Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 8086 / Markets: 109515
Market Cap: $ 2 680 993 449 326 / 24h Vol: $ 72 444 019 587 / BTC Dominance: 60.043120200776%

Н Новости

  1. Главная
  2. Новости

[Перевод] Гуглить баги — это нормально. Как AI Debugger освоил этот навык и сам исправляет ошибки

315502f9379fc61481ea35ac17d35706.jpg

Автоматический дебаг с помощью языковых моделей уже не новость, и разработчики используют LLM‑модели и среды разработки с интегрированным ИИ, чтобы анализировать код и предлагать исправления. Но что если встроить в этот процесс ещё один мощный инструмент — поиск в интернете?

В этой статье мы рассмотрим необычный подход: автоматический дебаггер, который не просто анализирует код с помощью нейросети, но и при необходимости отправляет сформулированные моделью поисковые запросы в интернете. Если модель не уверена в исправлении, она делает то же, что и человек, — ищет похожие ошибки и готовые решения в сети.

Код на GitHub

Если вы хотите посмотреть всю магию в действии, загляните в мой репозиторий GitHub — там хранится полная реализация.

Как всё организовано? Вот дерево файлов — оно подскажет, что к чему:

AI-Debugger
│   ├── default_config.py      # Настройки по умолчанию
├── requirements.txt           # Список зависимостей Python для проекта
└── src/
    ├── cli/
    │   ├── main.py            # Точка входа в интерфейс командной строки
    ├── core/
    │   ├── debugger.py        # Главная логика отладки с помощью LLM
    │   ├── llm.py             # Абстрактный базовый класс для взаимодействия с LLM
    │   ├── llm_factory.py     # Фабрика создания экземпляров LLM
    │   ├── utils.py           # Утилитарные функции
    │   │                      # (например, вычисление различий в коде)
    ├── internet/
    │   ├── search.py          # Модуль для выполнения интернет-поиска
    ├── llms/
    │   ├── gemini_llm.py      # Реализация взаимодействия с Google Gemini
    │   ├── huggingface_llm.py # Реализация взаимодействия с Hugging Face
    │   ├── openai_llm.py      # Реализация взаимодействия с OpenAI
    ├── prompts/
    │   ├── query_prompts.py   # Шаблоны промтов для поисковых задач
    └───┴── system_prompts.py  # Системные промты для LLM

Обзор проекта

Как выглядит работа этого бесконечного цикла отладки ИИ? Представим процесс визуально.

c8e8d15f0747991b6bcc52079ceecee5.jpeg

Бесконечный ИИ‑дебаггер начинает с обнаружения потенциальных проблем и проверки наличия ошибок. Если ошибок не обнаружено, процесс завершается. Если ошибка найдена, дебаггер оценивает, требуется ли использование внешней информации. При необходимости он выполняет поиск через такие источники, как Google или Mozilla, извлекает релевантные данные и комбинирует их с внутренними входными данными.

Собранные данные передаются в выбранную LLM (например, HuggingFace, OpenAI, Gemini или локальную модель), которая генерирует ответ для устранения ошибки. Система применяет это решение к коду и снова проверяет наличие ошибок. Если проблема сохраняется, процесс повторяется до её устранения.

Цикл повторяется до тех пор, пока не будут исправлены все проблемы. Такая схема делает процесс максимально эффективным: внешние данные и искусственный интеллект работают в тандеме.

Установка модуля

Начнём с установки. Сначала клонируем репозиторий:

git clone https://github.com/FareedKhan-dev/ai-debugger.git
cd ai-debugger

Установим все необходимые зависимости этой командой:

pip install -r requirements.txt

Импорт библиотек

Давайте импортируем все нужные библиотеки:

import os  # Для взаимодействия с операционной системой
import subprocess  # Позволяет запускать новые процессы
import time  # Предоставляет функции для работы со временем
import re  # Поддержка операций с регулярными выражениями
import transformers  # Библиотека Hugging Face для языковых моделей (LLM)
import torch  # Для тензорных вычислений и глубокого обучения
import logging  # Инструменты для логирования
from scrapling import Fetcher  # Веб-скрейпинг

Получение структуры дерева проекта

Первое, с чего начинается процесс отладки, — это знакомство с проектом. Нужно показать LLM, что у нас есть, и как это организовано. Для этого создадим функцию, которая генерирует структуру дерева каталогов. Давайте напишем её.

def get_dir_tree(start_path, indent=""):
    """
    Рекурсивно создаёт строковое представление структуры дерева каталогов.

    Args:
        start_path (str): Путь к начальной директории.
        indent (str): Отступ текущего уровня (используется для рекурсивных вызовов).

    Returns:
        str: Структура дерева каталогов в виде строки.
    """
    # Инициализация пустой строки для хранения структуры дерева каталогов
    tree_structure = ""

    # Попытка получить список всех элементов в директории
    try:
        items = os.listdir(start_path)
    except PermissionError:
        # Обработка ошибки доступа с указанием ограничения
        return f"{indent}[Доступ запрещён]\n"

    # Перебор всех элементов в текущей директории
    for index, item in enumerate(items):
        # Формирование полного пути к каждому элементу
        item_path = os.path.join(start_path, item)

        # Проверка, является ли текущий элемент последним, для корректного оформления дерева
        is_last_item = index == len(items) - 1

        # Определение префикса для текущего элемента (оформление ветвей дерева)
        prefix = "└── " if is_last_item else "├── "

        # Добавление текущего элемента в структуру дерева с соответствующим отступом
        tree_structure += f"{indent}{prefix}{item}\n"

        # Если текущий элемент — директория, рекурсивно получить её структуру
        if os.path.isdir(item_path):
            # Корректировка отступа для следующего уровня дерева
            new_indent = indent + ("    " if is_last_item else "│   ")
            tree_structure += get_dir_tree(item_path, new_indent)

    return tree_structure

Функция get_dir_tree() — наш проводник: она принимает один аргумент, корневую директорию, и возвращает чёткую структуру всех вложенных папок и файлов. Теперь можно легко визуализировать, как устроен проект. Давайте протестируем, вызвав её для тестовой папки. Вот результат:

# Указываем директорию, структуру которой хотим отобразить
start_directory = "project_code"

# Получаем структуру дерева для указанной директории
directory_tree = get_dir_tree(start_directory)

# Выводим полученную структуру дерева каталогов
print(directory_tree)
### ВЫВОД ###

project_code
├── requirements.txt
├── main.py
└── some_folder/
    ├── sub_folder/
        ...
...

Чтение содержимого

Что дальше? Разумеется, следующий шаг — открыть файлы и понять, что в них внутри. Лишь имея на руках содержимое самих файлов, LLM сможет понять код, который необходимо анализировать и отлаживать. Создадим функцию для выполнения этой задачи.

def read_code_files(directory, files_to_debug=None):
    """
    Считывает содержимое файлов с кодом на Python из указанной директории и возвращает его в виде строки.

    Args:
        directory (str): Директория, содержащая файлы с кодом.
        files_to_debug (list, optional): Список конкретных файлов для отладки. По умолчанию — None.

    Returns:
        str: Строка, содержащая содержимое всех файлов с кодом.
    """
    # Инициализация пустой строки для хранения содержимого всех файлов
    all_code = ""

    # Если список файлов не указан, загружаем все Python-файлы из директории
    if not files_to_debug:
        files_to_debug = [f for f in os.listdir(directory) if f.endswith(".py")]

    # Перебор списка файлов для отладки
    for code_filename in files_to_debug:
        try:
            # Открытие файла для чтения
            with open(os.path.join(directory, code_filename), "r") as file:
                # Добавление имени файла в виде комментария для наглядности
                all_code += f"# {code_filename}\n"
                # Чтение содержимого файла
                code = file.read()
                # Добавление содержимого файла к общей строке
                all_code += code + "\n"
                # Добавление разделителя для удобства восприятия между файлами
                all_code += "_________________\n\n"
        except Exception as e:
            # Обработка ошибок при чтении конкретного файла
            print(f"Ошибка при чтении {code_filename}: {e}")

    # Возврат объединённого содержимого всех файлов
    return all_code

Функция read_code_files() принимает два аргумента: каталог, где находятся файлы кода, и список файлов для отладки, если они переданы в аргументах командной строки. Если же конкретные файлы не указаны, функция будет считывать все Python‑файлы из указанного каталога.

Тестируем. Предположим, что в каталоге проекта два файла: main.py и utils.py.

# Указываем папку с кодом
code_directory = "project_folder"

# Получаем содержимое файлов с кодом
code_content = read_code_files(code_directory)
print(code_content)
### ВЫВОД ###

# main.py
def main():
    print("Здравствуй, свет!")

if __name__ == "__main__":
    main()
_________________

# utils.py
def add(a, b):
    return a + b
_________________

Как видно, файлы были успешно загружены и представлены в виде одной строки. Теперь LLM сможет разобраться в нашем коде.

Логирование ошибок

Следующим этапом мы займёмся поиском ошибок. Нам нужно выполнить каждый Python‑файл, чтобы проверить наличие ошибок. Для этого мы используем питонский модуль subprocess, который позволяет запускать файлы и захватывать их вывод. Эта функция поможет нам точно определить, где и какие ошибки присутствуют в коде, а также предоставит ключевую информацию для отладки.

def run_code_and_capture_errors(directory, files_to_debug=None):
    """
    Выполняет Python-файлы в указанной директории, фиксируя их вывод или ошибки.

    Args:
        directory (str): Директория, где находятся Python-файлы.
        files_to_debug (list, optional): Список файлов для выполнения. Если None, выполняются все Python-файлы в директории.

    Returns:
        str: Отформатированная строка с результатами выполнения для каждого файла.
    """
    results = []  # Список для хранения результатов выполнения

    try:
        # Если список файлов не указан, выбираем все Python-файлы в директории
        if files_to_debug is None:
            files_to_debug = [f for f in os.listdir(directory) if f.endswith('.py')]

        # Перебор каждого файла и его выполнение
        for code_filename in files_to_debug:
            results.append(f"# {code_filename}")
            try:
                # Запуск Python-файла через subprocess с захватом вывода и ошибок
                result = subprocess.run(
                    ["python", os.path.join(directory, code_filename)],
                    capture_output=True,
                    text=True,
                    check=True,
                )
                # Добавление успешного вывода (stdout)
                if result.stdout.strip():
                    results.append(result.stdout.strip())
                else:
                    results.append("ошибок нет")
            except subprocess.CalledProcessError as e:
                # Добавление сообщения об ошибке (stderr)
                if e.stderr.strip():
                    results.append(f"Произошла ошибка: {e.stderr.strip()}")
                else:
                    results.append("Неизвестная ошибка")

    except Exception as e:
        # Обработка неожиданных ошибок (например, неверная директория)
        results.append(f"Произошла ошибка: {str(e)}")

    # Возврат результатов в формате строки
    return "\n\n".join(results)

Функция run_code_and_capture_errors() принимает два аргумента: каталог (directory) и необязательный список имён файлов Python (files_to_debug). Она выполняет каждый файл, захватывая либо вывод, либо ошибки, и возвращает форматированную строку. Результаты возвращаются в формате, где имя файла предваряется символом #, а далее следуют детали вывода или ошибки.

Давайте протестируем эту функцию на каталоге проекта, который содержит только один скрипт test_error.py, содержащий преднамеренную ошибку.

# test_error.py с ошибкой
def test():
    a = 10
    b = "20"
    print (a + b)

test()

Вызовем этот метод для запуска нашего Python‑кода.

# Указываем директорию
code_directory = "project_dor"

# Запуск кода и захват ошибок
error_output = run_code_and_capture_error(code_directory)
print(error_output)
### ВЫВОД ###

# test_error.py
Traceback (most recent call last):
  File "../project_dir/test_error.py", line 3, in test
    print (a + b)
           ~~^~~
TypeError: неподдерживаемые операнды для +: 'int' и 'str'

Системный промт для отладки

Теперь, когда мы можем сообщить модели, какие ошибки существуют, необходимо объяснить ей, как их исправить. Здесь нам и пригодится системный промт — своего рода руководство для LLM.

DEBUG_SYSTEM_PROMPT = """
Вы — эксперт по Python, специализирующийся на обработке ошибок и защитном программировании.
Проанализируйте все предоставленные файлы кода, а также информацию, найденную в интернете.
Исправьте ошибки и улучшите код, усилив его защитные механизмы. Используйте строго следующий формат:

# имя_файла_кода
```python  
# исправленный код
```  

Пропускайте файлы, в которых ошибок не обнаружено.
Применяйте лучшие практики и интегрируйте релевантные данные из поиска.
"""

Добавляем взаимодействие с LLM

Нам нужно создать функцию для LLM, которая будет генерировать код на основе системного и юзер‑промта. Давайте её разработаем.

def HF_llm(model_name, system_prompt, user_prompt):
    """
    Генерирует ответ с использованием языковой модели Hugging Face на основе заданных системного и юзер-промта.

    Args:
    model_name (str): Имя или путь к предобученной языковой модели (например, 'gpt-3', 't5-base').
    system_prompt (str): Промт, задающий роль и поведение модели.
    user_prompt (str): Входные данные пользователя, на которые нужно сгенерировать ответ.

    Returns:
    str: Сгенерированный ответ модели.
    """
    
    # Формируем массив, содержащий системный и юзер-промт
    messages = [
        {"role": "system", "content": system_prompt},  # Системная инструкция или контекст
        {"role": "user", "content": user_prompt},  # Юзер-промт
    ]

    # Инициализируем пайплайн модели Hugging Face для генерации текста
    pipeline = transformers.pipeline(
        "text-generation",  # Задача: генерация текста
        model=model_name,  # Имя модели или путь к ней
        model_kwargs={"torch_dtype": torch.bfloat16},  # Используем bfloat16 для повышения эффективности
        device_map="auto",  # Автоматический выбор устройства (CPU или GPU)
    )

    # Генерируем ответ модели на основе входных данных
    outputs = pipeline(messages)

    # Возвращаем только сгенерированный текст, без метаданных
    return outputs[0]["generated_text"][-1]['content']

Сейчас мы сосредоточимся на LLM, размещённой на Hugging Face: это открытая платформа, на которой можно легко найти и подключить подходящую модель. В то же время GitHub‑репозиторий AIDebugger поддерживает разные модели, в частности OpenAI, Gemini и локальные.

Исправление кода

После того как LLM предоставит исправления, их нужно внести в кодовую базу. Для этого мы создадим функцию, которая заменит проблемные участки.

def update_code_from_llm_response(llm_response):
    """
    Извлекает код из ответа языковой модели и обновляет соответствующие файлы.

    Функция выполняет два основных действия:
    1. Извлекает фрагменты кода Python из ответа языковой модели.
    2. Обновляет соответствующие файлы, заменяя их содержимое.

    Аргументы:
        llm_response (str): Текстовый ответ языковой модели.

    Возвращает:
        None: Функция напрямую обновляет файлы, не возвращая значений.
    """
    # Регулярное выражение для поиска имен файлов и фрагментов кода внутри markdown-блоков
    pattern = r"#\s(\S+)\n```python\n(.*?)\n```"

    # Находим все совпадения в ответе модели (имя файла и соответствующий код)
    matches = re.findall(pattern, llm_response, re.DOTALL)

    # Создаем словарь, сопоставляющий имена файлов с извлеченным кодом
    code_changes = {filename: code.strip() for filename, code in matches}

    # Обновляем содержимое файлов на основе извлеченного кода
    for filename, code in code_changes.items():
        # Полный путь к файлу
        file_path = os.path.join(self.code_dir, filename)

        # Открываем файл в режиме записи и заменяем его содержимое новым кодом
        with open(file_path, "w") as file:
            file.write(code)

Теперь настроены все компоненты: мы можем выявлять ошибки, спрашивать LLM об их исправлении и на основе ответов обновлять файлы исходного кода. Запустим наши функции и посмотрим, как дебаггер исправит код.

Исправляем небольшую кодовую базу

У нас есть небольшая кодовая база, состоящая всего из двух файлов, один из которых содержит ошибку.

# code1.py
import code2

def greet(name):
    print("Привет, " + name)

greet("Алиса")

result = code2.add(10, "5")  # Эта строка — причина ошибки TypeError 
print(result)

# code2.py
def add(a, b):
    return a + b  # В этом месте будет вызвана TypeError

Итак, в файле code1.py вызывается функция add() из подключённого модуля code2, в которую передаются два аргумента: целое число 10 и строка "5". Поскольку эти аргументы имеют разные типы, а функция add() в code2.py не выполняет проверку типов и просто пытается сложить переданные значения, возникает ошибка TypeError. Ошибка происходит внутри функции add() в code2.py, так как операция сложения между числом и строкой является недопустимой без явного приведения типов.

Сначала генерируем юзер‑промт (USER_PROMPT), объединяющий в одну программную строку следующие данные: структуру папок (get_dir_tree(codebase)), файлы исходного кода (read_code_files(codebase)) и логи возникших при выполнении ошибок (run_code_and_capture_error(codebase)).

# Указываем каталог с кодом
codebase = "project_code"

# Получаем структуру каталогов
directory_tree = get_dir_tree(codebase)

# Читаем содержимое файлов с кодом
code_content = read_code_files(codebase)

# Запускаем код и фиксируем ошибки
error_output = run_code_and_capture_error(codebase)

# Формируем юзер-промт для LLMs
USER_PROMPT = f'''Структура файлового дерева проекта:
                   {directory_tree}
                    
                   Содержимое файлов:
                   {code_content}

                   Обнаруженные ошибки:
                   {error_output}
               '''

Вот как будет выглядеть этот юзер‑промт: 

Структура файлового дерева проекта:
                    
project_code
├── code1.py
├── code2.py


Содержимое файлов:

# code1.py
import code2

def greet(name):
    print("Привет, " + name)

greet("Алиса")

result = code2.add(10, "5")  # Эта строка — причина ошибки TypeError 
print(result)

# code2.py
def add(a, b):
    return a + b  # В этом месте будет вызвана TypeError

Обнаруженные ошибки:

TypeError: неподдерживаемые операнды для +: 'int' и 'str'

Теперь, наконец, передаём сгенерированный промт в языковую модель Hugging Face (HF_llm) для анализа и генерации исправлений. Модель определит ошибки в нашем коде и предложит способы их устранения.

# Вызываем функцию HF_llm с системным и пользовательским промтами
llm_response = HF_llm(
    model_name="meta-llama/Meta-Llama-3.1-3B-Instruct",  # Пример модели
    system_prompt=DEBUG_SYSTEM_PROMPT,
    user_prompt=USER_PROMPT
)

# Выводим ответ для просмотра исправлений
print(llm_response)


### ВЫВОД ###
code1.py
import code2
...

Мы выбрали модель Llama-3.2–3B*, которая оптимизирована для запуска даже на бюджетных видеокартах благодаря небольшому количеству параметров — 3 миллиарда. Несмотря на компактность, она поддерживает контекстное окно объёмом 128K, что делает её подходящей для анализа длинных фрагментов исходного кода.

Запустим функцию обновления файлов кода и посмотрим, как изменился файл code1.py.

# Обновляем код на основе ответа LLM
update_code_from_llm_response(llm_response)
Файл code1.py был обновлён — взглянем, как он выглядит после внесения исправлений:
# code1.py
import code2

def greet(name):
    print("Привет, " + name)

greet("Алиса")

result = code2.add(10, 5) # Исправлена ошибка типов
print(result)

Ура, ошибка типа устранена. Но заметим, что пока мы не применяли механизм бесконечного цикла, а значит, LLM не будет повторно корректировать код до полного их истребления.

Создание бесконечного цикла отладки

Итак, давайте разработаем этот бесконечный цикл, который будет работать до тех пор, пока в нашем коде не останется ошибок.

def infinite_debug_loop(codebase_dir, model_name, system_prompt):
    """
    Запускает бесконечный цикл отладки, в котором LLM исправляет код до полного устранения ошибок.

    Args:
    codebase_dir (str): Директория с кодом для отладки.
    model_name (str): Название модели Hugging Face для генерации исправлений.
    system_prompt (str): Системные инструкции для LLM.
    
    Returns:
    None: Функция напрямую обновляет кодовую базу.
    """
    iteration = 1
    while True:
        # Шаг 1: Получаем структуру файлов и содержимое кода
        directory_tree = get_dir_tree(codebase_dir)
        code_content = read_code_files(codebase_dir)

        # Шаг 2: Запускаем код и фиксируем ошибки
        error_output = run_code_and_capture_errors(codebase_dir)

        # Если ошибок нет, завершаем цикл
        if "Error occurred" not in error_output and "Traceback" not in error_output:
            print("Ошибок в коде не найдено, отладка завершена.")
            break

        # Шаг 3: Формируем запрос для LLM
        user_prompt = f'''Структура файлов проекта:
                          {directory_tree}

                          Содержимое файлов:
                          {code_content}

                          Обнаруженные ошибки:
                          {error_output}
                       '''

        # Шаг 4: Отправляем запрос LLM для исправления кода
        print(f"Итерация {iteration}: Отправка запроса в LLM для исправлений.")
        llm_response = HF_llm(model_name=model_name, system_prompt=system_prompt, user_prompt=user_prompt)

        # Шаг 5: Обновляем код на основе ответа LLM
        update_code_from_llm_response(llm_response)

        # Шаг 6: Небольшая пауза перед следующей итерацией
        iteration += 1
        print(f"Итерация {iteration}: Код обновлён. Переход к следующей итерации...\n")
        time.sleep(2)  # Опционально: можно изменить время ожидания

Пройдёмся ещё раз по коду. В начале каждой итерации применяется функция get_dir_tree(), которая сканирует структуру каталога, создавая текстовое представление проекта. Затем метод read_code_files() извлекает содержимое файлов, чтобы их можно было передать в юзер‑промт. Код проверяемого проекта запускается функцией run_code_and_capture_errors(), которая проверяет, содержатся ли в выводе ключевые слова, сигнализирующие об ошибка: Error occurred либо Traceback. Если ошибок больше не проявляется, то цикл завершается.

Приведённый код демонстрирует простой бесконечный цикл, который работает до тех пор, пока в нашем коде не останется ошибок. Однако есть и немного расширенная версия в GitHub‑репозитории AI Debugger, где обрабатываются более сложные сценарии и ситуации.

Тестирование цикла

Давайте добавим новый, чуть более сложный сценарий кода. Этот проект будет состоять из трёх файлов, каждый из которых содержит различные типы ошибок.

# calculator.py
def add(a, b):
    return a + b
def subtract(a, b):
  return a - b
def multiply(a,b):
    return a * b
def divide(a,b):
   return a/b


# main.py
import calculator
def main():
    x = 10
    y = "5"
    z = 0
    result_add = calculator.add(x, y)
    print(f"Сложение: {result_add}")
    result_sub = calculator.subtract(x, y)
    print(f"Вычитание: {result_sub}")
    result_mul = calculator.multiply(x,y)
    print(f"Умножение: {result_mul}")
    result_div = calculator.divide(x,z)
    print(f"Деление: {result_div}")
if __name__ == "__main__":
    main()


# utils.py
def greet(name):
    message = "Привет, " + name
  return message

Ошибки, которые мы намереваемся обнаружить:

  • TypeError: функции add(), subtract() и multiply(), где ожидаются целые числа, вызываются с аргументами строкового типа.

  • ZeroDivisionError: ошибка деления на ноль в функции divide(), так как z = 0.

  • IndentationError: Оператор return неправильно выровнен по отступу.

Сценарий подготовлен, вызовем функцию infinite_debug_loop(), чтобы она занялась исправлением:

# Указываем директорию с кодом
codebase_dir = "complex_project_dir"

# Задаём название модели и системный промпт для LLM
model_name = "meta-llama/Meta-Llama-3.1-3B-Instruct"  # или другая модель HF

system_prompt = DEBUG_SYSTEM_PROMPT

# Запускаем бесконечный цикл отладки для исправления кода
infinite_debug_loop(codebase_dir, model_name, system_prompt)

Этот фрагмент кода задаёт директорию проекта, выбирает модель LLM и её системный промт, а затем вызывает функцию infinite_debug_loop(). Что происходит дальше? Запускается процесс отладки, в ходе которого система сканирует проект, обнаруживает ошибки, исправляет их с помощью LLM и повторяет цикл, пока все проблемы не будут устранены.

После запуска вы увидите результат каждой итерации цикла: какие ошибки найдены, какой ответ дала LLM (включая обновлённые блоки кода) и какие изменения внесены в файлы. По завершении цикла код должен быть исправлен.

Итерация 1: Отправка запроса в LLM для исправлений...
Итерация 1: Код обновлён. Переход к следующей итерации...

Итерация 2: Отправка запроса в LLM для исправлений...
Итерация 2: Код обновлён. Переход к следующей итерации...

Ошибок в коде не найдено, отладка завершена.

На всё про всё потребовалось две итерации. А теперь взглянем на файлы после исправлений и убедимся, что ошибки действительно устранены.

# calculator.py
def add(a, b):
    return a + b
def subtract(a, b):
    return a - b
def multiply(a,b):
    return a * b
def divide(a,b):
   if b == 0:
       return "Деление на ноль невозможно"
   return a/b

# main.py
import calculator
def main():
    x = 10
    y = 5
    z = 0

    result_add = calculator.add(x, y)
    print(f"Сложение: {result_add}")

    result_sub = calculator.subtract(x, y)
    print(f"Вычитание: {result_sub}")

    result_mul = calculator.multiply(x,y)
    print(f"Умножение: {result_mul}")

    result_div = calculator.divide(x,z)
    print(f"Деление: {result_div}")

if __name__ == "__main__":
    main()

# utils.py
def greet(name):
    message = "Привет, " + name
    return message

Как видно, проблемы вроде TypeError из файла main.py, ZeroDivisionError из того же файла и даже IndentationError из utils.py благополучно ушли в прошлое и наш бесконечный цикл справился с этим нелёгким сценарием. Шах и мат, баги.

Поиск в интернете

Иногда одной лишь LLM может не хватить, чтобы справиться с ошибкой. Здесь на помощь приходит интернет — незаменимый инструмент в поиске решений. Почему бы не встроить в цикл возможность обращения к поисковикам, как это делаем мы, когда гуглим ошибки?

Первый шаг — преобразовать юзер‑промт в Google‑запрос. Для этого можно использовать ту же функцию LLM, передав ей тщательно составленный системный промт, направленный на превращение описанной ошибки в однострочный запрос для поисковика. Создадим системный промт для LLM, который будет заточен на это преобразование, и посмотрим, как он преобразует детализированную ошибку в запрос для Google.

QUERY_SYSTEM_PROMPT = """
    Вы высококвалифицированный ассистент для разработчиков программного обеспечения, специализирующийся на поиске и устранении ошибок в коде. Ваша задача — составить **однострочный поисковый запрос в Google** на основе переданного фрагмента кода и связанного с ним сообщения об ошибке. Запрос должен соответствовать следующим правилам:

    1. Включать название языка программирования или фреймворка (если известно).
    2. Содержать ключевые детали из сообщения об ошибке.
    3. Упоминать любые релевантные функции, методы или библиотеки из кода.
    4. Быть лаконичным, точным и оформленным в виде **одной строки**.

    **Формат входных данных:**
    1. **Фрагмент кода:** (например, Python-код, вызывающий исключение)
    2. **Сообщение об ошибке:** (например, `TypeError: неподдерживаемые операнды для +: 'int' и 'str'`)

    **Формат выходных данных:**
    Строка в точности в следующем формате:
    `search_query: "<ваш поисковый запрос в Google>"`
    """

Пример запроса, созданного моделью LLM, размером 3B, для одной из наших ошибок:

 ### НАША ОШИБКА
TypeError: неподдерживаемые операнды для +: 'int' и 'str'

# Вызов функции HF_llm с системным и пользовательским промтами
llm_response = HF_llm(
    model_name="meta-llama/Meta-Llama-3.1-3B-Instruct",  # Пример модели
    system_prompt=QUERY_SYSTEM_PROMPT,
    user_prompt=USER_PROMPT
)

print(llm_response)

### ВЫВОД ###
search_query: python "TypeError" convert int to string addition

Выглядит корректно: python "TypeError" convert int to string addition. Затем мы передадим это в поисковую систему, ведь велика вероятность, что интернет выдаст решение, которого нет в LLM‑модели.

Для получения результатов поиска Google мы будем использовать библиотеку scrapling. С её помощью создадим функцию для парсинга результатов поиска:

async def internet_search(search_query):
    """
    Асинхронный поиск в интернете с использованием Google, возвращает первые найденные ссылки.

    Args:
         search_query (str): Поисковый запрос для Google.

    Returns:
         list: Список первых найденных URL.
    """
    search_query = f'"{search_query}"'
    search_url = f"https://www.google.com/search?q={search_query}"

    fetcher = StealthyFetcher()

    try:
        page = await fetcher.async_fetch(search_url)
        all_urls = page.css("#search a::attr(href)")

        # Фильтруем список, оставляя только ссылки, начинающиеся с https
        all_urls = [url for url in all_urls if url.startswith("https")]

        return all_urls
    except Exception as e:
        print(f"Произошла ошибка: {e}")

Эта функция асинхронная, ведь интернет не всегда торопится с ответами. Она извлекает URL‑адреса из верхних результатов Google и возвращает их в виде списка. Далее мы сможем получить содержимое этих URL‑адресов с помощью нескольких дополнительных функций scrapling.

async def fetch_internet_content(search_query, num_urls = 5):
    """
    Асинхронно выполняет поиск в интернете и собирает содержимое веб-страниц по заданному запросу.

    Проверяет возможность выполнения интернет-поиска, получает URL-адреса и извлекает текстовое содержимое с нескольких веб-страниц, обрабатывая возможные ошибки.

    Args:
        search_query (str): Поисковый запрос для поиска веб-страниц.
        num_urls (int): Максимальное количество URL-адресов для загрузки (default: 5)

    Returns:
        str: Объединенный текст, полученный с веб-страниц,
              или пустую строку, если поиск отключен/результаты не найдены.
    """
    # Проверяем, включен ли интернет-поиск
    if not self.enable_internet_search:
        return ""

    # Выполняем интернет-поиск для получения URL-адресов
    urls = await internet_search(search_query)
    
    # Возвращаем пустую строку, если не найдено ни одного URL
    if not urls:
        return ""

    # Инициализируем парсер без автоматического сопоставления
    fetcher = Fetcher(auto_match=False)
    
    # Переменная для хранения объединенного содержимого веб-страниц
    combined_content = ""

    # Перебираем первые num_urls URL-адресов
    for url in urls[:num_urls]:
        try:
            # Загружаем страницу с заголовками, маскирующими бота
            page = fetcher.get(url, stealthy_headers=True)
            
            # Извлекаем текстовое содержимое, игнорируя теги <script> и <style>
            content = page.get_all_text(ignore_tags=("script", "style"))
            
            # Добавляем текст с заголовком URL-источника для отслеживания
            combined_content += f"### СОДЕРЖИМОЕ С: {url}\n{content}\n\n"
        
        except Exception as e:
            # Логируем ошибки при загрузке URL, не прерывая выполнение
            logging.error(f"Ошибка при загрузке {url}: {e}")

    return combined_content

Так как ссылок может быть много, разумно ограничить их количество, взяв несколько первых результатов. После эти данные нужно будет добавить в юзер‑промт.

Цикл отладки с использованием интернет-поиска

Давайте наконец‑то усовершенствуем наш бесконечный цикл отладки, добавив в него суперсилу — интернет‑поиск. Если одна и та же ошибка повторяется пять или более раз подряд, система будет искать решения в сети.

def infinite_debug_loop_with_internet(codebase_dir, 
                                      model_name,
                                      system_prompt,
                                      max_attempts=10):
    """
    Запускает расширенный цикл отладки, который использует интернет-поиск 
    для устранения повторяющихся ошибок.

    Args:
    codebase_dir (str): Каталог с Python-кодом, который нужно отладить.
    model_name (str): Название модели Hugging Face, используемой для исправления ошибок.
    system_prompt (str): Системные инструкции для языковой модели (LLM).
    max_attempts (int): Максимальное число попыток перед обращением к интернету.    

    Returns:
    None: Функция напрямую обновляет кодовую базу.
    """
    iteration = 1
    error_tracking = {}  # Отслеживание ошибок на протяжении итераций

    while True:
        # Шаг 1: Получаем структуру файлов и содержимое кода
        directory_tree = get_dir_tree(codebase_dir)
        code_content = read_code_files(codebase_dir)

        # Шаг 2: Запускаем код и фиксируем ошибки
        error_output = run_code_and_capture_errors(codebase_dir)

        # Если ошибок нет, завершаем цикл
        if "Error occurred" not in error_output and "Traceback" not in error_output:
            print("Ошибок в коде не найдено, отладка завершена.")
            break

        # Track error persistence
        if error_output in error_tracking:
            error_tracking[error_output] += 1
        else:
            error_tracking[error_output] = 1

        # Формируем пользовательский запрос, включая возможные результаты интернет-поиска
        user_prompt = Структура файлов проекта:
                          {directory_tree}

                          Содержимое файлов:
                          {code_content}

                          Обнаруженные ошибки:
                          {error_output}
                       '''

        # Если ошибка повторяется более max_attempts раз, обращаемся к интернет-поиску
        if error_tracking[error_output] > max_attempts:
            # Генерируем поисковый запрос для ошибки
            search_query_prompt = f" Фрагмент кода:\n{code_content}\n\nСообщение об ошибке:\n{error_output}"
            search_query_response = HF_llm(
                model_name=model_name, 
                system_prompt=QUERY_SYSTEM_PROMPT, 
                user_prompt=search_query_prompt
            )
            
            # Извлекаем поисковый запрос
            search_query = search_query_response.split(": ")[-1].strip('"')
            
            # Получаем содержимое с найденных веб-страниц
            internet_content = await fetch_internet_content(search_query)
            
            # Добавляем найденную информацию к юзер-промту
            user_prompt += f"\n\nРезультаты интернет-поиска:\n{internet_content}"

        # Step 4: Call the LLM to generate fixes
        print(f"Итерация {iteration}: Отправка запроса в LLM для исправлений.")
        llm_response = HF_llm(
            model_name=model_name, 
            system_prompt=system_prompt, 
            user_prompt=user_prompt
        )

        # Шаг 5: Обновление кода на основе ответа LLM
        update_code_from_llm_response(llm_response)

        # Сбрасываем счетчик для ошибки, если LLM предложила исправление
        error_tracking[error_output] = 0

        # Шаг 6: Продолжаем отладку
        iteration += 1
        print(f"Итерация {iteration}: Код обновлён. Переход к следующей итерации...\n")
        time.sleep(2)  # Опциональная пауза между итерациями

Итак, функция infinite_debug_loop_with_internet_search() пытается по кругу исправить ошибки с помощью языковой модели LLM, но, если «локальные» исправления не помогают и количество попыток для одной и той же ошибки превысило max_attempts, она начинает искать решения в интернете. Для этого применяется динамическое генерирование запросов.

Тестирование на GitHub

Мой репозиторий на GitHub предлагает более детализированное решение, которое поддерживает различные типы LLM, обрабатывает логи и предоставляет другие полезные функции. Здесь мы рассмотрим общий процесс. Так, протестируем репозиторий на более сложной кодовой базе и посмотрим, как он справляется.

python -m src.cli.main \
 --llm_type huggingface \
 --huggingface_model "meta-llama/Llama-3.2-3B-Instruct" \
 --code_dir "ai-debugger" \
 --huggingface_device "cuda" \
 --max_attempts 10 \
 --enable_internet_search True \
 --num_search_urls 5 \
 --internet_search_threshold 5

Этот скрипт, доступный в репозитории, предоставляет гибкие настройки: к примеру, можно включать или отключать интернет‑поиск или задавать параметры для моделей. Я использовал его на своей кодовой базе, содержащей сложные скрипты для обучения трансформеров, и в коде действительно обнаружились ошибки. Запустим процесс и посмотрим, как начинается отладка:

f8f1ba74d572d7aff2b1a20677308543.gif
## Вывод в консоли

2025-01-23 19:46:54,070 - INFO - HuggingFace-модель инициализирована
2025-01-23 19:46:54,070 - INFO - Файлы не переданы. Загружаем все файлы

2025-01-23 19:46:54,076 - INFO - Попытка 1...

2025-01-23 19:46:59,339 - INFO - Загружается модель LLaMA-3.1-3B-instruct
2025-01-23 19:46:59,358 - INFO - ИИ внес следующие изменения:

Файл: code2.py
  + from caleb import transform
  + return x + z
  ...
  + except Exception as e:
  + print("Произошла непредвиденная ошибка: ", str(e))

File: code3.py
  - from llmc import transformer_module
  + from code2 import transformer_module_
  + try:
  - print(parms.round())
  ...
  + print(llm.cab("Обучены следующие параметры:", parms)
  + except Exception as e:
  + print("Произошла непредвиденная ошибка: ", str(e))

...

2025-01-23 19:46:59,581 - INFO - Все ошибки исправлены.

После долгого ожидания, почти 34 итераций, система смогла устранить множество ошибок в моём коде, одновременно записывая детальные логи об удалённых или добавленных фрагментах. Эти логи сохраняются в директории проекта, который вы отлаживаете.

Дебаггинг с помощью LLM, который ещё и гуглит ошибки, скорее экспериментальный, так как его сложно применять в реальных проектах, особенно в крупных. Но более важная проблема здесь — безопасность: в интернете полно сомнительных советов, и почти ничто не мешает модели «починить» ваш код так, что он станет напичканным уязвимостями. На деле куда эффективнее использовать среды разработки с интегрированными LLM, чем пытаться автоматизировать гугление ошибок таким неординарным способом.

Что скажете по поводу этой реализации? Добавили бы вы в неё что‑то ещё?

* Продукт Llama принадлежит организации Meta, которая признана в России террористической и запрещена.

Источник

Теги

Категория

Новости

Дата

  • 30.06.26 15:08 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

  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

    I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm

  • 02.07.26 01:31 Robin Hale

    I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm

  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 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

  • 16.07.26 21:38 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

  • 17.07.26 19:24 laimqq90

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

  • 17.07.26 20:12 martinsjude080

    Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam

  • 18.07.26 17:12 Malthe Larsen

    My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm

  • 18.07.26 17:42 پریا رضایی

    OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm

  • 18.07.26 17:46 Adem Akışık

    I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146

  • 18.07.26 23:51 bernalzenaida

    WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.

  • 19.07.26 04:10 Fraddy Pual

    I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever

  • 19.07.26 19:53 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:53 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:54 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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

  • 30.07.26 17:27 wendytaylor015

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

  • 31.07.26 16:21 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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

  • 01.08.26 15:05 keithwilson9899

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

  • 03.08.26 20:05 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 04.08.26 12:37 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 06.08.26 08:11 ROMMYHENDERSON344

    All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job

  • 06.08.26 13:56 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.08.26 13:56 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.08.26 03:43 raymont0714

    I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained

  • 12.08.26 16:37 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

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

  • 18.08.26 04:59 marcushenderson624

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

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:23 lxbfYeaa

    e

  • 24.10.26 03:23 lxbfYeaa

    e

  • 24.10.26 03:24 lxbfYeaa

    e

  • 25.10.26 14:35 lydiasmitth456

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.26 14:35 lydiasmitth456

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.26 01:58 KATHLEEN

    Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.

  • 27.10.26 02:22 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 27.10.26 02:22 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 27.10.26 02:25 KATHLEEN

    Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.

  • 27.10.26 23:04 kevinlong

    Telegram : ( @Drkevinlong) Whatsapp : +237 6 71 10 09 15 SIGNAL : DrLong260.31 Zangi number: 9340169421 Telegram : ( @Drkevinlong) Buy undetectable counterfeit money online counterfeit money sale https://premiumcounterfeitmoney.com/counterfeit-money/ buy counterfeit dollar <a href="https://premiumcounterfeitmoney.com/counterfeit-money/">buy counterfeit dollar</a> <a href="https://premiumcounterfeitmoney.com/where-to-get-counterfeit-money-in-australia/">undetectable counterfeit money for sale</a> <a href="https://premiumcounterfeitmoney.com/buy-counterfeit-australian-banknotes/ purchase counterfeit money where can i buy counterfeit money buy counterfeit money online Undetectable Counterfeit Bank Notes Buy Counterfeit Banknotes Online Undetectable counterfeit Bank Notes Buy Counterfeit Banknotes Online Premium Monetary Coltd has become extremely popular nowadays due to our obvious advantages. First of all, we are cheaper than others, and you do not need to pay any additional custom fee Counterfeit Banknotes. best place to buy counterfeit money online Secondly, realistic prop notes it’s a great way to finally being able to afford those expensive items you would have never thought of buying before. And last but not least, you can order Counterfeit money from the comfort of your home. Just choose the currency you need, mention the required amount, and proceed to checkout. You will get your bills in a matter of days and will be able to start living the life the way you want. Sounds like a dream? Here at Premium Counterfeit Money, we will show you that it is a reality. Undetectable counterfeit Bank Notes | Buy Counterfeit Banknotes Online With more than 8 years of experience behind our belts, we provide our customers with Counterfeit money for sale of unparalleled quality that unlikely to be detected as not genuine. We use the latest printing techniques to make sure the bills you order from us will pass any security checks. When shopping with us, you can rest easy knowing that you will get the best forged bills on the market that have all the security features, including watermarks, security threads, and foil elements. Undetectable counterfeit Bank Notes | Buy Counterfeit Banknotes Online Buy undetected counterfeit bank notes at the best prices worldwide from our online store. This blog will look at the different aspects of using our online store and show why you should buy undetected counterfeit bank notes from us. Undetectable counterfeit Bank Notes | Buy Counterfeit Banknotes Online Buy high quality undetectable counterfeit Banknotes Buy Fake Euros Online ,Experience the pinnacle of authenticity with your premier destination to buy authentic fake Euro bills online in Europe. As the best supplier of fake money Euro located in California, USA, with over 15 years of experience and a workforce of over 410 employees, we are dedicated to providing the highest quality counterfeit Euro to European countries. Last year alone, we printed billions of fake Euro using the most advanced and realistic chemicals and technology to ensure our counterfeit Euro is highly scannable and undetectable. Our Euro bills pass all UV tests and are perfect for various purposes – from financial transactions to movies, clubs, restaurants, educational activities, and more. We deliver to  countries that use Euro bills, including Germany, France, Italy, Spain, Netherlands, Belgium, Austria, and Portugal. With a track record of excellence and great customer service. Buy %100 Realistic Counterfeit €5, €10, €20, €50, €100 Bills Online | Most Reliable Supplier of Euro Counterfeit Bills. https://premiumcounterfeitmoney.com/ <a href="https://premiumcounterfeitmoney.com/product/counterfeit-canadian-dollars/">supreme quality undetectable counterfeit money</a> Buy Counterfeit Euro Online Fake Euro Money For Sale https://premiumcounterfeitmoney.com/product/counterfeit-us-dollars/ Best counterfeit money for sale Are you a avid collector of numismatic paper money? Our digital exchange is your premier destination for purchasing prized pieces from around the planet. We feature a diverse selection of rare currency, spanning from <a href="https://premiumcounterfeitmoney.com/buy-fake-euros-online/"> buy fake currency online</a> <a href="https://premiumcounterfeitmoney.com/counterfeit-australian-dollars/">where can i buy counterfeit money</a> <a href="https://premiumcounterfeitmoney.com/buy-undetectable-counterfeit-money-in-israel/">purchase counterfeit money</a> <a href="https://premiumcounterfeitmoney.com/product/counterfeit-us-dollars/">buy counterfeit money online</a>

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon