - 2 input channels
18: Микрофон (HD Audio Microphone) - 2 input channels
19: Микрофон (Logi C270 HD WebCam) - 1 input channels

Вы можете скопировать нужное имя устройства в параметр Device Name блока Audio Source.

Сигнал от микрофона поступает на два фильтра High Pass Filter и Band Pass Filter. Первый из них отфильтровывает паразитную частоту 50 Гц, а второй пропускает сигналы с частотами от 200 Гц до 3400 Гц (соответствуют речевому диапазону). В качестве эксперимента попробуйте ограничить полосу пропускания сверху значением 2400 Гц, а также расширить её до 5 КГц.

Сигнал после полосового фильтра контролируется с помощью водопада и осциллографа (рис. 31), а также подаётся на выход звуковой платы компьютера.

Рис. 31. Водопад и осциллограмма звукового сигнала с микрофона
Рис. 31. Водопад и осциллограмма звукового сигнала с микрофона

Чтобы записать данные в файл, используется блок Wav File Sink. Параметры этого блока показаны на рис. 32.

Рис. 32. Параметры блока Wav File Sink
Рис. 32. Параметры блока Wav File Sink

Обратите внимание на параметр File, задающий полный путь к файлу, в который будут записаны звуковые данные. Для прослушивания записанного файла можно использовать, например, стандартное приложение Медиаплеер из состава Microsoft Windows или другую подходящую программу.

Диаграмма dictaphone.grc находится в моём репозитории.

Добавляем распознавание речи

Диктофон с распознаванием речи может пригодится, например, для записи и расшифровки совещания в аудитории или в других аналогичных случаях.

Диаграмма диктофона с распознаванием речи не выглядит очень сложно (рис. 33).

Рис. 33. Диаграмма диктофона с распознаванием речи
Рис. 33. Диаграмма диктофона с распознаванием речи

Как видно из этой диаграммы, после полосового фильтра Band Pass Filter, как и в предыдущей версии диктофона, сигнал поступает на блок записи wav-файла Wav File Sink, на осциллограф, анализатор спектра и водопад, а также на блок Whisper.cpp Recognition.

Блок Python Block

Рассматривая диаграмму диктофона, нетрудно догадаться, что распознавание речи «спряталось» в блоке Whisper.cpp Recognition. Он создан с использованием блока Embedded Python Block, который входит в состав GnuRadio. На базе этого блока можно сделать обработчик сигнала, если добавить в него код обработки на Python. Этот код можно написать таким образом, чтобы он решал нужные вам задачи, например, распознавание речи.

Создайте в Gnu Radio Companion новую диаграмму, добавив в нее блок Python Block, а затем откройте параметры этого блока (рис. 34).

Рис. 34. Параметры блока Python Block
Рис. 34. Параметры блока Python Block

Затем щелкните кнопку Open in Editor. Откроется редактор кода, заданный в программе Gnu Radio Companion по умолчанию. В качестве такого редактора я задал Sublime Text (рис. 35).

Рис. 35. Код блока Python Block в окне редактора Sublime Text
Рис. 35. Код блока Python Block в окне редактора Sublime Text

Для установки редактора по умолчанию в ОС Microsoft Windows 11 я прописал путь к исполняемому файлу редактору в параметре editor секции [grc] файла C:\Users\[имя_пользователя]\AppData\Roaming\.config\gnuradio\config.conf:

[grc]
canvas_default_size = 1280, 1024
canvas_font_size = 8
default_flow_graph = 
editor = C:\Program Files\Sublime Text 3\sublime_text.exe

После редактирования файла перезапустите Gnu Radio Companion.

По умолчанию для добавленного блока Python Block создаётся программа умножения входного сигнала на константу:

import numpy as np
from gnuradio import gr
class blk(gr.sync_block): 
    def __init__(self, example_param=1.0):        
        gr.sync_block.__init__(
            self,
            name='Embedded Python Block',
            in_sig=[np.complex64],
            out_sig=[np.complex64]
        )
        self.example_param = example_param
    def work(self, input_items, output_items):
        output_items[0][:] = input_items[0] * self.example_param
        return len(output_items[0])

В этой программе используются две библиотеки — numpy для работы с массивами данных и gr из gnuradio — базовый модуль GNU Radio для создания пользовательских блоков.

Класс blk наследуется от gr.sync_block и представляет собой синхронный блок. В нём на каждый входной элемент формируется один выходной элемент.

Конструктор init определяет параметры блока, которые будут доступны в интерфейсе GRC. В данном случае параметр example_param — это вещественное число, используемое как коэффициент усиления (или ослабления) сигнала.

Вызов базового конструктора gr.sync_block.__init__ задаёт имя блока name, отображаемое в GRC. Также задаётся тип входного сигнала in_sig и выходного out_sig сигналов как комплексных чисел np.complex64.

Метод work представляет собой вычислительный цикл блока, который вызывается планировщиком GNU Radio каждый раз, когда на входе появляются новые данные. В данном случае метод умножает весь входной буфер на заданную константу:

output_items[0][:] = input_items[0] * self.example_param

Операция выполняется как векторная с высокой производительностью за счёт использования NumPy.

Метод work возвращает значение, сообщая GNU Radio, сколько элементов было обработано и записано в выходной буфер:

return len(output_items[0])

Блок Whisper.cpp Recognition

Вернёмся к описанию блока Whisper.cpp Recognition, выполняющего распознавание речи в нашем диктофоне. Рассмотрим основные моменты в коде распознавания речи.

В конструкторе указано, что тип входных данных in_sig не комплексный, как в примере выше, а с плавающей запятой np.float32. Что касается выходных данных, то их нет, поэтому out_sig задан как None:

gr.sync_block.__init__(
  self,
  name="Whisper.cpp Recognition",
  in_sig=[np.float32],
  out_sig=None
)

Метод work принимает входные данные в формате float32, преобразует их в 16-битные и накапливает данные во внутреннем буфере. При достижении заданной длительности буфера копия данных передаётся в очередь для распознавания. При завершении этот метод возвращает количество обработанных сэмплов:

def work(self, input_items, output_items):
   audio = (input_items[0] * 32767).astype(np.int16)
   self.buffer.extend(audio)
   if len(self.buffer) >= self.sample_rate * self.buffer_seconds:
      self.queue.put(self.buffer.copy())
      self.buffer.clear()
   return len(input_items[0])

Метод worker_thread обрабатывает аудиоданные в отдельном потоке, извлекая буферы с данными из очереди. Извлеченные буферы передаются на распознавание методу process_audio:

def worker_thread(self):
   while True:
      try:
         item = self.queue.get(timeout=1)
         if item is None:
            break
         self.process_audio(item)
         except queue.Empty:
            if self.stop_event.is_set():
               break

Метод process_audio распознаёт один фрагмент аудио, сохраняя текст в файл. Сначала этот метод сохраняет буфер аудио во временный wav-файл и запускает whisper.cpp через subprocess с заданной моделью и языком. Далее метод извлекает распознанный текст из потока стандартного вывода и записывает результат в почасовой текстовый файл с немедленной синхронизацией на диск.

После обработки временный wav-файл удаляется. Ошибки записываются в отдельный файл. Код метода process_audio показан ниже:

def process_audio(self, buffer_data):
   with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as f:
      wav_path = f.name

   try:
      with wave.open(wav_path, "wb") as wf:
         wf.setnchannels(1)
         wf.setsampwidth(2)
         wf.setframerate(self.sample_rate)
         wf.writeframes(
            np.array(buffer_data, dtype=np.int16).tobytes()
         )

         cmd = [
            self.whisper_path,
            "-m", self.model_path,
            "-f", wav_path,
            "-l", "ru",
            "--no-timestamps"
         ]

         si = subprocess.STARTUPINFO()
         si.dwFlags |= subprocess.STARTF_USESHOWWINDOW

         result = subprocess.run(
            cmd,
            stdout=subprocess.PIPE,
            stderr=subprocess.PIPE,
            startupinfo=si,
            text=True,
            encoding="utf-8",
            timeout=120
         )

         text = result.stdout.strip()
         if text:
            hour_file = self.get_hour_file_path()
            if hour_file != self.current_hour_file:
               self.current_hour_file = hour_file

            with open(self.current_hour_file, "a", encoding="utf-8") as f:
               f.write(text + "\n")
               f.flush()
               os.fsync(f.fileno())

     except Exception as e:
         with open(self.error_log, "a", encoding="utf-8") as f:
             f.write(str(e) + "\n")

     finally:
        if os.path.exists(wav_path):
             os.remove(wav_path)

Обратите внимание на этот фрагмент, создающий список аргументов cmd для запуска внешней программы whisper.cpp:

cmd = [
   self.whisper_path,
   "-m", self.model_path,
   "-f", wav_path,
   "-l", "ru",
   "--no-timestamps"
]

Здесь параметры self.whisper_path и self.model_path указывают пути к исполняемому файлу whisper-cli.exe и к файлу модели для распознавания речи. Параметр wav_path задаёт путь к временно созданному wav-файлу с данными аудио.

Чтобы улучшить качество распознавания речи на русском языке, в параметре -l "ru" задан русский язык распознавания.

Параметр --no-timestamps отключает вывод временных меток в результатах, оставляя только текст.

Следующий фрагмент кода выполняет распознавание речи из временного wav-файла и возвращает результат в переменную result:

si = subprocess.STARTUPINFO()
si.dwFlags |= subprocess.STARTF_USESHOWWINDOW
result = subprocess.run(
   cmd,
   stdout=subprocess.PIPE,
   stderr=subprocess.PIPE,
   startupinfo=si,
   text=True,
   encoding="utf-8",
   timeout=120
)

После завершения процесса текст берётся из result.stdout для записи в файл

Перед распознаванием конфигурируются параметры запуска внешнего процесса:

si = subprocess.STARTUPINFO()
si.dwFlags |= subprocess.STARTF_USESHOWWINDOW

Здесь subprocess.STARTUPINFO() создаёт объект с настройками запуска процесса, а si.dwFlags |= subprocess.STARTF_USESHOWWINDOW устанавливает флаг для отмены показа консольного окна при запуске процесса на Windows.

Обратите внимание на настройку блока Whisper.cpp Recognition (рис. 36).

Рис. 36. Настройка параметров блока Whisper.cpp Recognition
Рис. 36. Настройка параметров блока Whisper.cpp Recognition

Здесь указаны пути к Whisper.cpp, к модели и каталогу, в который будут записаны wav-файл и текстовые файлы с результатами распознавания.

Установка Whisper.cpp и загрузка моделей

Сначала установите Whisper.cpp. Все доступные дистрибутивы есть на странице https://github.com/ggml-org/whisper.cpp/releases.

Для Windows 11 я загрузил файл whisper-bin-x64.zip. Распакуйте архив в каталог c:/whisper. Чтобы проверить правильность распаковки убедитесь, что в этом каталоге есть файл whisper-cli.exe.

Далее нужно скачать модель с этой страницы. Я выбрал модель ggml-large-v3.bin, но есть и модели меньшего размера ggml-medium.bin и ggml-small.bin, которые вы тоже можете попробовать в работе. Файлы моделей запишите в каталог c:\whisper\models.

Запуск диктофона с распознаванием речи

Вы можете запустить диктофон из программы Gnu Radio Companion обычным способом или через ярлык на рабочем столе Windows. В окне программы вы увидите водопад, осциллограмму с спектрограмму входного сигнала (рис. 37).

Рис. 37. Работа диктофона с распознаванием речи
Рис. 37. Работа диктофона с распознаванием речи

Произнесите в микрофон какие-нибудь слова и цифры, а потом закройте окно программы. Звук будет записан в файл C:\gnuradio_files\records.wav, а результаты его распознавания — в файл с именем вида recognized_2025-12-28_12.txt в том же каталоге.

Конечно, результат распознавания с моделью ggml-small.bin не идеален, но цифры распознаются очень точно. Вот пример:

1, 2, 3, 4, 5, 6, 7, 8, 9, 10. Раз, два, три, четыре, пять, вышел зайчик погулять. Друг охотникова бегает, прямо в зайчик и стреляет. 5-4-3-2-1
Стоп.
[музыка] [музыка]
Смешка

Вы можете также попробовать другие модели или отрегулировать усиление микрофона, чтобы амплитуда на осциллографе не выходила за единицу и не появились искажения.

Чтобы запустить программу с рабочего стола, создайте ярлык, указав в поле Объект путь вида:

C:\ProgramData\radioconda\pythonw.exe "C:\\GnuRadioLab\recognizer.py"

При этом рабочая папка должна быть такой: C:\ProgramData\radioconda. Для запуска программы этим методом просто щёлкните созданный ярлык.

Полный код программы для распознавания речи есть в моём репозитории. Там же вы найдете файл диаграммы recognizer.grc.

Собираем приёмник с распознаванием речи

Только что я показал, как можно сделать диктофон с распознаванием речи. Теперь расскажу, как с помощью той же самой технологии можно сделать и FM-приёмник, который записывает передачу в wav-файл, а результаты распознавания речи в передаче — в текстовый файл (рис. 38).

Рис. 38. Приёмник FM с распознаванием речи
Рис. 38. Приёмник FM с распознаванием речи

За основу я взял приёмник, описанный в разделе «Добавляем регулировки и настройки» из статьи «Как собрать собственный SDR-приёмник в GnuRadio без паяльника».

После блока Multiply Const я добавил здесь блок Wav File Sink для сохранения звуковой записи принятой передачи в wav-файл и блок распознавания речи Whisper.cpp Recognition, взятый от только что описанного диктофона.

В блоке QT GUI Range, предназначенном для перестройки приёмника по частоте, я указал начальную частоту 95.6 МГц. В моём районе на этой частоте вещает радиостанция, передающая много текста.

Настраивая блок Wav File Sink, я указал путь к сохранению wav-файла как C:\gnuradio_files\fm-records.wav.

Настройки блока Whisper.cpp Recognition в точности такие же, как и в диктофоне с распознаванием речи. И программа распознавания, составленная на языке Python, точно такая же.

На рис. 39 показано окно приёмника с распознаванием речи в работе.

Рис. 39. Окно приёмника с распознаванием речи в работе
Рис. 39. Окно приёмника с распознаванием речи в работе

На рис. 40 вы можете увидеть содержимое текстового файла с результатами распознавания речи принятой FM-радиостанции.

Рис. 40. Результаты распознавания речи FM-радиостанции
Рис. 40. Результаты распознавания речи FM-радиостанции

Как видите, можно очень легко скопировать функционал распознавания речи из диктофона в приёмник FM простым добавлением блоков.

В моём репозитории на Github вы найдете программу распознавания, а также файл диаграммы FM-Radio-Regulator-Recognition.grc.

Итоги

В этой статье я продолжил рассказ о мощном инструменте GnuRadio. Сначала я показал, как с его помощью можно проводить эксперименты с генератором и осциллографом, не имея под рукой этих приборов в виде физического оборудования. Далее вы узнали, как довольно быстро собрать диктофон и FM-приёмник без паяльника, но с записью звука и распознаванием речи.

Возможность распознавания речи на собственном оборудовании представляется мне довольно интересной. Например, можно расшифровывать файлы записи переговоров между клиентами и службой поддержки, а потом передать расшифровку нейросети, например, чтобы определить общую тональность беседы и создания выжимку. Что касается распознавания речи в потоке, то оно тоже возможно, однако требует мощного оборудования с GPU.

Пишите в комментариях, какие темы вам интересны в области GnuRadio или распознавания речи своими силами, без привлечения коммерческих сервисов.

Автор @AlexandreFrolov

НЛО прилетело и оставило здесь промокод для читателей нашего блога:
-15% на заказ любого VDS (кроме тарифа Прогрев) — HABRFIRSTVDS.

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  • 26.11.25 19:13 James Robert

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 20:04 deborah113

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

  • 27.11.25 23:48 elizabethrush89

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

  • 27.11.25 23:48 elizabethrush89

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

  • 28.11.25 00:08 VERONICAFREDDIE809

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:43 elizabethmadison

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

  • 28.11.25 11:43 elizabethmadison

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 30.11.25 20:37 robertalfred175

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 02.12.25 02:21 donald121

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

  • 02.12.25 15:05 Matt Kegan

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

  • 03.12.25 09:22 tyrelldavis1

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

  • 03.12.25 21:01 VERONICAFREDDIE809

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

  • 03.12.25 22:17 Tonerdomark

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

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 04:35 Tonerdomark

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

  • 04.12.25 10:32 Tonerdomark

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

  • 04.12.25 18:25 smithhazael

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

  • 04.12.25 21:45 elizabethrush89

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

  • 04.12.25 21:45 elizabethrush89

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

  • 05.12.25 08:35 into11

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

  • 05.12.25 08:48 Tonerdomark

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

  • 06.12.25 01:44 Tonerdomark

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  • 06.12.25 01:48 Tonerdomark

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  • 06.12.25 10:36 Thomas Muller

    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.

  • 19.01.26 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

  • 19.01.26 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

  • 19.01.26 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.

  • 07:48 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

  • 07:50 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

  • 10:42 Tonerdomark

    I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.

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