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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.mp4А 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.mp4И 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.mp4T-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.mp4Тест 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:
ChatGPTimport 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
BashАнализируя 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 текстДля 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.
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09.10.25 11:05
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
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09.10.25 11:05
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
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09.10.25 11:05
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
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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
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
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12.10.25 01:12
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
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
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
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13.10.25 01:11
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
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
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
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14.10.25 08:46
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
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14.10.25 08:46
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
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
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
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15.10.25 21:52
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
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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17.10.25 21:42
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
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17.10.25 21:42
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
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17.10.25 21:42
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
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21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
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21.10.25 11:45
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
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21.10.25 11:45
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
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22.10.25 04:48
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 $150,000 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. 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.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
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
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22.10.25 11:59
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
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22.10.25 16:31
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 $150,000 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. 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.
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23.10.25 01:52
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
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23.10.25 01:52
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
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23.10.25 15:47
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 $150,000 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. 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.
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:08
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 $150,000 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. 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.
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24.10.25 06:40
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
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24.10.25 06:40
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
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24.10.25 06:54
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 $150,000 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. 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.
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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25.10.25 10:13
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
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25.10.25 10:13
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
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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27.10.25 11:15
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
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27.10.25 11:15
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
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27.10.25 17:08
raymondgonzales
Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
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27.10.25 17:20
fatimanorth
The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
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28.10.25 00:55
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
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28.10.25 00:55
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
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29.10.25 03:43
Christopherbelle
A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
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29.10.25 10:56
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
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29.10.25 10:56
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
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30.10.25 09:49
Christopherbelle
I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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30.10.25 12:03
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
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