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Н Новости

Запускаем Yolo на пятирублёвой монете или Luckfox Pico Mini

Размер платы немного больше пятирублёвой монеты
Размер платы немного больше пятирублёвой монеты

В данной статье речь пойдет про использование платы Luckfox Pico Mini. Я расскажу про особенности, её настройку, а также о том как запускать на ней нейронные сети для детекции объектов с камеры (Yolov8). Всё дальнейшее повествование опирается на желание автора использовать устройство для обработки изображений нейронными сетями в реальном времени (или почти). При этом обработка изображений не может работать изолированно от других устройств общей системы, поэтому в статье также будет рассмотрена интеграция Luckfox Pico с внешней периферией.

О серии плат

Luckfox Pico - серия плат для разработки на основе процессоров Rockchip RV1103 и RV1106.

В плане вычислительной мощности между данными процессорами большой разницы нет. Приведу концептуальные схемы устройства процессоров из даташитов:

RV1103
RV1103
RV1106
RV1106

У RV1106 есть некоторые дополнительные интерфейсы для внешних устройств, а в остальном процессоры похожи.

Компания Luckfox выпускает различные одноплатники, но меня больше всего заинтересовал самый маленький по размерам Luckfox Pico Mini.

Есть две версии этого одноплатника:

  • Luckfox Pico Mini A

  • Luckfox Pico Mini B

Разница в наличии Flash памяти у B версии
Разница в наличии Flash памяти у B версии

B версия отличается от A только наличием распаянной на плате Flash памятью на 128 Мб. На Flash можно поставить операционную систему, но 128 Мб - как - то мало (в 2024 году, разумеется), поэтому особого смысла в Flash памяти нет, хотя его можно использовать в качестве резервного хранилища важных данных, например, логов.

На данный момент стоимость A версии с учётом доставки немного больше 900 рублей:

В начале августа она стоила дешевле
В начале августа она стоила дешевле

Характеристики платы:

Processor

RV1103 -> Cortex [email protected] + RISC-V

NPU

0.5TOPS, supports int4, int8 and int16

ISP

Input 4M @30fps (Max)

Memory

64MB DDR2

USB

USB 2.0 Host/Device

Camera

MIPI CSI 2-lane

GPIO

17 × GPIO pins

Default Storage

Mini A: TF card (Not included)

Mini B: SPI NAND FLASH (128MB)

Главный интерес вызывает NPU, который позволяет проводить инференс нейронных сетей с достаточно большой скоростью (относительно инференса на процессоре). Отношение размера платы к её возможностям радуют.

57e93167e60a19200a297f9da6f4996f.png

Масса платы чуть больше четырёх грамм.

26542d2c6a141ed7d62eeb39b7a7a6c8.png

На плате имеется 17 GPIO пинов, некоторые из которых могут реализовывать различные протоколы проводной связи - SPI, UART, I2C:

Pinout
Pinout

UART2 используется для отладки/альтернативного взаимодействия с платой. Также плата поддерживает Ethernet, в отзывах на товар я нашёл такую фотографию:

Фотография из отзыва на Aliexpress
Фотография из отзыва на Aliexpress

Установка Linux

Для платы существует 2 основных образа - сборка на основе Buildroot и сборка на Ubuntu. Все готовые образы можно найти здесь, также вы можете собрать свой, но в этой статье про это рассказываться не будет. Для большинства задач будет достаточно образа на основе Buildroot, в нём есть всё что нужно и даже лишнее, что мы позднее отключим. Именно его я и использую на своих Luckfox Pico Mini:

Нужный образ можно скачать с гугл диска(firmware/buildroot)
Нужный образ можно скачать с гугл диска(firmware/buildroot)

Скачанный архив нужно распаковать где - нибудь. Установить операционную систему можно на Flash память или SD карту. Как было сказано ранее, объём Flash памяти на данной плате невелик или вообще отсутствует в A версии, поэтому я подробно расскажу про установку операционной системы на SD карту.

Установка на Flash

Для установки операционной системы на встроенный Flash есть утилита upgrade_tool. Она работает и под Linux, и под Windows.

C записыванием образа на SD карту есть некоторые сложности. В документации разработчики предлагают использовать проприетарный SocToolkit, который должен работать под Windows и Linux. У меня воспользоваться им не получилось. В разделе “SDTool” в поле выбора SD карты для прошивки было пусто. При этом я запускал программу от рута, запускал на разных операционках: Arch Linux, Ubuntu, Windows 10, Windows 11. Также подключал SD карту через разные адаптеры. Утилита не хотела её видеть, при этом система показывала, что она есть (пробовал форматировать в FAT32, а также полностью удалял все разделы и оставлял её неразмеченной). В итоге на гитхабе я нашёл Python-скрипт blkenvflash.py от комьюнити, который позволяет из под линукса записать образ.

Вы можете попробовать воспользоваться SocToolkit (запускайте от root/админа), возможно у вас он заработает, официальная инструкция.

Про Linux

Далее в статье будут приводиться примеры кросс-компиляции кода для Luckfox, которая работает только под Linux (кросс-компилятор проприетарный и бинарников под Windows нет). Поэтому рекомендую сразу подготовить виртуальную машину/WSL/реальное устройство с Linux, если такого нет. Есть ещё альтернативный вариант - Google Colab, про него будет рассказано далее.

Как использовать blkenvflash.py:

  • Вам нужен компьютер с Linux и Python 3

  • SD карту необходимо полностью отформатировать, так чтобы на ней не было ни одного раздела, только неразмеченное пространство. Я для этого использую GParted

  • Скрипт blkenvflash.py необходимо поместить в директорию с распакованным образом операционной системы, которую вы собираетесь установить

  • Далее через команду lsblk посмотрите путь/название вашей SD карты в системе (если она автоматически примонтировалась - отмонтируйте её). В моём случае это /dev/sda1

6c8b09b850e454a69f41ac02e84936bc.png
  • Далее из директории с образом нужно запустить blkenvflash.py от рута:

sudo python3 blkenvflash.py /dev/sda1

Вместо /dev/sda1 подставляйте путь к вашей SD карте.

  • Если всё правильно, то через некоторое время скрипт успешно завершит свою работу.

Теперь можете вставлять SD карту в Luckfox Pico Mini:

Контактами к плате
Контактами к плате

Подавать питание можно через пин VBUS (5 Вольт) или через type c разъём (тоже 5 Вольт). Так же type c используется для взаимодействия с платой через компьютер (на Luckfox Pico нет wifi). После подачи питания вы увидите мигающий красный светодиод, судя по документации, он мигает не просто так, а служит индикатором активности платы.

Также в целях отладки вы можете подключить USB TTL переходник на пины UART2. Через него можно видеть все логи запуска системы, а также использовать виртуальный терминал. Но стоит обратить внимание на одну деталь - при использовании данного интерфейса FPS инференса нейросети на плате по какой - то причине упал на несколько единиц, поэтому использовать UART2 нужно только для отладки.

Кроме отладочного UART’а к плате можно подключиться следующими способами:

  • ADB (Android Debug Bridge)

    Этот способ я использую как основной, так можно удобно через команды adb push и pull перекидывать файлы и директории с хоста на плату и наоборот.

    На Linux он ставится легко:

    sudo apt install adb # Debian Based (Ubuntu)

    sudo pacman -Sy adb # Arch based

    Далее если всё правильно установлено, то команда adb shell откроет терминал вашей платы.

Мы внутри...
Мы внутри...

Если adb выдаёт ошибки вида: “недостаточно привилегий”, то попробуйте выполнить следующие команды:

adb kill-server
sudo adb start-server
adb shell
  • Виртуальная сеть через USB

Данный способ позволяет через USB организовать локальную сеть между вашим компьютером и Luckfox Pico, также можно настроить раздачу интернета с вашего компьютера. Реализация такого подключения зависит от вашей операционной системы.

Настройка

Добавления swap

Swap
Swap

Изначально в официальном Buildroot образе нет swap раздела, а встроенной оперативной памяти не хватает для всех задач. Например, у меня не хотела запускаться Yolo (не хватало памяти для загрузки модели) при подключенной CSI камере (для неё, кстати, память (24 Mb) аллоцируется статически при запуске системы). Следующие команды добавят 7.8G свопа (используется оставшееся пространство на SD карте, поэтому у вас может быть другое значение):

mkfs.ext4 /dev/mmcblk1p8 # оставляйте всё по-умолчанию, нажимайте Enter в качестве ответа на вопросы
mkswap /dev/mmcblk1p8
swapon /dev/mmcblk1p8

Затем через команду free вы можете проверить, что swap добавился:

Вроде есть
Вроде есть

Но swap нужно включать (swapon) после каждой перезагрузки, поэтому автоматизируем этот процесс через initd (эта система инициализации используется в официальном buildroot образе). Для этого переходим в директорию /etc/init.d и выполняем следующую команду:

echo '#!/bin/sh
case $1 in
    	start)
            	swapon /dev/mmcblk1p8
            	;;
    	stop)
            	;;
    	*)
            	exit 1
            	;;
esac' > S90autoswap

Или просто через текстовый редактор создаём файл S90autoswap с содержимым скрипта. Из коробки в buildroot образе есть только nano.

Далее выдаём права на запуск:

chmod +x ./S90autoswap

Теперь можно перезагружаться и проверять, что swap активировался автоматически.

Ещё немного оптимизации

Но проблема с нехваткой оперативной памяти добавлением swap’а полностью не решается. При подключении CSI камеры, иногда RKNN не хочет инициализировать yolo модель, выводя ошибку: “Can’t allocate memory”. Я устранил эту ошибку следующими двумя способами:

  • Перед запуском своих программ выполняю команду killall rkipc

  • Удалил авто-запуск разных ненужных мне программ

В официальном buildroot образе по умолчанию эти сервисы запускаются автоматически, вот их список (скрипты для их запуска находятся в /etc/init.d):

  • S49ntp - NTP может быть нужен, для некоторых сетевых запросов, но мне - нет

  • S50sshd - SSH я не использую, так как подключаюсь через ADB

  • S50telnet - аналогично ssh

  • S91smb - сетевые папки я не использую

  • S99python - Судя по коду внутри, скрипт нужен для автоматического запуска Python файлов из /root (boot.py, main.py), но это не системные файлы (их вообще нет). В общем, скрипт ничего полезного не делает

Для того, чтобы эти сервисы не запускались автоматически, я перенёс соответствующие скрипты в папку /oem/services_backup. Хотя вы можете их просто удалить. Также возможно отключить системные логи (syslogd, klogd), удалив их сервисы из автостарта, но я решил этого не делать.

Hello, World

Весь код под плату я буду писать на С/C++. В официальном buildroot образе предустановлен интерпретатор python, но учитывая ограничения по вычислительным ресурсам платы, нет смысла писать код под плату на питоне. Управление GPIO пинами через Python, ещё может быть и будет нормально работать, но пост-обработка результатов инференса yolo через Python - плохая идея.

Именно поэтому весь дальнейший код под одноплатник написан на C/C++. Все примеры в виде готовых структурированных проектов с Makefile/CMake (для некоторых) можно взять из моего github репозитория.

git clone https://github.com/ret7020/LuckfoxAI

Текущий пример находятся в Projects/HelloWorld.

Для компиляции вам нужен кросс-компилятор. Его бинарники есть только под Linux x86. Их можно скачать из официального github репозитория:

git clone https://github.com/LuckfoxTECH/luckfox-pico/

Кросс-компиляцию проекта можно проводить на Google Colab, здесь есть пример.

В директории tools/linux/toolchain/arm-rockchip830-linux-uclibcgnueabihf/bin находятся бинарники нужных программ (в первую очередь, нас интересуют gcc и g++). Далее для компиляции моих примеров и примеров из репозитория rknn_model_zoo нужно установить переменную среды с путём к директории кросс-компилятора:

export GCC_COMPILER=/home/stephan/Downloads/LuckFox/luckfox-pico/tools/linux/toolchain/arm-rockchip830-linux-uclibcgnueabihf/bin/arm-rockchip830-linux-uclibcgnueabihf

Обратите внимание на то, что в конце пути после последнего / добавляется ещё arm-rockchip830-linux-uclibcgnueabihf

Исходный код примера очень простой, стандартный HelloWorld:

#include <stdio.h>

int main()
{
    printf("Hello, world!\nFrom luckfox...\n");
    return 0;
}
/* Можете использовать iostream cout, вместо stdio printf, кому как нравится, 
    но не забывайте компилировать через компилятор C++ (например, g++)*/

Makefile для сборки тоже очень простой:

build:
    mkdir -p bin
    echo Using: ${GCC_COMPILER}
    ${GCC_COMPILER}-g++ main.cpp -o ./bin/hello

deploy:
    adb push ./bin/hello /oem/hello

Команда build собирает итоговый бинарник в ./bin/hello, используя указанный в переменных среды кросс-компилятор g++.

Команда deploy с помощью adb перекидывает бинарник в директорию пользователя (/oem) на Luckfox Pico.

Управление GPIO пинами

Не осциллограф конечно, но что поделать
Не осциллограф конечно, но что поделать

Рассмотрим взаимодействие с пинами через терминал, а также программным управлением. У нас есть возможность управлять пинами через линуксовую абстракцию. Схема управления следующая: сначала экспортируем пин и устанавливаем его на вход/выход (напоминает pinMode в Arduino), затем записываем/считываем из него значение, освобождаем/unexport.

Ещё раз пинаут
Ещё раз пинаут

На схеме пины имеют названия следующего вида: GPIO1_D0_d. Это название необходимо интерпретировать следующим образом:

GPIO{bank}_{group}{X}_d

Для того, чтобы рассчитать итоговый ID пина, с которым мы будем работать из под линукса нужно воспользоваться следующей формулой:

pin = bank * 32 + (group * 8 + X)

Исходя из этого, ID правого нижнего пина (GPIO1_D0_d) будет равен 56. Следующий пример показывает управление пином через терминал:

# Экспортируем в userspace (у нас появится директория gpio56 в /sys/class/gpio)
echo 56 > /sys/class/gpio/export

# Переводим его в режим “выхода”
echo out > /sys/class/gpio/gpio56/direction

# Записываем значение HIGH (1), 3.3 В, называйте как хотите
echo 1 > /sys/class/gpio/gpio56/value

# Или “выключаем” его
echo 0 > /sys/class/gpio/gpio56/value

# В конце делаем unexport
echo 56 > /sys/class/gpio/unexport

Касательно unexport стоит заметить, что состояние пина при этом не сбрасывается, оно остаётся таким же каким и было установлено.

Теперь продемонстрирую программу, которая управляет состоянием пина из кода. Фактически она делает всё тоже - самое, записывая значения в соответствующие файлы. Код программы в репозитории - Projects/GPIO.

#include <stdio.h>
#include <stdio.h>
#include <stdlib.h>
#include <unistd.h>

int main()
{
    int bank = 1;
    char group = 2;
    int X = 0;
    int linuxPin = 0;
    char result[2];
    printf("Enter pin from pinout, like example: 1 B 2 stands for GPIO1_B2_d in pinout: ");
    scanf("%d %c %d", &bank, &group, &X);
    group -= 'A';
    linuxPin = bank * 32 + (group * 8 + X);
    printf("Set to (1 or 0)?:");
    scanf("%s", &result);
    printf("Pin %d will be set to %s\n", linuxPin, result);

    // Export pin to userspace
    FILE *exportFile = fopen("/sys/class/gpio/export", "w");
    if (exportFile == NULL)
    {
   	 perror("Failed to open GPIO export file, maybe it is alreay exported or invalid?");
   	 return -1;
    }
    fprintf(exportFile, "%d", linuxPin);
    fclose(exportFile);

    // Set to output
    char directionPath[50];
    snprintf(directionPath, sizeof(directionPath), "/sys/class/gpio/gpio%d/direction", linuxPin);
    FILE *directionFile = fopen(directionPath, "w");
    if (directionFile == NULL)
    {
   	 perror("Failed to open GPIO direction file, check export");
   	 return -1;
    }
    fprintf(directionFile, "out");
    fclose(directionFile);

    // Write value
	char valuePath[50];
	snprintf(valuePath, sizeof(valuePath), "/sys/class/gpio/gpio%d/value", linuxPin);
	FILE *valueFile = fopen(valuePath, "w");
	if (valueFile == NULL) {
    	perror("Failed to open GPIO value file");
    	return -1;
	}


    fprintf(valueFile, result);
	fflush(valueFile);


    // Release pin
	fclose(valueFile);
	FILE *unexportFile = fopen("/sys/class/gpio/unexport", "w");
	if (unexportFile == NULL) {
    	perror("Failed to open GPIO unexport file");
    	return -1;
	}
	fprintf(unexportFile, "%d", linuxPin);
	fclose(unexportFile);


    return 0;
}

Сначала вам нужно ввести пин в виде 1 D 0 (означает GPIO1_D0). Далее ввести значение, которое хотите записать в пин.

Не всеми пинами можно управлять из официального образа, чтобы настроить каждый пин используется dtb (Device Tree Binary), его изменение требует пересборки ядра. Подробнее можно прочитать в документации.

Программируем UART

Судя по pinout платы, у Luckfox Pico есть: UART2, UART3, UART4.

UART2 используется для отладки, поэтому мы не можем его сконфигурировать (если речь идёт про официальный Buildroot образ, возможно, через dtb uart2 можно переназначить). В официальном Buildroot образе UART3 не настроен, его необходимо вручную сконфигурировать в dtb и пересобрать ядро. Исходя из вышесказанного, проще всего воспользоваться UART4. Его удобно настроить через luckfox-config (до raspi-config он не дотягивает).

luckfox-config

Стрелочками выбираем второй пункт “Advanced Configuration”

Advanced options
Advanced options
UART
UART

Выбираем единственный доступный UART4_M1 и переключаем его состояние на 1, enabled

UART4_M1
UART4_M1
enable
enable

Теперь можно выйти из конфигуратора. Командой luckfox-config show можно в удобной форме посмотреть текущую конфигурацию пинов платы:

luckfox-config show
luckfox-config show

Напротив UART4 для пинов GPIO1_C4 и GPIO1_C5 (10 и 11 номер на плате) будут стоять звёздочки, которые означают, что пины сконфигурированы под UART.

Если всё сделано правильно, то в /dev должен появится ttyS4:

/dev/ttyS4
/dev/ttyS4

Для проверки того, что всё работает, к пинам можно подключить реальное устройство, которое работает по UART или TTL переходник.

Пример кода отправит сообщение “ping\n”. Далее, если в ответ получит “e”, то завершит работу, иначе продолжит отправлять "ping”. Такой простой демонстрации будет достаточно.

Luckfox -> TTL (3.3V)
Luckfox -> TTL (3.3V)

Для тестирования я использовал UART TTL переходник и программу CuteCom.

Пример кода для обмена данными по UART:

#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <fcntl.h>
#include <termios.h>
#include <unistd.h>

#define UART_PATH "/dev/ttyS4"

int main()
{
    // Init part
    char serialPort[] = UART_PATH;
    char txBuf[] = "ping\n";
    struct termios tty;
    ssize_t writeLen;
    int serialFd;
    char rxBuffer[256];
    int bytesRead;

    serialFd = open(serialPort, O_RDWR | O_NOCTTY);

    memset(&tty, 0, sizeof(tty));
    

    // Setting baud
    cfsetospeed(&tty, B9600);
    cfsetispeed(&tty, B9600);

    // Generic flags
    tty.c_cflag &= ~PARENB;
    tty.c_cflag &= ~CSTOPB;
    tty.c_cflag &= ~CSIZE;
    tty.c_cflag |= CS8;
    
    while (1){
   	 writeLen = write(serialFd, txBuf, sizeof(txBuf));
   	 if (writeLen > 0)
   	 {
   		 bytesRead = read(serialFd, rxBuffer, sizeof(rxBuffer));
   		 if (bytesRead > 0) {
   			 rxBuffer[bytesRead] = '\0';
   			 printf("Recieved: %s", rxBuffer);
   			 if (rxBuffer[0] == 'e') {
   				 printf("Exit\n");
   				 return 0;
   			 }
   		 }
   	 }
    }

    return 0;
}

Скорость обмена - 9600 бод, остальные параметры “стандартные”. Под “стандартными” я имею в виду следующие:

CuteCom
CuteCom

Программируем SPI

Данный протокол может передавать данные с бОльшей скоростью и может быть полезен при подключении Luckfox к другим контроллерам в общей системе.

SPI, так же как и UART, необходимо сконфигурировать через luckfox-config. На Luckfox пользователю нормально доступна только одна SPI шинаторая используется Flash/SD памятью).

Конфигурация очень похожа на конфигурацию UART:

Advanced Options -> SPI -> SPI0_M0 -> 1 enable

Далее вас попросят ввести частоту работы шины в Герцах, максимальная - 1 МГц, поэтому вводим 1000000 и нажимаем OK. Далее, нажимая Cancel, выходим из конфигуратора.

Если всё настроено правильно, то в /sys/bus/spi/devices/ должна появиться директория spi0.0 (нулевое устройство на нулевой шине). Подробнее про настройку SPI при использовании нескольких SPI устройств, подключенных к одной шине (выбор разных Chip Select пинов) можно прочитать в официальной документации, там тоже не обойдётся без сборки dtb.

Я же покажу, как использовать Luckfox Pico в качестве Master платы, подключенной к Slave Arduino Nano.

Важное примечание

Luckfox Pico и Arduino Nano имеют разное логическое напряжение на gpio пинах. У Luckfox - это 3.3 В, у Arduino Nano - 5 В. Поэтому просто так подключать их друг - к другу нельзя (точнее можно, но есть большой риск спалить устройство с меньшим напряжением). Поэтому соединять их нужно через конвертер логических уровней. Подробнее про связь МК и одноплатника по SPI можете прочитать здесь.

Slave код на Arduino Nano:

#include <SPI.h>

bool cnt = 0;

void setup()
{
  Serial.begin(9600);
  pinMode(SS, INPUT_PULLUP);
  pinMode(MOSI, OUTPUT);
  pinMode(SCK, INPUT);
  SPCR |= _BV(SPE);
  SPI.attachInterrupt();
}

void loop(void)
{
  if (cnt != 0) {
	Serial.println("All data recieved");
	cnt = 0;
  }
 
}

ISR (SPI_STC_vect)
{
  Serial.println("New byte recieved");
  Serial.println(SPDR);
  cnt = 1;
}

Master код на Luckfox (в репозитории находится в Projects/SPITest):

#include <stdio.h>
#include <stdlib.h>
#include <stdint.h>
#include <fcntl.h>
#include <unistd.h>
#include <linux/spi/spidev.h>
#include <sys/ioctl.h>

#define SPI_DEVICE_PATH "/dev/spidev0.0"

int main()
{
    int spi_file;
    uint8_t tx_buffer[1] = {20};
	uint8_t rx_buffer[1];

    // Open the SPI device
    if ((spi_file = open(SPI_DEVICE_PATH, O_RDWR)) < 0)
    {
   	 perror("Failed to open SPI device");
   	 return -1;
    }

    uint8_t mode = SPI_MODE_0;
    uint8_t bits = 8;
    if (ioctl(spi_file, SPI_IOC_WR_MODE, &mode) < 0)
    {
   	 perror("Failed to set SPI mode");
   	 close(spi_file);
   	 return -1;
    }

    struct spi_ioc_transfer transfer = {
   	 .tx_buf = (unsigned long)tx_buffer,
   	 .rx_buf = (unsigned long)rx_buffer,
   	 .len = sizeof(tx_buffer),
   	 .speed_hz = 1000000,  // SPI speed in Hz
   	 .delay_usecs = 0,
   	 .bits_per_word = 8,
    };

    if (ioctl(spi_file, SPI_IOC_MESSAGE(1), &transfer) < 0)
    {
   	 perror("Failed to perform SPI transfer");
   	 close(spi_file);
   	 return -1;
    }

    close(spi_file);

    return 0;
}

Это максимально простой пример, который ничего полезного не делает (просто передаёт один байт с Luckfox на Arduino), но так как статья далеко не про SPI, считаю, что этого достаточно.

Использование OpenCV

Для маломощных устройств есть специальный OpenCV Mobile (форк OpenCV), в нём нет некоторых компонентов, но зато он более производительный, чем классический OpenCV. Изучить какие модули включены в Mobile версию можно в официальном GitHub репозитории проекта.

В моём репозитории демонстрация OpenCV Mobile находится в Projects/OpenCVMobile

Для простоты подключения библиотек используется система сборки CMake. Содержимое CMakeLists.txt

cmake_minimum_required(VERSION 3.5)

project(OpenCVMobile)

set(CMAKE_CXX_STANDARD 11)

SET(CMAKE_C_COMPILER "$ENV{GCC_COMPILER}-gcc")

SET(CMAKE_CXX_COMPILER "$ENV{GCC_COMPILER}-g++")

SET(CMAKE_C_LINK_EXECUTABLE "$ENV{GCC_COMPILER}-ld")

set(CMAKE_SYSTEM_PROCESSOR arm)

set(OpenCV_DIR "${CMAKE_CURRENT_SOURCE_DIR}/libs/opencv-mobile-4.10.0-luckfox-pico/lib/cmake/opencv4")

find_package(OpenCV REQUIRED)

include_directories(${OpenCV_INCLUDE_DIRS})

add_executable(OpenCVMobile main.cpp)

target_link_libraries(OpenCVMobile ${OpenCV_LIBS})

В нём указываются пути к кросс-компиляторам и путь к файлам библиотеки OpenCVMobile. На момент написания актуальная версия 4.10.0. В директории libs проекта находится скрипт download.sh, который автоматически скачает и распакует эту версию. Выполнить этот башник необходимо до начала сборки проекта.

Тестовый код для OpenCV просто создаёт и сохраняет 3 изображения:

#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <stdio.h>

int main()
{
    printf("Generating images test");
    cv::Mat redImg(480, 640, CV_8UC3, cv::Scalar(0, 0, 255));
    cv::imwrite("red.jpg", redImg);

    cv::Mat greenImg(480, 640, CV_8UC3, cv::Scalar(0, 255, 0));
    cv::imwrite("green.jpg", greenImg);

    cv::Mat blueImg(480, 640, CV_8UC3, cv::Scalar(255, 0, 0));
    cv::imwrite("blue.jpg", blueImg);
    return 0;
}

Для сборки проекта необходимо выполнить следующие команды в корне проекта (Projects/OpenCVMobile):

mkdir build
cd build
cmake ..
make

В итоге в директории ./build вы получите бинарник с названием OpenCVMobile. Его надо скопировать на Luckfox и запустить:

adb push OpenCVMobile /oem
adb shell
cd /oem
./OpenCVMobile

После завершения работы, в директории /oem (рядом с бинарником программы) на Luckfox вы получите 3 файла с названиями: red.jpg, blue.jpg, green.jpg, которые являются изображениями соответствующих названиям цветов.

CSI камера

Плата не поддерживает высококачественные CSI камеры. В характеристиках заявлено чтение в 30 fps 4MP (это допустимый максимум) камеры. Поддерживаются только камеры на основе SC3336. На Aliexpress такая камера только одна:

Написано: "специально для Luckfox"
Написано: "специально для Luckfox"

Сенсор

SC3336

CMOS

1/2.8”

Разрешение

3MP (2304x1296)

Затвор

Глобальный

Апертура

F2.0

Дисторсия

<33%

FOV

98.3°

Фокусное расстояние

3.95mm

Автофокусировка

нет

Отсутствие автоматической фокусировки расстраивает, но нет так нет.

Тестируем камеру

Сначала нужно определить к какому устройству (/dev/video*) подключилась физическая камера. Определить это можно с помощью команды:

v4l2-ctl --list-devices

В разделе rkisp_mainpath (platform:rkisp-vir0) будут отображены устройства привязанные к CSI камере.

rkisp_mainpath (platform:rkisp-vir0):

/dev/video11

Нас интересует самое первое устройство, у меня это /dev/video11.

Выше я показал пример запуска OpenCV Mobile, через него я и предлагаю получать кадры с камеры. При этом из OpenCV Mobile убран модуль opencv_videoio, который добавляет возможность сохранять видео с камеры нужным кодеком (cv::VideoWriter). Поэтому мы будем просто сохранять каждый новый кадр в один и тот же файл (не стоит злоупотреблять, можно убить SD карту).

Код этого примера в репозитории находится в Project/OpenCV_CSI_Camera.

#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <stdio.h>
#include <chrono>

// OpenCV Mobile doesn't support VideoWriter

#define DEVICE_PATH 11
#define VIDEO_RECORD_FRAME_WIDTH 640
#define VIDEO_RECORD_FRAME_HEIGHT 640

double avgFps = 0.0;
int framesRead = 0;
int main()
{
	// Camera init
	cv::VideoCapture cap;
	cap.set(cv::CAP_PROP_FRAME_WIDTH, VIDEO_RECORD_FRAME_WIDTH);
	cap.set(cv::CAP_PROP_FRAME_HEIGHT, VIDEO_RECORD_FRAME_HEIGHT);
	cap.open(DEVICE_PATH);

	cv::Mat bgr;

	// "Warmup" camera
	for (int i = 0; i < 5; i++){cap >> bgr;}

	for (int i = 0; i < 25 * 10; i++){
		std::chrono::steady_clock::time_point begin = std::chrono::steady_clock::now();
		cap >> bgr;
		std::chrono::steady_clock::time_point end = std::chrono::steady_clock::now();
		printf("Get frame - OK\n");
		double fps = 1 / std::chrono::duration<double>(end - begin).count();
		avgFps += fps;
		framesRead++;
		if (bgr.empty()) break;
		cv::imwrite("captured.jpg", bgr);
	}
	printf("AVG FPS: %lf\n", avgFps / framesRead);

	cap.release();

	return 0;
}

Перед запуском программы рекомендую выполнять ещё команду:

killall rkipc

Код очень простой, используются стандартные методы OpenCV.
“Прогрев” камеры добавил по привычке, в целом от него нет смысла на этой камере. Код измеряет FPS чтения изображений с камеры. Для изображений размером 640x640 выходит около 39 FPS, для изображений 320x320 значительного прироста нет. Но, вот если вы попытаетесь читать изображения 1920x1080, то FPS будет очень низким. В любом случае, для инференса Yolo будет достаточно и 640x640.

Запуск Yolo

Немного аналитики

Rockchip любезно делятся готовым кодом для запуска и конвертации различных моделей yolo (и не только). На данный момент в rknn_model_zoo есть исходники для 8 версий yolo:

yolov5, yolov5_seg, yolov6, yolov7, yolov8, yolov8_seg, yolov10, yolox

При этом не все эти примеры запускаются на Luckfox Pico, некоторые компилируются под RV1103, но при запуске не могут прочитать конфиг модели или ссылаются на нехватку методов в RKNN (yolov10 по этой причине не хочет запускаться). Я составил следующую таблицу, которая для базовой yolo модели (обученной на COCO) показывает средний FPS в детекции объектов на изображениях 640x640.

Модель

~ FPS (640x640)

Yolov5

13.5

Yolov6

14.5

Yolov7

13

Yolov8

11

Yolox Nano

25

Yolox Tiny

18

Изначально планировалось провести подобный анализ для изображений 320x320, но по итогу использовались только изображения 640x640. О том почему 320x320 оказались неподходящими будет написано далее.

Судя по бенчмарку от Ultralytics, yolov8 работает быстрее всех предыдущих, но этот график описывает скорость инференса на A100, что явно намного мощнее нашего рантайма.

Взято из репозитория ultralytics/ultralytics_yolov8
Взято из репозитория ultralytics/ultralytics_yolov8

Также рассмотрим бенчмарк из репозитория rknn_model_zoo, полную таблицу вы можете посмотреть здесь. К сожалению в ней нет информации о процессорах RV1103/RV1106, но я проанализирую относительный FPS между различными моделями в контексте одного процессора. Просто так переносить результаты одного процессора на другой не совсем правильно, но изучить чужие бенчмарки тоже полезно. Так, yolov5n работает быстрее yolov8n на всех представленных в таблице процессорах. Из таблицы видно, что самая быстрая модель - yolov6.

Мои замеры показали (на RV1103), что yolov6 быстрее yolov5, но не так сильно, как на других процессорах из таблицы ниже.

RKNN Benchmark
RKNN Benchmark

Также есть бенчмарк от Qengineering на процессорах большей мощности - RK3588/66/68

Qengineering Benchmark
Qengineering Benchmark

Модели yolov5_seg и yolov8_seg выполняют семантическую сегментацию изображений, а остальные - детектирование объектов. Сегментация (с точки зрения вычислительных ресурсов, а значит и временных) сложнее, поэтому пока не будем её рассматривать.

Но приведённая выше аналитика основывается на COCO моделях и других рантаймах, поэтому эти результаты не очень интересны в контексте текущей задачи. Куда интереснее узнать mAP и FPS на кастомной модели, запущенной на Luckfox Pico Mini.

Экспорт и запуск

Перед запуском yolo на Luckfox необходимо экспортировать её в формат rknn, а перед экспортированием в rknn, необходимо экспортировать оригинальную модель в ONNX (но не совсем обычный). Я опишу процесс экспорта на примере Yolov8. Самые свежие версии модели (Yolov10) на данном процессоре (RV1103) не поддерживаются, им не хватает каких - то методов из библиотеки RKNN.

Также я пробовал обучать и запускать yolov5, при этом экспортированная модель не могла адекватно находить боксы объектов. Она правильно определяла факт наличия объекта, но при этом боксы были совсем неверные. Ранее я показывал, что инференс Yolov8 занимает больше времени, чем у Yolov5, но это было на датасете COCO из 80 классов. При этом кастомные yolov5 и yolov8, обученные на несколько классов работают примерно с одинаковой скоростью (на Luckfox Pico, возможно на других рантаймах/вычислительных модулях ситуация будет другой). В любом случае в репозитории вы можете найти проекты с названием вида: “HelloYolovX”, в них есть примеры запуска разных версий yolo. Также можете изучить репозиторий rknn_model_zoo, в нём собраны примеры запуска различных моделей через RKNN (не только CV, есть LLM и аудио обработка). Но я решил остановиться на Yolov8.

Если вам нужно запустить базовую модель Yolov8 (обученную на COCO), то вы можете скачать уже экспортированную в RKNN модель отсюда.

Её можно сразу запускать на Luckfox, без необходимости что - либо экспортировать. Но скорее всего устройство планируется использовать для решения более узкой задачи (подробнее об этом написано в заключении), чем детекцию 80-ти различных объектов, тем более, как было замечено в предыдущей статье про yolo, модель, обученная на меньшее количество классов, имеет меньше параметров, вследствие чего инференс происходит быстрее.

Тем более, исключительно по моему опыту, COCO датасет хорошо использовать для быстрого тестирования/сравнения моделей, но в реальности используется “склеивание” своих датасетов с готовыми. И нет необходимости в детектировании такого большого количества классов, как в COCO.

Далее я опишу процесс обучения и запуска на Luckfox Pico Mini модели yolov8 на кастомном датасете для детекции сопла от паяльного фена и модуля ESP-01.

Для экспорта модели нужна x86 система под управлением Linux. Для упрощения процесса я подготовил ноутбук под Google Colab, поэтому для минимизации количества проблем связанных с особенностями вашей системы (операционная система, версии пакетов и т.д.) рекомендую пользоваться коллабом. А так, на Arch Linux, RKNN_Toolkit2 устанавливается без проблем и работает без нареканий.

Немного про датасет

Скриншот из Roboflow
Скриншот из Roboflow

В моём датасете всего 2 класса: сопло от паяльного фена и WiFi модуль ESP-01.

Пример размеченной фотографии сопла фена
Пример размеченной фотографии сопла фена
Пример размеченной фотографии ESP-01
Пример размеченной фотографии ESP-01

Я собирал датасет сразу на CSI камеру, подключенную к Luckfox. В репозитории в директории Project/RecordDataset находится небольшая программа для сбора датасета.

Принцип её работы следующий:

Сначала вы вводите название/id класса, изображения для которого вы собираете. Рядом с бинарником программы должна быть директория с названием этого класса. Далее, нажимая Enter, программа сохраняете очередной кадр в эту директорию.

Датасет я размечал через Roboflow и экспортировал с x3 аугментацией. Хочется обратить внимание на низкое качество датасета. Разметку проводил с помощью инструмента Smart Polygon внутри Roboflow. С его помощью можно очень быстро в полуавтоматическом режиме выделить маску объекта. Качество очень сильно зависит от освещения/теней и сложности геометрии объекта. Я собирал датасет в демонстрационных целях, поэтому мне не нужно очень качественно детектировать боксы объектов. Разумеется, чтобы улучшить качество работы модели необходимо собрать датасет по-больше и аккуратнее отнестись к разметке.

При генерации датасета использовал следующие параметры аугментации:

Название

Аргументы

Поворот на 90°

CW, CCW, зеркально

по Hue (оттенок)

[-18°; +18°]

Saturation (насыщенность)

[-34°; +34°]

Яркость

[-26°; +26°]

Blur (размытие)

1.8px

И вот небольшая аналитика по датасету:

Без аугментации
Без аугментации
В основном в кадре только один объект
В основном в кадре только один объект
После применения аугментации
После применения аугментации

Датасет далёк от идеала, но как было сказано ранее, такого качества достаточно для поставленной цели.

Обучение и экспорт модели

Общий пайплайн "от датасета к модели, работающей на Luckfox" (и вообще на всех NPU в процессорах Rockchip) выглядит так:

Пайплайн от датасета к инференсу на Luckfox
Пайплайн от датасета к инференсу на Luckfox

Для конвертации Yolo модели в ONNX необходимо воспользоваться кастомной Yolo от RKNN. Из коробки Yolo умеет экспортировать в ONNX, но кастомные версии RKNN проводят ряд дополнительных оптимизаций, например:

  • Yolov8 - Change output node, remove post-process from the model. (post-process block in model is unfriendly for quantization)

  • Yolov8 - Remove dfl structure at the end of the model. (which slowdown the inference speed on NPU device)

  • Yolov8 - Add a score-sum output branch to speedup post-process.

  • Yolov10 - Removed the post-processing structure from the output to improve inference performance and quantization precision, as the original post-processing operators were not friendly to these aspects (Modify ultralytics/nn/modules/head.py).

  • Yolov10 - To enhance inference performance, the DFL (Distribution Focal Loss) structure has been moved to the post-processing stage outside of the model (Modify ultralytics/nn/modules/head.py).

  • Yolov5 - Optimize focus/SPPF block, getting better performance with same result

  • Yolov5 - Change output node, remove post_process from the model. (post process block in model is unfriendly for quantization)

Так же при таком экспорте из модели убирается пост-процессинг (в него, например, входит NMS), который надо будет выполнять отдельно на CPU после инференса.

Весь пайплайн я реализовал в Jupyter ноутбуке, который работает в Google Colab. Ниже будет рассказано, как им пользоваться. Для начала запустите Runtime с GPU (T4).

Далее несколько ячеек выполняют базовую настройку окружения: устанавливается ultralytics, монтируется Google диск, распаковывается датасет.

Настройка окружения
Настройка окружения

Если вы хотите просто повторить эксперимент на моём датасете, то скачать его можно отсюда. Не забудьте указать правильное название и путь к архиву. Он был экспортирован с Roboflow в формате “для Yolov8”. Также, если у вас уже есть веса модели, то вы можете пропустить шаги обучения.

Теперь в файле конфигурации датасета data.yaml нужно поменять пути к файлам с изображениям на абсолютные (возможно обучение запустится без этого):

train: /content/nozzle_data/train/images
val: /content/nozzle_data/valid/images
test: /content/nozzle_data/test/images

Далее идёт обычный процесс обучения yolov8:

25 эпох, без тюнинга гиперпараметров
25 эпох, без тюнинга гиперпараметров

Результаты обучения следующие:

Результаты обучения
Результаты обучения

Судя по матрице ошибок ещё есть куда стремится, но простое увеличение количества эпох обучения не решает проблему, а приводит к переобучению/остановке по Early Stop. Нужно более детально настраивать гиперпараметры.

Но, зная результат её работы на Luckfox Pico, могу сказать, что даже такая, плохо обученная модель, выдаёт удовлетворительный результат.

Теперь приступим к экспорту, обученной модели, в ONNX. Для этого сначала скачаем специальный форк yolov8:

47f4c40bb067c3da2f6ed334ae6e3430.png

Теперь нам надо заменить путь с дефолтной модели к нашей (обученной ранее) в этом файле:

/content/ultralytics_yolov8/ultralytics/cfg/default.yaml

Это можно сделать вручную:

Слева есть файловый менеджер через который можно открыть файл
Слева есть файловый менеджер через который можно открыть файл

После этого можно начинать экспорт модели в ONNX.

Примерно такой результат должен получится
Примерно такой результат должен получится

Теперь ONNX модель необходимо сконвертировать в RKNN.

Для этого сначала установим RKNN-Toolkit2 для версии Python 3.10 (в коллабе):

Скачивание и установка whl нужной версии
Скачивание и установка whl нужной версии

Через импорт rknn можно убедиться, что всё установилось. Теперь нужно скачать репозиторий rknn_model_zoo. Вообще, в нём очень много примеров запуска и конвертации различных моделей под RKNN, но нам из него нужен только экспорт yolov8.

При экспорте модели под RV1103 мы обязаны её квантизировать в int8, потому что npu данного процессора не умеет обрабатывать fp модели. Процесс квантизации обычно происходит с, так называемой калибровкой, (можно просто урезать разрядность весов, но это приведёт к сильному падению точности). Для калибровки необходимо использовать часть (или все) изображения из датасета.

Рекомендуется использовать не менее 20 изображений (кто - то считает, что чем больше - тем лучше), но я буду калибровать на всём трейне датасета, это дольше, но возможно итоговая модель будет работать чуть - лучше и негативный эффект квантизации будет минимальным.

Для калибровки нам необходимо сгенерировать список изображений с абсолютными путями к ним. Для этого есть специальная Python ячейка:

Генерация файла конфига квантизции
Генерация файла конфига квантизции

Не забудьте поменять путь к датасету на свой. Если вы не хотите калибровать на всём датасете, то просто можете взять срез от files (files[:30]).

Теперь нужно отредактировать файл /content/rknn_model_zoo/examples/yolov8/python/convert.py

В нём укажем путь к списку файлов для калбировки:

514bea2ece724647528770590e80d8fb.png

И наконец, запускаем экспорт в RKNN:

30c49edf5ac5c859ee48d25672f0c7af.png

Не забудьте поменять путь к своим весам

i8/u8

В аргументах запуска мы указываем путь к onnx весам, процессор, и тип квантизации (i8 или u8). Судя по всему - i8 ~ int8, а u8 ~ unsigned int8. Но скорость и качество работы моделей получается одинаковым, вне зависимости от выбранной квантизации. По-умолчанию для rv1103 выбирается i8.

Квантизация проходит на процессоре, поэтому наличие видеокарты никак не ускорит этот процесс, придётся подождать (особенно, если для калибровки используется много изображений).

В итоге, в директории ../model появится yolov8n.rknn. На этом питон заканчивается, начинаются segmentation fault, модель готова, теперь её нужно деплоить на Luckfox.

Итоговый проект по запуску кастомного Yolov8 детектора с камеры на Luckfox я залил в отдельный репозиторий.

В src/main.cc в MODEL_INPUT_SIZE указывается размер входного изображения. Так же в model/labels.txt прописывается мэппинг id класса к его текстовому названию. Важно не забыть указать правильное количество классов (background не считается, только объекты, в моём случае - это 2) в файле include/postprocess.h в дефайне OBJ_CLASS_NUM, иначе ничего работать не будет, будут только Segmentation Fault.

Собирается проект стандартно:

git clone https://github.com/ret7020/Yolov8CustomNPU
export GCC_COMPILER=ПУТЬ/arm-rockchip830-linux-uclibcgnueabihf
mkdir build
cd build
cmake ..
make install

Далее копируем всю папку bin на Luckfox (через adb это делает так):

adb pull ../bin/ /oem/yolov8_inference

И на Luckfox запускаем:

killall rkipc
./HelloYolov8 model/yolov8.rknn

И оно работает. Разные классы отрисовываются боксами разных классов.

c61480d093f692c9e65f071cfe3ac552.png

Далее я попробовал обучить модель на изображениях 320x320, но результат детекции на Luckfox был отвратительный:

27cfa2149035f21f6d77d9b1bf068db3.png

Возможно, необходимо собрать датасет значительно больше и тогда получится добиться адекватных результатов детекции. Но на самом деле в этом нет смысла, так разницы в времени инференса практически нет. Обе модели выдают примерно по 15 FPS. Я постараюсь разобраться почему так происходит, так как для меня это немного странно.

Теперь необходимо сравнить mAP модели до квантизации и экспорта с итоговой моделью, которая работает на Luckfox.

mAP для Luckfox модели подсчитывался по следующей схеме:

  • Модель обрабатывала 83 изображения valid части датасета

  • Для каждого входного изображения записывался файл с результатами детекции - классы и соответствующие им баундинг боксы.

  • Далее через python скрипт происходил просчет mAP-50/mAP-50-95

Результаты валидации модели до конвертации (сразу после обучения):

Class

Images

Instances

Box_P

Box_R

Box_mAP50

Box_mAP50-95

all

83

87

0.987

0.973

0.977

0.935

esp01

40

41

0.996

0.976

0.975

0.918

nozzle-8hmp

46

46

0.978

0.97

0.978

0.952

Матрица ошибок
Матрица ошибок

Пример детекции на одном из батчей:

Хорошо детектит
Хорошо детектит

Для замера метрик на Luckfox я написал следующую программу:

#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include "yolov8.h"
#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <sys/types.h>
#include <dirent.h>

#define MODEL_INPUT_SIZE 640


int main(int argc, char **argv)
{
	if (argc != 4)
	{
    	printf("%s <model_path> <val_path_dir> <results_path>\n", argv[0]);
    	return -1;
	}

	const char *model_path = argv[1];
	const char *val_path = argv[2];
	const char *results_path = argv[3];

	int ret;
	rknn_app_context_t rknn_app_ctx;
	memset(&rknn_app_ctx, 0, sizeof(rknn_app_context_t));

	init_post_process();

	ret = init_yolov8_model(model_path, &rknn_app_ctx);
	if (ret != 0)
	{
    	printf("init_yolov8_model fail! ret=%d model_path=%s\n", ret, model_path);
	}

	cv::Mat bgr640(MODEL_INPUT_SIZE, MODEL_INPUT_SIZE, CV_8UC3, rknn_app_ctx.input_mems[0]->virt_addr);
	DIR* dirp = opendir(val_path);
	struct dirent * dp;
	FILE *resWriteptr;

	while ((dp = readdir(dirp)) != NULL) {
    if (!strcmp(dp->d_name, "..") || !strcmp(dp->d_name, ".")) continue; // Skip ../ path

    char absFilePath[128];
    sprintf(absFilePath, "%s/%s", val_path, dp->d_name);
    cv::Mat img = cv::imread(absFilePath);
    	cv::resize(img, bgr640, cv::Size(MODEL_INPUT_SIZE, MODEL_INPUT_SIZE), 0, 0, cv::INTER_LINEAR);
    	rknn_run(rknn_app_ctx.rknn_ctx, nullptr);
    	object_detect_result_list od_results;

    	post_process(&rknn_app_ctx, rknn_app_ctx.output_mems, 0.25, 0.45, &od_results);
    	printf("%d\n\n", od_results.count);
    	for (int i = 0; i < od_results.count; i++)
    	{
        	object_detect_result *det_result = &(od_results.results[i]);
        	int x1 = det_result->box.left;
        	int y1 = det_result->box.top;
        	int x2 = det_result->box.right;
        	int y2 = det_result->box.bottom;
   	printf("IMG: %s -> x1=%d1 y1=%d x2=%d y2=%d class: %d\n", dp->d_name, x1, y1, x2, y2, det_result->cls_id);
   	char resFilePath[256];
   	char fileName[128];
   	strcpy(fileName, dp->d_name);
   	//char fileName[128];
   	fileName[strlen(fileName) - 4] = 0;
   	sprintf(resFilePath, "%s/%s.txt", results_path, fileName);
   	resWriteptr = fopen(resFilePath, "w");
   	fprintf(resWriteptr, "%s %lf %d %d %d %d\n", coco_cls_to_name(det_result->cls_id), det_result->prop, x1, y1, x2, y2);


   	fclose(resWriteptr);
    	}
    printf("----------\n");
	}

	return 0;
}

Суть её работы заключается в следующем: для каждого изображения из директории (в данном случае из images/test) проводится инференс, а результаты записываются в txt файлы в отдельной директории с названием, основанном на названии изображения. Содержимое файла имеет следующий формат:

<class_name> <confidence> <x1 (left)> <y1 (top)> <x2 (right)> <y2 (bottom)>

Причём, хочу обратить внимание, что координаты записываются в ненормализованном виде (Т.е. их диапазон [0;640) px). Это сделано так, потому что скрипт для подсчёта mAP тоже использует ненормализованные координаты.

Скрипт для подсчёта mAP я взял из этого репозитория. В итоге mAP сильно не ухудшился:

mAP50 = 0.946

mAP95 = 0.903

Необходимо учитывать небольшой размер тестовой выборки (но размечать ещё один тестовый датасет я очень не хотел). По-хорошему модели надо было сравнивать друг с другом без замера оценки с ground-truth. Т.е. сравнивать насколько различаются показания одной относительно другой. В таком случае мы оцениванием не правильность работы модели, а то насколько результаты квантизированной модели отличаются от обычной, что может быть полезнее в случае заведомо плохо обученной модели.

Но в целом, можно сделать вывод, что квантизация не сильно повлияла на работу модели в плане точности детекции.

Связь с внешним миром

На плате нет радио-трансивера, а отправка данных по Ethernet не всегда доступна. Комьюнити разработало адаптер для RTL8723bs. Но он подключается в слот для SD карты, соответственно всю систему придётся уместить на flash, которого может быть недостаточно.

Поэтому я приведу примеры взаимодействия платы с модулем SIM800L(и подобными). Я решил не писать linux драйвер, который даст возможность использовать адаптер внутри всей системы для доступа к интернету, в этом мало смысла.

SIM800L

На Aliexpress есть различные версии модулей на основе SIM800L (и похожих), все они управляются по UART и протокол AT команд очень похож. Я отлаживал свой код на “красном модуле”.

UART SIM800
UART SIM800

Библиотека позволяет инициализировать модуль и совершать GET/POST HTTP запросы. Для упрощения интеграции в другие проекты библиотека реализована в одном хэдер файле. В репозитории она находится в Projects/SIM800.

sim800.h - код библиотеки, а main.cpp - пример использования.

Например, вот так можно реализовать отправку сообщений в Telegram от имени бота. Не забудьте поменять APN, в зависимости от вашего оператора:

#include <stdio.h>
#include "sim800.h"

// Config

#define MODULE_UART "/dev/ttyS4"
#define MODULE_APN "INTERNET.MTS.RU"


int main()
{
    
    SIM800 module = SIM800(MODULE_UART);
    int initStatus = module.init();
    printf("Init status: %d\n", initStatus);
    if (initStatus)
    {
   	 if (module.checkAT())
   	 {
   		 module.setupInternet(MODULE_APN);
   		 char response[2000];
   		module.get("https://api.telegram.org/botTOKEN/sendMessage?chat_id=CHAT_ID&text=Hello", response);
   		 printf("Response: %s", response);

   	 }
   	 
    
    } else return 1;

    module.finishInternet();
    return 0;
}

О применимости

В данной статье не освещается реализация полноценного проекта на основе Luckfox Pico Mini. Только детекция объектов через Yolov8 и немного примеров работы с GPIO пинами, протоколами связи UART и SPI.

В предыдущей статье я замерял производительность Yolov8 на различных одноплатниках, но все они были бОльших размеров и далеко не все из них могут приблизиться к скорости инференса Luckfox Pico Mini. Поэтому 15 FPS - неплохой результат для такой платы. Это нельзя назвать realtime, но порог скорости для попадания в критерий realtime для каждого проекта определяется индивидуально. Очевидно, что Яндексу для своих беспилотников недостаточно 15 FPS. Для каких - то задач такого качества распознавания и скорости хватит. По-большей части - это бытовые или около-бытовые проекты. Хотя, никто не мешает поставить Luckfox Pico на какой - нибудь Tiny Whoop и что - нибудь детектировать (возможно вы подумали про военные цели, но нет, я этого не имел ввиду).

В любом случае, несмотря на то, что использование NPU в ноутбуках с мощными многоядерными процессорами звучит сомнительно, применение NPU в робототехнике выглядит перспективно. В RV1103 всего 0.5 TOPS мощности, а есть Hailo 8 с 26 TOPS мощности. Но Hailo и стоит горадо дороже, и без дополнительной обвязки в виде одноплатника c PCI M2 от него нет никакого толка. Так же Rockchip планирует выпустить процессор RK3688 с 16 TOPS INT8 NPU. В общем, по моему мнению NPU - перспективная технология для запуска нейронных сетей на мобильных роботах, когда нет возможности разместить/запитать/охладить/купить мощную RTX4090.

Я считаю, что Luckfox Pico однозначно заслуживает внимания. Возможно в ближайшее время на базе неё появятся интересные проекты.

Все полезные ссылки по Luckfox я собрал здесь, постараюсь обновлять в процессе появления новых материалов, потому что пока статей/репозиториев мало (а на русском практически нет).

Источник

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    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

  • 22.01.26 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.

  • 22.01.26 19:25 Angela_Moore

    Help to recover money from elon musk giveaway scam 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.

  • 23.01.26 07:35 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

  • 23.01.26 07:35 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

  • 26.01.26 10:36 alksnismareks

    It all started when I decided to explore online trading as a way to grow my savings. Like many, I trusted what appeared to be a legitimate platform, only to find myself trapped in a nightmare. After making consistent trades and finally deciding to withdraw my profits, I was met with silence. My account was suddenly restricted—no warning, no explanation. Every attempt to contact the broker went unanswered or was met with vague, dismissive replies. For three long, agonizing months, I lived in uncertainty. I couldn’t sleep at night. I replayed every email, every transaction, wondering if I’d made a mistake. But deep down, I knew the truth: I hadn’t done anything wrong. The broker had simply decided to lock me out and keep my money. During that time, I felt completely powerless—like I was shouting into a void. The stress affected my health, my relationships, and my ability to focus on anything else. There were days I truly believed that $167,000 was gone forever, lost to the shadows of the unregulated online trading world. I even began to accept it as a painful lesson—one that would cost me dearly but might teach me to be more cautious in the future. But something inside me refused to surrender completely. That’s when I discovered TechY Force Cyber Retrieval. At first, I was cautious—after being scammed once, I didn’t want to fall victim again. But everything about TechY Force felt different. They were transparent from the start. No grand promises, no pressure tactics. Just clear, professional communication and a deep understanding of how these fraudulent brokers operate. Most importantly, they are a licensed specialist in binary options and forex fund recovery, which gave me the confidence to move forward. From our very first consultation, their team treated my case with urgency and empathy. They walked me through the entire process, explained the legal and technical avenues available, and assured me they would handle every detail. They collected documentation, analyzed transaction trails, and engaged directly with the payment processors and the broker using precise, strategic methods I never could have navigated on my own. What happened next was nothing short of miraculous. Within weeks, the broker—who had ignored me for months—began responding. And then, without any further drama or delays, my full $167,000 USD was returned to me. No deductions. No hidden fees. Just clean, complete recovery. The relief I felt was indescribable. It wasn’t just about the money—it was about reclaiming control, restoring trust, and proving that even in the face of deception, there are still good people who fight for what’s right. If you’ve been locked out of your trading account, scammed by a fake investment platform, or had your funds unjustly withheld, please know this: you are not alone, and your money may not be lost forever. Thanks to TechY Force Cyber Retrieval, I got my life back. Their expertise, integrity, and unwavering commitment turned my despair into deliverance. I cannot recommend them highly enough. To anyone reading this in distress: don’t give up. Reach out. Take that step. Because if someone like me—broken, doubtful, and nearly hopeless—can recover every dollar… so can you. WhatsApp them + 156 172 63 697 With heartfelt thanks and renewed hope, — A Recovered and Grateful Client

  • 26.01.26 23:21 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

  • 26.01.26 23:21 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

  • 26.01.26 23:21 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

  • 27.01.26 01:18 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

  • 27.01.26 01:19 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

  • 27.01.26 09:29 robertalfred175

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

  • 27.01.26 09:29 robertalfred175

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

  • 27.01.26 09:32 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

  • 29.01.26 05:03 joyo

    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)

  • 30.01.26 08:23 joseph67t

    It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!

  • 31.01.26 00:55 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

  • 31.01.26 00:55 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

  • 02.02.26 18:52 Christopherbelle

    Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.

  • 03.02.26 08:05 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

  • 03.02.26 08:05 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

  • 04.02.26 16:23 borutaralf

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 04.02.26 16:24 borutaralf

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 04.02.26 17:11 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.02.26 12:07 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 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]

  • 05.02.26 15:46 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 05.02.26 15:52 harryjones5

    How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY  I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706

  • 06.02.26 14:44 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are   Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms   - Wallet hacks and unauthorized transactions   - Forgotten passwords, seed phrases, or corrupted backups   - Inaccessible hardware or software wallets   Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work   1. Confidential Case Review      Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics      Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution      Depending on your case, we:      - Reconstruct access to locked wallets using secure decryption methods      - Engage with exchanges or payment processors to freeze or retrieve funds      - Provide forensic reports to support legal or compliance actions      - Negotiate with third parties when appropriate and safe   4. Secure Return & Prevention Advice      Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR?   No Recovery, No Fee – You only pay upon successful retrieval   Legitimate & Transparent – No upfront payments, no hidden costs   Global Expertise – Proven success across 50+ countries   Ethical Standards – All actions comply with cybersecurity and privacy best practices   While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto.   Act now—before critical evidence disappears.   Email: [email protected]   Visit: Official https://techyforcecyberretrieval.com  Website]   Available 24/7 for urgent cases   Your crypto may be missing—but with TFCR, it’s never truly lost.     ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 07.02.26 00:44 marcushenderson624

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

  • 07.02.26 00:44 marcushenderson624

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

  • 07.02.26 04:43 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

  • 07.02.26 17:31 robertalfred175

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

  • 10.02.26 23:52 frankqq

    It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.02.26 23:55 brouwerspatrick8

    I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S  APP  https://wa.link/989vlf 

  • 12.02.26 23:56 brouwerspatrick8

    I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S  APP  https://wa.link/989vlf 

  • 13.02.26 00:17 marcushenderson624

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

  • 13.02.26 00:17 marcushenderson624

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

  • 13.02.26 02:16 Ralf Boruta

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 13.02.26 02:16 Ralf Boruta

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 13.02.26 18:29 robertalfred175

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

  • 13.02.26 18:29 robertalfred175

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

  • 17.02.26 23:59 Lilyfox

    These group of CYBER GURUS below helped my family in ​recovering stolen bitcoin by scammers and they also helped me in securing a university title in one of the best university in the world I'm saying a very big thank you to them contact them now ; [email protected] or WhatsApp +​4​47476606228 -Recovery of funds from fake platform/BINARY TRADING - Retrieval of fraudulent funds - Bank Transfer service - BITCOIN TOP UP - Money, recovery from any country in the world - Change of university degrees - Spying of all social media account within - Sales of Blank ATM and Credit Cards - Sales of university Titles originals. - Clearing of bank debts - University title offer and so many others ... Despite all odds these internet gurus have proven themselves worthy to be called a professional Cyber genius ... once again i beat up my chest to confess that these group of cyber gurus are reliable and satisfactory with 100% reliability.....

  • 18.02.26 00:01 Lilyfox

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  • 18.02.26 03:23 walterlindahi9

    This past January, my world came crashing down. I lost nearly $42,000 of my hard-earned savings to a sophisticated Solana-based crypto scam. At first, it all seemed legitimate: sleek website, professional whitepaper, even glowing testimonials from “investors.” I’d done my homework, or so I thought. The promise of high returns in a volatile market felt like my ticket to financial freedom. For the first few months, everything appeared to be working. My portfolio showed steady gains. I remember checking my wallet balance daily, feeling a mix of pride and relief. I’ve cracked the code to building real wealth. Then, without warning, the platform vanished. Wallet addresses went dead. Support channels disappeared, and my funds were gone in an instant. The emotional fallout was worse than the financial loss. Sleepless nights became the norm. Anxiety gnawed at me constantly. I replayed every decision in my head, blaming myself for being naive. I vowed never to trust anyone again, not influencers, not experts, not even my own judgment. But giving up wasn’t an option. I owed it to myself and to my future to fight back. So I began digging. I scoured Reddit threads, filed reports with blockchain analytics firms, and even contacted local authorities (though they offered little help). The more I searched, the more overwhelmed I became, lost in a labyrinth of technical jargon, dead ends, and predatory recovery services asking for upfront fees. Then, through a survivor’s forum, I stumbled upon TechY Force Cyber Retrieval. Skeptical but desperate, I reached out. What set them apart wasn’t just their expertise; it was their empathy. They didn’t make wild promises. Instead, they walked me through how crypto tracing works, what success looks like, and what realistic timelines are. No pressure. No false hope. Within weeks, their forensic team identified transaction trails linked to the scam wallet. Using on-chain analysis and coordination with exchanges, they flagged suspicious activity and initiated recovery protocols. It wasn’t magic, but it was methodical, transparent, and grounded in real blockchain intelligence. Today, I’m cautiously optimistic. While not all funds have been recovered yet, TechY Force has already secured a significant portion and, more importantly, restored my sense of agency. I’m sleeping again. I’m healing. If you’ve been scammed, know this: you’re not alone, and you’re not foolish. Crypto fraud preys on hope, but that same hope can fuel your comeback. Don’t suffer in silence. Reach out. Ask questions. And never let a scammer steal your future along with your funds. WhatsApp +1(561) 726 3697 Mail. Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc

  • 22.02.26 03:48 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

  • 22.02.26 03:49 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

  • 22.02.26 18:58 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

  • 22.02.26 19:00 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

  • 23.02.26 23:26 chongfook

    As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability.   CONTACTS US   Techyforcecyberretrieval(@)consultant(.)com   https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. ---  Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. ---  Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment   You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis   Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination   Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement   When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return   Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance   Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. ---  What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics.   - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks.   - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds.   - Client-First Communication – Weekly updates. Clear timelines. No ghosting.   - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. ---  Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff.   - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted.   - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US   Techyforcecyberretrieval(@)consultant(.)com   https(://)techyforcecyberretrieval(.)com ---  Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL   Advanced Forensics. Global Reach. Your Recovery.

  • 24.02.26 15:31 [email protected]`

    Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf

  • 24.02.26 15:32 [email protected]`

    Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf

  • 26.02.26 16:29 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

  • 26.02.26 16:29 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

  • 27.02.26 00:08 sanayoliver

    I spend my days studying the mysteries of the universe, delving into black holes, quantum mechanics, and the nature of time itself. But apparently, the real black hole I should have been concerned about was my own memory. I encrypted my Bitcoin wallet to keep it as secure as possible. The problem? I promptly forgot the password. Classic, right? It didn't help that this wasn't just pocket change I was dealing with. No, I had $190,000 in Bitcoin sitting in that wallet, and my mind had decided to take a vacation, leaving me with absolutely no idea what that password was. The panic set in fast. My brain, which could solve some of the most complex physics equations, couldn't remember a 12-character password. It felt like my entire financial future was being sucked into a black hole, one I'd created myself. Desperate, I tried everything. I thought I could outsmart the system, using every trick I could think of. I tried variations of passwords I thought I might have used, analyzing them through the lens of my own behavioral patterns. I even resorted to good ol' brute force, typing random combinations for hours, hoping that maybe, just maybe, my subconscious would strike gold. Spoiler alert: it didn't. Each failed attempt made me feel more and more like a genius who'd locked themselves out of their own universe. In a final act of desperation, admitting that theoretical physics couldn't crack my own encryption, I contacted TechY Force Cyber Retrieval. From the moment I reached out, the difference was night and day. While I had been flailing in the dark, they approached my case with a precision that rivaled the calculations I do daily. They didn't promise miracles; they promised a methodical, advanced recovery process. Within a surprisingly short timeframe, they utilized specialized tools to bypass the mental block I couldn't overcome. When they finally recovered the wallet and confirmed the full $190,000 was intact and accessible, the relief was indescribable. It was as if I had pulled my financial future back from the event horizon just before it was lost forever. To anyone thinking they are too smart to lose their keys, or too logical to make such a mistake: don't wait until you are staring into the abyss. If you find yourself in a situation where your own memory has become your greatest enemy, trust the experts at TechY Force Cyber Retrieval. They turned my personal black hole into a success story, proving that sometimes, even the brightest minds need a little help to find the light. REACH OUT TO THEM ON MAIL [email protected]

  • 27.02.26 02:04 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])

  • 27.02.26 02:04 elizabethmadison

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  • 27.02.26 15:57 luciajessy3

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  • 27.02.26 15:59 wendytaylor015

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  • 27.02.26 15:59 wendytaylor015

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  • 27.02.26 16:00 wendytaylor015

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  • 27.02.26 16:01 luciajessy3

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  • 27.02.26 16:01 luciajessy3

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  • 27.02.26 16:01 luciajessy3

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  • 01.03.26 10:48 marcushenderson624

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

  • 01.03.26 10:48 marcushenderson624

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

  • 03.03.26 14:09 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 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]

  • 03.03.26 14:09 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 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]

  • 04.03.26 07:21 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 04.03.26 07:22 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 04.03.26 12:25 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.03.26 12:25 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.03.26 13:36 CARL9090

    In January, my life shifted in a way I never expected. I clicked a trading link given to me by someone I found on Telegram, believing it was legitimate. It looked professional. It felt secure. I trusted it. Until I tried to withdraw my money. Within seconds, everything was gone, transferred into a wallet claiming account without a trace. That was the moment the truth hit me: I had been scammed. The emotional fallout was brutal. For weeks, I couldn’t even speak about it. I thought people would judge me. I thought they’d say I should have known better. Then someone stepped in who changed everything Agent Jasmine Lopez ,She listened without judgment. She treated my fear as real and valid. She traced patterns, uncovered off-chain indicators, and identified wallet clusters linked to a larger scam network. She showed me that what happened wasn’t random it was organized and intentional. For the first time, I felt hope. Hearing that students, parents, and hardworking people had been targeted the same way made me realize this wasn’t stupidity. It was predation. We weren’t careless we were deliberately targeted and manipulated I’m still healing. The experience changed me. But it also reminded me that even in your darkest moment, there can be someone willing to shine a light. Contact her at [email protected] WHATSAPP +44 7478077894

  • 07.03.26 07:46 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 07:46 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 08:39 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 08:55 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 09:40 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 10:37 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 10:37 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 17:49 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

  • 07.03.26 20:10 ericbank61

    I never thought I’d be the one writing one of these stories. You hear about crypto scams, hacks, and lost fortunes, and you think, “That’s for other people. The careless ones.” I was careful. Or so I believed. It started with a sophisticated phishing attack. An email that looked identical to a legitimate exchange notification, a link to “verify my wallet security,” and a moment of distracted panic. I clicked. Within hours, my life savings in Bitcoin—a sum I’d been accumulating for five years—vanished from my private wallet. The transaction hash was a cold, unfeeling tombstone on the blockchain. My stomach dropped into a void. I felt physically ill. The police filed a report, but their knowledge ended at the edge of traditional finance. The exchange offered sympathy but no solutions. I was adrift, utterly hopeless. After weeks of despair, scouring forums in the dead of night, I found a thread mentioning Mighty Hacker Recovery. The name sounded almost too bold, like something from a cheesy movie. But the testimonials were detailed, sober, and from people who sounded just like me: desperate, betrayed, and out of options. With nothing left to lose, I reached out. Their intake process was professional but guarded. They asked for transaction IDs, wallet addresses, and a detailed timeline—no promises, just facts. A consultant named Leo became my point of contact. He had a calm, analytical voice that cut through my panic. “We don’t hack *into* systems,” he explained. “We follow the digital trail. We analyze the attack vector, trace the flow of funds through the blockchain’s transparency, and identify the weak points in the scammer’s own security. Sometimes, it’s about speed and outmaneuvering them before they can launder the assets.” What followed was a tense, silent partnership. I provided every shred of information I had, while Leo’s team worked in the shadows. There were days of silence that felt like years. Then, an update: they’d traced my BTC to a mixing service, a tool scammers use to obfuscate the trail. Mighty Hacker Recovery used advanced blockchain forensic techniques to peel back those layers. They discovered the scammer had made a critical error—a small portion of the funds was sent to a KYC-compliant exchange wallet. That was the chink in the armor. Using the immutable evidence from the blockchain and legal pressure channels they’d established with certain international platforms, they initiated a recovery claim. The process was complex, involving digital affidavits and proof of illicit origin. Three weeks after my first desperate email, Leo called. “We’ve secured a freeze on the destination wallet. The exchange is cooperating. We’re initiating the reversal.” I didn’t dare believe it until I saw it. Two days later, my wallet balance updated. My Bitcoin, minus Mighty Hacker Recovery’s contingency fee, was back. The relief wasn’t euphoric; it was a deep, trembling exhaustion, like waking up from a nightmare. They didn’t perform magic. They applied intense expertise, relentless persistence, and an intricate understanding of both the blockchain’s weaknesses and a scammer’s psychology. They gave me back more than my crypto; they gave me back a sense of agency in a landscape designed to make victims feel powerless. If you’re reading this from your own private hell of loss, know this: the trail never truly disappears. You just need the right team to follow it. For me, that was Mighty Hacker Recovery.

  • 07.03.26 22:44 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

  • 07.03.26 22:44 robertalfred175

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

  • 11.03.26 19:43 Michael Jensen

    With the help and expertise of CapitalNode Analytics, i was able to get back my digital tokens from a fake investment platform. They are swift, precise and transparent in their operations.

  • 12.03.26 15:04 Mike Franz

    I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]

  • 12.03.26 15:05 Mike Franz

    I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]

  • 15.03.26 20:22 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

  • 15.03.26 20:22 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

  • 15.03.26 20:22 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

  • 16.03.26 12:01 [email protected]

    I would like to highly recommend TOP RECOVERY EXPERT, the best in cryptocurrency recovery. I want the world to know how exceptional their services are. For years, I faced a very difficult time after being scammed out of $453,000 in Ethereum. It was devastating to realize that someone could steal from me without remorse after I trusted them. Determined to recover my funds legally, I began searching for reliable help and came across TOP RECOVERY EXPERT, the most professional recovery service I have ever found. With their expertise and support, I was able to recover my entire Ethereum wallet. I now understand that while many investment opportunities can seem too good to be true, professional guidance can make all the difference. Thanks to TOP RECOVERY EXPERT, I have regained not only my assets ETH but also my peace of mind and happiness. Their dedication and professionalism have truly changed my life. I am now the happiest person I have ever been, all because of their help. If you have been a victim of a crypto scam, I strongly advise you to reach out to TOP RECOVERY EXPERT. Contact Information: Text/Call: +1 (346) 980-9102 Email: [email protected] For more information visit his website: https://toprecoveryexpert2.wixsite.com/consultant

  • 16.03.26 13:20 luciajessy3

    There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts {A} Consultant {.} Com , Stay alert and protect yourself.

  • 16.03.26 13:20 luciajessy3

    There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts @ Consultant . Com , Stay alert and protect yourself.

  • 18.03.26 15:27 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.03.26 15:27 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08:03 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 08:04 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 08:15 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

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