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Н Новости

Запускаем Yolo на пятирублёвой монете или Luckfox Pico Mini

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

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

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

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.

Масса платы чуть больше четырёх грамм.

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

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

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)

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

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

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...

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

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

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

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

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

UART

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

UART4_M1

enable

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

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

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)

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

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 шина (вторая 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"

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

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

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

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

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

Пример размеченной фотографии сопла фена

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

В основном в кадре только один объект

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

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

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

Результаты обучения следующие:

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:

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

После этого можно начинать экспорт модели в ONNX.

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

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

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:

И наконец, запускаем экспорт в RKNN:

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.

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

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

Пример детекции на одном из батчей:

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

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).

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22 окт. 2024 г.

10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 23:29 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 17:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 17:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 17:13 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 08:26 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

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13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 02:26 Jacksonbash

You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].
19.08.25 18:15 keith

RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]
19.08.25 18:54 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 patricialovick86

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20.08.25 12:01 Official

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20.08.25 17:00 lisared

Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.
20.08.25 20:42 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 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
05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com