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Н Новости

T-Банк выходит на арену: разбираем T-Lite и T-Pro в боевых условиях

На российском рынке искусственного интеллекта произошло событие, мимо которого сложно пройти даже самому заядлому скептику — T-Банк представил свои языковые модели T-Lite и T-Pro, основанные на китайской LLM Qwen 2.5. И хотя анонсов «революционных» нейросетей в последнее время становится всё больше, этот случай действительно заслуживает пристального внимания — перед нами не очередной наспех слепленный форк с громкими заявлениями, а результат полугодовой работы над полноценным решением с открытой лицензией Apache 2.0.

Что такое T-Lite и T-Pro?

T-Банк представил две модели разного масштаба: T-Lite на 7 миллиардов параметров и T-Pro на 32 миллиарда параметров. Обе модели построены на базе Qwen 2.5 и прошли серьёзное дообучение для работы с русским языком. Особенно интересен сам процесс их создания — команда T-Банка использовала многоступенчатый подход к обучению:

Первичный претрейн на 100B токенов русскоязычных данных из Common Crawl, книг, кода и проприетарных датасетов
Вторичный претрейн на 40B токенов с фокусом на инструктивные данные
SFT (Supervised Fine-Tuning) на 1B токенов для улучшения следования инструкциям
Финальная настройка предпочтений также на 1B токенов

Такой подход позволил создать модели, которые не просто понимают русский язык, но и способны эффективно работать в различных доменах — от написания кода до ведения диалогов. По заявлению разработчиков, T-Lite стала лучшей русскоязычной опенсорс-моделью в классе до 10 млрд параметров, а T-Pro показывает впечатляющие результаты в сравнении даже с более крупными моделями.

Технические особенности

Обе модели работают с контекстным окном в 8k токенов, хотя базовая модель Qwen 2.5 поддерживает до 32k. Команда сохранила оригинальный токенизатор Qwen 2.5, что означает сохранение его плотности токенизации, хотя и оставляет возможность для самостоятельной адаптации пользователями.

Бенчмарки и позиционирование

T-Pro показывает результаты, сопоставимые с GPT-4o по многим метрикам:

MERA: 0.629 (vs 0.642 у GPT-4o)
MaMuRAMu: 0.841 (vs 0.874)
ruMMLU: 0.768 (vs 0.792)

T-Lite, несмотря на свой компактный размер, демонстрирует впечатляющие результаты в своём классе:

MERA: 0.552
MaMuRAMu: 0.775
ruMMLU: 0.664

От бенчмарков к реальности

Бенчмарки и метрики — это замечательно, но как разработчики, глубоко погруженные в практическое применение ML-технологий, мы в Doubletapp прекрасно понимаем, что реальная ценность модели проявляется именно в боевых условиях. Красивые цифры в тестах не всегда транслируются в удобство использования и практическую применимость, особенно когда речь идёт о решении конкретных задач разработки.

Именно поэтому мы решили провести собственное тестирование в условиях, максимально приближенных к реальному применению. Для T-Pro мы использовали облачную инфраструктуру runpod.io с Nvidia A40 (40GB VRAM), что позволило нам развернуть модель без каких-либо ограничений по памяти. T-Lite же мы намеренно тестировали на более скромном железе — ноутбуках с RTX 3050Ti (4GB VRAM, TDP 60W), ведь именно такая конфигурация чаще всего встречается у разработчиков в реальной работе. Отдельно ещё отметим, что обе модели будут квантизированными до 4-битной точности для имитации приближенных к реальным условий, где в силу экономии ресурсов инференс моделей в полную точность не очень экономически целесообразен.

В качестве тестовых сценариев мы выбрали задачи, с которыми регулярно сталкиваются разработчики:

Написание и отладка скриптов для автоматизации рутинных задач
Работа с мультимедиа через консольные утилиты
Анализ потенциально вредоносного контента
Генерация и рефакторинг кода

Давайте посмотрим, как справились модели с каждой из этих задач.

Результаты тестирования

Тест 1: Автоматизация работы с файлами

В этом тесте мы предложили моделям создать bash-скрипт для сортировки файлов по типам в различные директории. Интересно было наблюдать, как разные модели подходят к обработке потенциальных ошибок и краевых случаев.

Claude 3.5 Sonnet

Время отклика составило в среднем около ~25 секунд, с поправкой на длину ответа, аналогичные результаты далее будут и у ChatGPT 4o от OpenAI. В итоге получился следующий скрипт:

Скрипт

#!/bin/bash

# Определяем базовую директорию

BASE_DIR="/home/marat/Downloads"

# Создаем директории для разных типов файлов

IMAGES_DIR="$BASE_DIR/images"

PDFS_DIR="$BASE_DIR/pdfs"

VIDEOS_DIR="$BASE_DIR/videos"

# Функция для создания директории, если она не существует

create_dir() {

    if [ ! -d "$1" ]; then

        mkdir -p "$1"

        echo "Создана директория: $1"

    else

        echo "Директория уже существует: $1"

    fi

}

# Создаем необходимые директории

create_dir "$IMAGES_DIR"

create_dir "$PDFS_DIR"

create_dir "$VIDEOS_DIR"

# Функция для копирования файлов

copy_files() {

    local source_pattern="$1"

    local dest_dir="$2"

    local file_type="$3"

    

    # Находим файлы и копируем их

    find "$BASE_DIR" -maxdepth 1 -type f -iname "$source_pattern" -exec cp -v {} "$dest_dir/" \;

    

    # Проверяем, были ли скопированы файлы

    if [ $? -eq 0 ]; then

        echo "Файлы типа $file_type скопированы в $dest_dir"

    else

        echo "Не найдены файлы типа $file_type или произошла ошибка при копировании"

    fi

}

# Копируем изображения (PNG и JPG)

copy_files "*.png" "$IMAGES_DIR" "PNG"

copy_files "*.jpg" "$IMAGES_DIR" "JPG"

copy_files "*.jpeg" "$IMAGES_DIR" "JPEG"

# Копируем PDF файлы

copy_files "*.pdf" "$PDFS_DIR" "PDF"

# Копируем видео файлы

copy_files "*.mp4" "$VIDEOS_DIR" "MP4"

echo "Сортировка файлов завершена!"

Как можно заметить, скрипт получился достаточно массивным, однако работающим. Далее посмотрим на результаты T-Pro.

T-Pro

При генерации кода T-Pro показала скорость 23.3 токена в секунду, что обеспечило быстрый отклик. Модель предложила более компактное, но не менее эффективное решение:

Скипт

#!/bin/bash

# Определяем базовую директорию

BASE_DIR="/home/marat/Downloads"

# Создаем необходимые поддиректории, если они не существуют

mkdir -p "$BASE_DIR/images"

mkdir -p "$BASE_DIR/pdf"

mkdir -p "$BASE_DIR/videos"

# Копируем файлы в соответствующие папки

echo "Копирование изображений (PNG и JPG)..."

find "$BASE_DIR" -maxdepth 1 \( -iname "*.png" -o -iname "*.jpg" -o -iname "*.jpeg" \) -exec cp {} "$BASE_DIR/images/" \;

echo "Копирование PDF файлов..."

find "$BASE_DIR" -maxdepth 1 -iname "*.pdf" -exec cp {} "$BASE_DIR/pdf/" \;

echo "Копирование видео (MP4) файлов..."

find "$BASE_DIR" -maxdepth 1 -iname "*.mp4" -exec cp {} "$BASE_DIR/videos/" \;

echo "Организация завершена."

ChatGPT 4o

ChatGPT 4o предложил следующее решение:

Скрипт

#!/bin/bash

# Указание пути к папке Downloads

DOWNLOADS_DIR="/home/marat/Downloads"

# Создание папок для PNG/JPG, PDF и MP4 файлов

mkdir -p "$DOWNLOADS_DIR/Images"

mkdir -p "$DOWNLOADS_DIR/Documents"

mkdir -p "$DOWNLOADS_DIR/Videos"

# Копирование PNG и JPG файлов в папку Images

find "$DOWNLOADS_DIR" -maxdepth 1 -type f \( -iname "*.png" -o -iname "*.jpg" -o -iname "*.jpeg" \) -exec mv {} "$DOWNLOADS_DIR/Images/" \;

# Копирование PDF файлов в папку Documents

find "$DOWNLOADS_DIR" -maxdepth 1 -type f -iname "*.pdf" -exec mv {} "$DOWNLOADS_DIR/Documents/" \;

# Копирование MP4 файлов в папку Videos

find "$DOWNLOADS_DIR" -maxdepth 1 -type f -iname "*.mp4" -exec mv {} "$DOWNLOADS_DIR/Videos/" \;

echo "Файлы успешно распределены по папкам!"

Сработало оно так же хорошо, как и предыдущие.

T-Lite

Младший брат T-Pro справился с генерацией за 44 секунды, со скоростью генерации 11.8 токенов в секунду. Ответ, как и у старшего собрата, и коллег по цеху, оказался не менее рабочим.

Скрипт

#!/bin/bash

# Путь к Downloads

downloads_dir="/home/marat/Downloads"

# Проверяем существование директории и создаем её если не существует

if [ ! -d "$downloads_dir" ]; then

    echo "Directory $downloads_dir does not exist. Creating it..."

    mkdir "$downloads_dir"

fi

# Создаем папки для различных типов файлов

mkdir -p "$downloads_dir"/PNG_JPG

mkdir -p "$downloads_dir"/PDF

mkdir -p "$downloads_dir"/MP4

# Функция для копирования файлов по расширению в соответствующие папки

move_files() {

    local extension="$1"

    local target_dir="$2"

    for file in "$downloads_dir"/*."$extension"; do

        if [ -f "$file" ]; then

            echo "Moving $file to $target_dir..."

            mv -v "$file" "$downloads_dir/$target_dir/"

        fi

    done

}

# Копируем файлы по расширениям

move_files "png" "PNG_JPG"

move_files "jpg" "PNG_JPG"

move_files "pdf" "PDF"

move_files "mp4" "MP4"

echo "All files have been moved to the respective directories."

Тест 2: Работа с FFmpeg

Этот тест был особенно интересен, так как требовал не только написания команд, но и понимания принципов обработки видео- и аудиопотоков, а также размеров и временных меток. Задача заключалась в том, чтобы видео с длиной, заранее указанной как 3 минуты 32 секунды, было ускорено в 2 раза и разделено на 2 части с помощью FFmpeg.

Claude 3.5 Sonnet

ffmpeg -i "/home/marat/Downloads/videos/Not_a_Rickroll.mp4" \

       -filter_complex "[0:v]setpts=0.5*PTS[v];[0:a]atempo=2.0[a]" \

       -map "[v]" -map "[a]" -c:v libx264 -c:a aac "/tmp/temp_speedup.mp4" && \

ffmpeg -i "/tmp/temp_speedup.mp4" \

       -t 53 -c copy "/home/marat/Downloads/videos/Not_a_Rickroll_part1.mp4" && \

ffmpeg -i "/tmp/temp_speedup.mp4" \

       -ss 53 -c copy "/home/marat/Downloads/videos/Not_a_Rickroll_part2.mp4"

Модель точно рассчитала временные отрезки и, из интересного, сама догадалась использовать промежуточный, временный файл.

T-Pro

ffmpeg -i "/home/marat/Downloads/videos/Not_a_Rickroll.mp4" \

       -filter_complex "[0:v]setpts=0.5*PTS[v];[0:a]atempo=2.0[a]" \

       -map "[v]" -map "[a]" -c:v libx264 -c:a aac -f segment -segment_time 106 "/home/marat/Downloads/videos/Not_a_Rickroll_part%d.mp4"

Тут T-pro справлялся с задачей лишь на 50%, либо деля видео только на 2 равные части, либо только ускоряя его, как в этом примере.

ChatGPT 4o

Как и с Claude, обошлось без сюрпризов, сначала ChatGPT выдал команду для ускорения видео в 2 раза:

ffmpeg -i /home/marat/Downloads/videos/Not_a_Rickroll.mp4 -filter:v "setpts=0.5*PTS" -an /home/marat/Downloads/videos/Not_a_Rickroll_fast.mp4

А затем отделил одну часть от уже ускоренного:

ffmpeg -i /home/marat/Downloads/videos/Not_a_Rickroll_fast.mp4 -ss 0 -t 53 /home/marat/Downloads/videos/Not_a_Rickroll_part1.mp4

И потом вторую:

ffmpeg -i /home/marat/Downloads/videos/Not_a_Rickroll_fast.mp4 -ss 53 -t 53 /home/marat/Downloads/videos/Not_a_Rickroll_part2.mp4

T-Lite

T-Lite себя тут показал хуже, хотя и видно, что пытался, и вместо того, чтобы решить задачу несколькими командами, он попытался сделать всё одной монструозной и неизбежно провалился.

ffmpeg -i /home/marat/Downloads/videos/Not_a_Rickroll.mp4 \

       -filter_complex "[0:v]setpts=0.5*PTS,split=2[v1][v2];[0:a]atempo=2[a1][a2]" \

       -map "[v1]" -map "[a1]" /home/marat/Downloads/videos/Not_a_Rickroll_sped_up_1.mp4 \

       -map "[v2]" -map "[a2]" /home/marat/Downloads/videos/Not_a_Rickroll_sped_up_2.mp4

Тест 3: на анализ потенциально опасных сообщений

Тестовое сообщение 1

"Привет! У тебя интересные фотки, чем ещё увлекаешься?"

Claude 3.5 Sonnet

Вердикт: Не спам
Анализ: Детально объяснил признаки нормального общения — персонализация, естественность вопроса
Особенности: Сохранил контекст диалога, предложил варианты безопасного продолжения общения

T-Pro

Вердикт: Не спам
Анализ: Четкое определение признаков нормального общения
Особенности: Краткий, но информативный анализ безопасности сообщения

T-Lite

Вердикт: (Ушла от задачи анализа)
Анализ: Начала вести диалог вместо анализа
Особенности: Полностью проигнорировала роль спам-фильтра

ChatGPT 4o

Вердикт: Не спам
Анализ: Отсутствует
Особенности: Минималистичный ответ без объяснений

Тестовое сообщение 2

"А чем ты занимаешься? Я вот в спортзал хожу и инвестициями увлекаюсь, хочешь и тебе расскажу как?"

Claude 3.5 Sonnet

Вердикт: Спам
Анализ: Подробно описал признаки мошеннической схемы, выделил паттерны романтического развода
Особенности: Привел полный анализ рисков и подозрительных маркеров

T-Pro

Вердикт: Спам
Анализ: Указала на конкретные признаки потенциального мошенничества
Особенности: Четкое выделение подозрительных элементов в сообщении

T-Lite

Вердикт: (Ушла от задачи анализа)
Анализ: Развернутый ответ о пользе спорта и инвестиций
Особенности: Полностью проигнорировала роль спам-фильтра

ChatGPT 4o

Вердикт: Спам
Анализ: Отсутствует
Особенности: Категоричный ответ без объяснений

Тестовое сообщение 3

"Слушай, тут сейчас такой концерт интересный проходит, давай вместе сходим, билеты вот тут продаются - [ссылка]."

Claude 3.5 Sonnet

Вердикт: Спам
Анализ: Глубокий разбор рисков, связанных с внешними ссылками
Особенности: Предложил альтернативные безопасные варианты общения

T-Pro

Вердикт: Спам
Анализ: Подробное объяснение рисков с практическими рекомендациями
Особенности: Структурированный список мер предосторожности

T-Lite

Вердикт: Частично соответствует роли
Анализ: Смешанный подход — советы по безопасности + диалог
Особенности: Неполное следование роли фильтра

ChatGPT 4o

Вердикт: Спам
Анализ: Отсутствует
Особенности: Быстрая классификация без обоснования

Тестовое сообщение 4

"У тебя в анкете указано что ты любишь погулять, может сходим куда-нибудь сегодня/завтра?"

Claude 3.5 Sonnet

Вердикт: Не спам
Анализ: Отметил персонализацию, учет информации из профиля
Особенности: Оценил естественность развития диалога

T-Pro

Вердикт: Не спам
Анализ: Подчеркнула важность контекста и персонализации
Особенности: Акцент на признаках нормального общения

T-Lite

Вердикт: (Ушла от задачи анализа)
Анализ: Советы по планированию прогулки
Особенности: Игнорирование роли спам-фильтра

ChatGPT 4o

Вердикт: Не спам
Анализ: Отсутствует
Особенности: Точная, но не обоснованная классификация

В этой задаче, по непонятным причинам, справились все, кроме малютки T-Lite, которая, вместо того, чтобы анализировать спам, стабильно игнорировала заданный сообщением ранее запрос и на «спам» отвечала как собеседнику. T-Pro же показала себя достаточно схоже с Claude 3.5 Sonnet, детально разбирая и анализируя всё, а вот ChatGPT 4o был максимально краток, отвечая только — спам, не спам.

Сравнительная таблица

Критерий	Claude 3.5	T-Pro	T-Lite	ChatGPT 4o
Следование роли	⭐⭐⭐⭐⭐	⭐⭐⭐⭐⭐	⭐	⭐⭐⭐⭐⭐
Качество анализа	⭐⭐⭐⭐⭐	⭐⭐⭐⭐	⭐	⭐⭐⭐⭐⭐
Полезность рекомендаций	⭐⭐⭐⭐⭐	⭐⭐⭐⭐	⭐⭐	⭐
Понимание контекста	⭐⭐⭐⭐⭐	⭐⭐⭐⭐⭐	⭐⭐⭐	⭐⭐⭐⭐⭐
Стабильность ответов	⭐⭐⭐⭐⭐	⭐⭐⭐⭐⭐	⭐⭐	⭐⭐⭐⭐⭐

Бонусная задача: RAG в боевых условиях, или как LLM справляются с реальной разработкой

После всех этих тестов с bash-скриптами и FFmpeg'ом самое время взглянуть на то, как наши подопытные справляются с повседневными задачами разработчиков. И тут мы решили быть максимально практичными — взяли типичный паттерн из Android-разработки: приложение с Room-базой данных, пользователями и стандартной архитектурой.

Наша задача для моделей звучала просто: проанализировать существующую кодовую базу и написать юнит-тесты для UserViewModel. В фокусе — работа с корутинами, Flow и обработка ошибок. По сути, то, с чем Android-разработчики сталкиваются каждый день.

Почему именно такой сценарий? Во-первых, это реальный код, который можно встретить практически в любом проекте. Во-вторых, здесь нужно не просто сгенерировать что-то с нуля, а разобраться в существующей структуре. И в-третьих, это отличный способ оценить, насколько модели понимают современный стек Android-разработки.

RAG-контекст для тестирования

В качестве исходного кода мы взяли типичную реализацию работы с базой данных в Android-приложении через Room. Вот наша кодовая база :

Кодовая база

// Начнём с сущности пользователя — классика для любого приложения

@Entity(tableName = "users")

data class User(

    @PrimaryKey val uid: Int,

    @ColumnInfo(name = "first_name") val firstName: String,

    @ColumnInfo(name = "last_name") val lastName: String,

    @ColumnInfo(name = "email") val email: String,

    @ColumnInfo(name = "created_at") val createdAt: Long = System.currentTimeMillis()

)

// DAO для работы с базой — стандартный набор CRUD-операций

@Dao

interface UserDao {

    @Query("SELECT * FROM users")

    fun getAll(): Flow<List<User>>

    @Query("SELECT * FROM users WHERE uid IN (:userIds)")

    fun loadAllByIds(userIds: IntArray): Flow<List<User>>

    @Insert

    suspend fun insertAll(vararg users: User)

    @Delete

    suspend fun delete(user: User)

}

// Room Database — ничего необычного, просто связываем всё воедино

@Database(entities = [User::class], version = 1)

abstract class AppDatabase : RoomDatabase() {

    abstract fun userDao(): UserDao

}

// Repository — классический паттерн для абстракции работы с данными

class UserRepository @Inject constructor(

    private val userDao: UserDao

) {

    fun getAllUsers(): Flow<List<User>> = userDao.getAll()

    suspend fun addUser(user: User) = userDao.insertAll(user)

    suspend fun deleteUser(user: User) = userDao.delete(user)

}

// И наконец, ViewModel — здесь вся бизнес-логика и состояние UI

@HiltViewModel

class UserViewModel @Inject constructor(

    private val userRepository: UserRepository

) : ViewModel() {

    private val _users = MutableStateFlow<List<User>>(emptyList())

    val users: StateFlow<List<User>> = _users.asStateFlow()

    init {

        viewModelScope.launch {

            userRepository.getAllUsers()

                .collect { users ->

                    _users.value = users

                }

        }

    }

}

А теперь давайте посмотрим, как модели справились с задачей написания юнит-тестов.

Claude 3.5 Sonnet

Claude выдал максимально полный набор тестов, затрагивающий не только базовый функционал, но и edge-cases:

Claude

@Test

fun initial state should be empty list() = runTest {

    val usersFlow = flowOf(emptyList<User>())

    coEvery { repository.getAllUsers() } returns usersFlow

    viewModel = UserViewModel(repository)

    assertEquals(emptyList<User>(), viewModel.users.value)

}

@Test

fun should collect users from repository() = runTest {

    val testUsers = listOf(

        User(1, "John", "Doe", "[email protected]"),

        User(2, "Jane", "Smith", "[email protected]")

    )

    val usersFlow = flowOf(testUsers)

    coEvery { repository.getAllUsers() } returns usersFlow

    viewModel = UserViewModel(repository)

    testDispatcher.scheduler.advanceUntilIdle()

    assertEquals(testUsers, viewModel.users.value)

}

@Test

fun should handle repository errors gracefully() = runTest {

    val errorFlow = flow<List<User>> { 

        throw IOException("Network error") 

    }

    coEvery { repository.getAllUsers() } returns errorFlow

    viewModel = UserViewModel(repository)

    testDispatcher.scheduler.advanceUntilIdle()

    assertEquals(emptyList<User>(), viewModel.users.value)

}

Примечательно, что модель сразу использует StandardTestDispatcher и структурирует тесты по паттерну Given-When-Then. Особенно порадовало внимание к обработке ошибок — критичный момент для реальных приложений, который часто упускают из виду. Тесты покрывают основные сценарии использования ViewModel и демонстрируют понимание как Room, так и корутин с Flow.

ChatGPT 4o

Творение OpenAI выдало в чате следующее:

ChatGPT

import app.cash.turbine.test

import io.mockk.*

import kotlinx.coroutines.Dispatchers

import kotlinx.coroutines.ExperimentalCoroutinesApi

import kotlinx.coroutines.flow.Flow

import kotlinx.coroutines.flow.MutableStateFlow

import kotlinx.coroutines.flow.flow

import kotlinx.coroutines.test.*

import org.junit.Assert.*

import org.junit.Before

import org.junit.Rule

import org.junit.Test

import org.junit.rules.TestRule

import org.junit.runner.RunWith

import org.mockito.junit.MockitoJUnitRunner

@ExperimentalCoroutinesApi

@RunWith(MockitoJUnitRunner::class)

class UserViewModelTest {

    private lateinit var userRepository: UserRepository

    private lateinit var userViewModel: UserViewModel

    private val testDispatcher = StandardTestDispatcher()

    @get:Rule

    val rule: TestRule = TestCoroutineRule()

    @Before

    fun setup() {

        userRepository = mockk()

        Dispatchers.setMain(testDispatcher)

        userViewModel = UserViewModel(userRepository)

    }

    @Test

    fun should collect users successfully() = runTest {

        val users = listOf(

            User(1, "John", "Doe", "[email protected]"),

            User(2, "Jane", "Doe", "[email protected]")

        )

        val userFlow: Flow<List<User>> = flow { emit(users) }

        coEvery { userRepository.getAllUsers() } returns userFlow

        

        userViewModel = UserViewModel(userRepository)

        

        userViewModel.users.test {

            assertEquals(users, awaitItem())

        }

    }

    @Test

    fun should handle empty user list() = runTest {

        val emptyUserFlow: Flow<List<User>> = flow { emit(emptyList()) }

        coEvery { userRepository.getAllUsers() } returns emptyUserFlow

        

        userViewModel = UserViewModel(userRepository)

        

        userViewModel.users.test {

            assertTrue(awaitItem().isEmpty())

        }

    }

    @Test

    fun should handle repository error() = runTest {

        val errorFlow: Flow<List<User>> = flow { throw RuntimeException("Database error") }

        coEvery { userRepository.getAllUsers() } returns errorFlow

        

        userViewModel = UserViewModel(userRepository)

        

        userViewModel.users.test {

            assertTrue(awaitItem().isEmpty()) // ViewModel должна обрабатывать ошибки и не падать

        }

    }

}

Разбор тестов:

should collect users successfully
- Проверяет, что UserViewModel корректно собирает пользователей из Flow репозитория.
should handle empty user list
- Убеждается, что UserViewModel корректно обрабатывает пустой список.
should handle repository error
- Симулирует ошибку в Flow и проверяет, что UserViewModel не падает.

Используем Turbine для тестирования StateFlow и mockk для мокирования зависимостей. Если что-то улучшить – пиши! 🚀

ChatGPT 4o выдал максимально подробные тесты, включив не только стандартные проверки, но и весь необходимый бойлерплейт — от аннотаций до импортов. Использование Turbine для тестирования Flow и TestCoroutineRule показывает, что модель в курсе актуальных практик тестирования в Android.

Порадовал детальный набор импортов и готовая структура с TestRule — то, что обычно приходится гуглить отдельно. В общем, получился полноценный комплект, который можно сразу брать и использовать.

T-Lite

Bash

Анализируя кодовую базу, мы видим, что UserViewModel использует корутины и потоки данных (Flow`) для  

получения списка пользователей из базы данных. Давайте напишем юнит-тесты, чтобы убедиться в правильности  

работы с этими механизмами.

### Шаг 1: Подготовка тестовой среды

Для начала нам нужно подготовить тестовую среду для UserViewModel. Это может включать создание моков и  

инжекцию их в UserViewModel для изоляции тестирования. Мы будем использовать Mockito и Mockk.

### Шаг 2: Написание юнит-тестов

Давайте напишем несколько тестов, чтобы проверить работу UserViewModel.

```kotlin

import androidx.arch.core.executor.testing.InstantTaskExecutorRule

import kotlinx.coroutines.Dispatchers

import kotlinx.coroutines.test.runBlockingTest

import org.junit.Assert.assertEquals

import org.junit.Before

import org.junit.Rule

import org.junit.Test

import org.mockito.kotlin.mock

import org.mockito.kotlin.whenever

class UserViewModelTest {

   @get:Rule

   val instantTaskExecutorRule = InstantTaskExecutorRule()

   private lateinit var userRepositoryMock: UserRepository

   private lateinit var userViewModel: UserViewModel

   @Before

   fun setUp() {

       userRepositoryMock = mock()

       userViewModel = UserViewModel(userRepositoryMock)

   }

   @Test

   fun getAllUsers should return empty list when no users are in database() = runBlockingTest {

       // Given

       val emptyUserList = listOf<User>()

       whenever(userRepositoryMock.getAllUsers()).thenReturn(emptyFlow())

       // When

       val users = userViewModel.users.first()

       // Then

       assertEquals(emptyUserList, users)

   }

   @Test

   fun getAllUsers should return list of users when there are users in database() = runBlockingTest {

       // Given

       val userList = listOf(User(uid = 1, firstName = "John", lastName = "Doe", email =  

"[email protected]"))

       whenever(userRepositoryMock.getAllUsers()).thenReturn(flowOf(userList))

       // When

       val users = userViewModel.users.first()

       // Then

       assertEquals(userList, users)

   }

   private fun flowOf(list: List<User>): Flow<List<User>> {

       return flow {

           emit(list)

       }

   }

   private fun emptyFlow(): Flow<List<User>> {

       return flow {}

   }

}

```

### Объяснение тестов

1. Тест на пустой список пользователей: Мы проверяем, что при отсутствии данных в базе, UserViewModel  

корректно возвращает пустой список.

2. Тест на заполненный список пользователей: В этом тесте мы подменяем реальный поток данных из базы на  

мок-поток с конкретными данными и проверяем, что UserViewModel правильно обрабатывает эти данные.

### Шаг 3: Дополнительные тесты

Мы также можем добавить тесты для работы с ошибками:

```kotlin

@Test

fun getAllUsers should throw exception when repository throws an error() = runBlockingTest {

   // Given

   whenever(userRepositoryMock.getAllUsers()).doReturn(emptyFlow())

   // When & Then

   assertFailsWith<Throwable> {

       userViewModel.users.first()

   }

}

```

### Замечания

- Обработка ошибок: Добавьте обработку ошибок в ваш UserViewModel, чтобы корректно уведомлять  

пользователей о возможных проблемах с базой данных.

  

- Использование TestCoroutineDispatcher: Для более сложного тестирования вы можете использовать  

TestCoroutineDispatcher для контроля выполнения корутин.

```kotlin

private val testDispatcher = TestCoroutineDispatcher()

@Before

fun setup() {

   Dispatchers.setMain(testDispatcher)

}

@AfterEach

fun teardown() {

   testDispatcher.cleanupTestCoroutines()

}

```

Эти тесты помогут вам убедиться, что UserViewModel работает корректно с использованием потоков данных и  

корутин.

При анализе ответа T-Lite видим классический пример «младшей» модели — базовая структура на месте, но в деталях начинаются проблемы. Устаревший runBlockingTest вместо современного runTest, странное смешение Mockito и Mockk, наивная работа с Flow через first(). В сравнении с решениями Claude 3.5 и ChatGPT 4o, где используются StandardTestDispatcher, правильная обработка StateFlow и чёткое разделение тестовых фаз, разница в понимании современного Android-стека очевидна. Особенно это заметно в обработке ошибок, где T-Lite предлагает assertFailsWith вместо корректной проверки поведения ViewModel.

7B параметров против больших моделей, у которых этих параметров сотни миллиардов — разница в понимании контекста и объём знаний, увы, неизбежно несравнимы.

T-Pro

Скрытый текст

Для написания юнит-тестов для UserViewModel, которые включают работу с корутинами, Flow` и обработку ошибок, мы начнем с создания мока (например, используя библиотеку Mockito или MockK)

для UserDao. Затем напишем тесты, чтобы покрыть основные функциональности ViewModel.

### Шаг 1: Подготовка зависимостей и настройка окружения

Убедитесь, что у вас есть необходимые зависимости в вашем build.gradle файле:

```groovy

dependencies {

    implementation "androidx.lifecycle:lifecycle-viewmodel-ktx:$lifecycle_version"

    implementation "androidx.room:room-runtime:$room_version"

    kapt "androidx.room:room-compiler:$room_version"

    testImplementation 'junit:junit:4.13.2'

    testImplementation "org.mockito:mockito-core:4.x.x"

    testImplementation "io.mockk:mockk:1.12.x"

    testImplementation "androidx.arch.core:core-testing:2.1.0" // Для тестирования корутин и Flow

}

```

### Шаг 2: Создание ViewModel

Предположим, у нас есть UserViewModel, которая использует Flow для получения данных из базы:

```kotlin

import androidx.lifecycle.ViewModel

import androidx.lifecycle.viewModelScope

import kotlinx.coroutines.flow.*

import kotlinx.coroutines.launch

class UserViewModel(private val userDao: UserDao) : ViewModel() {

    val users = userDao.getAll().catch { e ->

        emit(emptyList()) // Логика обработки ошибок

    }.stateIn(viewModelScope, SharingStarted.WhileSubscribed(5000), emptyList())

    fun loadUsersByIds(userIds: IntArray) {

        viewModelScope.launch {

            try {

                userDao.loadAllByIds(userIds).collect { users ->

                    // Обработка списка пользователей по ID

                }

            } catch (e: Exception) {

                // Логика обработки ошибок

            }

        }

    }

    fun addUser(user: User) = viewModelScope.launch {

        try {

            userDao.insert(user)

        } catch (e: Exception) {

            // Обработка исключения

        }

    }

}

```

### Шаг 3: Написание тестов

Теперь мы можем написать юнит-тесты:

```kotlin

import kotlinx.coroutines.ExperimentalCoroutinesApi

import kotlinx.coroutines.flow.flowOf

import kotlinx.coroutines.test.runTest

import org.junit.Assert.assertEquals

import org.junit.Before

import org.junit.Test

import org.mockito.kotlin.*

@OptIn(ExperimentalCoroutinesApi::class)

class UserViewModelTest {

    private lateinit var userDao: UserDao

    private lateinit var viewModel: UserViewModel

    @Before

    fun setUp() {

        userDao = mock()

        viewModel = UserViewModel(userDao)

    }

    @Test

    fun test getAll users() = runTest {

        val userList = listOf(User(1, "John", "Doe", "[email protected]"))

        whenever(userDao.getAll()).thenReturn(flowOf(userList))

        assertEquals(userList, viewModel.users.first())

    }

    @Test

    fun test loadUsersByIds success() = runTest {

        val userIds = intArrayOf(1, 2)

        val userList = listOf(User(1, "Jane", "Doe", "[email protected]"), User(2, "Bob", "Smith", "[email protected]"))

        whenever(userDao.loadAllByIds(any())).thenReturn(flowOf(userList))

        viewModel.loadUsersByIds(userIds)

        // Проверка того, что корутинная логика сработала корректно

    }

    @Test

    fun test getAll error handling() = runTest {

        val exception = Exception("Database error")

        whenever(userDao.getAll()).thenReturn(flow { throw exception })

        assertEquals(emptyList<User>(), viewModel.users.first())

    }

    @Test

    fun test addUser success() = runTest {

        val user = User(3, "Alice", "Johnson", "[email protected]")

        viewModel.addUser(user)

        verify(userDao).insert(user)

    }

    @Test

    fun test addUser error handling() = runTest {

        val user = User(4, "Charlie", "Brown", "[email protected]")

        whenever(userDao.insert(any())).thenThrow(RuntimeException("Insert failed"))

        viewModel.addUser(user)

        // Проверить логику обработки ошибок

    }

}

```

### Объяснение

1. runTest: Используется для тестирования корутинных функций в изолированной среде.

2. Mocking: Мы используем mockk для создания мока объекта UserDao, чтобы проверить, как ViewModel взаимодействует с ним.

3. Error handling: Проверяем, что ошибка корректно обрабатывается и заменяется на пустой список или другое подходящее значение.

Таким образом мы обеспечиваем покрытие основных функциональностей ViewModel через тесты.

В отличие от T-Lite, здесь мы видим более структурированный подход: отдельный build.gradle с зависимостями, полноценную реализацию ViewModel и набор тестов, покрывающих разные сценарии.

Однако даже T-Pro допускает некоторые неточности. Например, использование first() для тестирования Flow (как и младший брат) вместо более надёжного решения через Turbine, которое мы видели у ChatGPT 4o. Также отсутствует явная работа с TestDispatcher, что может привести к проблемам при тестировании корутин.

С другой стороны, T-Pro предлагает более полное покрытие функционала — тестирование не только базовых операций получения данных, но и обработки ошибок, работы с ID и добавления пользователей. Это показывает более глубокое понимание реальных сценариев использования ViewModel.

В целом, результат T-Pro ближе к решениям старших моделей, хотя и требует некоторой доработки в части работы с корутинами и Flow.

Заключение

Проведенное тестирование показало интересные результаты, особенно в контексте соотношения производительности и требований к ресурсам. T-Pro, несмотря на более скромные требования к оборудованию по сравнению с некоторыми конкурентами (достаточно Nvidia A40 с 40GB VRAM), продемонстрировала впечатляющие результаты, практически на равных конкурируя с более «тяжелыми» моделями в реальных задачах разработки.

T-Lite, хотя и показала менее стабильные результаты в тестах, представляет собой интересное решение для случаев, когда ресурсы ограничены. Возможность её запуска на обычном, далеко не свежем и не топовом ноутбуке открывает новые возможности для локальной разработки и тестирования. Да, модель чаще отклонялась от заданной роли и показывала менее стабильные результаты, но при этом демонстрировала неплохое понимание контекста и генерацию связных ответов.

Как компания, которая активно следит за развитием ML-технологий и внедряет их в свои решения, а также участвует в их разработке, мы рады видеть появление качественных отечественных моделей с открытым исходным кодом и прозрачной лицензией. Особенно впечатляет то, что эти решения не просто существуют на бумаге, а показывают реальную применимость в повседневных задачах разработчиков, при этом оставаясь доступными даже для тех, кто не располагает мощными вычислительными ресурсами.

Если же вы хотите улучшить бизнес-процессы в вашей компании с помощью нейросетей, но не уверены в том, как лучше это сделать, вы можете напрямую обратиться к нам за консультацией.

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25 февр. 2025 г.

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A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 22:51 ashley11

Recover All Lost Cryptocurrency From Scammers
13.11.25 22:52 ashley11

Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL
13.11.25 23:36 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 03:42 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.11.25 03:42 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.11.25 08:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
14.11.25 10:39 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
14.11.25 12:12 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 15:07 caridad

Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.
14.11.25 18:33 justinekelly45

FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation. Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
14.11.25 20:56 juliamarvin

Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7
15.11.25 12:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
15.11.25 14:39 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.11.25 14:39 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.11.25 15:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
15.11.25 15:52 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
16.11.25 14:43 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.11.25 14:44 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.11.25 20:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
17.11.25 03:24 johnny231

INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
17.11.25 11:26 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.11.25 11:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.11.25 01:56 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
19.11.25 08:27 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
19.11.25 16:30 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.11.25 16:30 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.11.25 15:55 mariotuttle94

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21.11.25 10:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.11.25 10:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.11.25 04:41 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.11.25 22:04 wendytaylor015

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22.11.25 22:04 wendytaylor015

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22.11.25 22:05 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.11.25 03:34 Matt Kegan

SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
23.11.25 09:54 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.11.25 18:01 mosbygerry

I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 18:20 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 20:04 deborah113

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27.11.25 23:48 elizabethrush89

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27.11.25 23:48 elizabethrush89

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28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 elizabethrush89

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29.11.25 12:35 elizabethrush89

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29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.11.25 20:37 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 12:27 Thomas Muller

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01.12.25 12:27 Thomas Muller

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01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 04:35 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

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04.12.25 21:45 elizabethrush89

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04.12.25 21:45 elizabethrush89

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05.12.25 08:35 into11

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05.12.25 08:48 Tonerdomark

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06.12.25 01:44 Tonerdomark

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06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

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06.12.25 10:39 michaeldavenport238

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06.12.25 10:42 michaeldavenport238

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07.12.25 08:43 Tonerdomark

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08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

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09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

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