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

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 8964 / Markets: 119122

Market Cap: $ 3 010 054 735 138 / 24h Vol: $ 102 968 846 341 / BTC Dominance: 59.16013356938%

Н Новости

Как создать чат-бота с LLM?

Это уже четвертая часть статей по разработке AGI, и в предыдущих частях мы обсуждали теоретические и философские аспекты тех или иных вопросов, с ними всегда можно ознакомиться здесь. Сегодня же речь пойдёт о практике.

Что получилось в иоге

А зачем?

Вопрос неочевидный. Ведь LLM не является путём к созданию AGI:

LLM — это, по сути, высокоточная имитация человеческой речи без подлинного понимания смысла;
Модели блестяще справляются с генерацией текстов, решением задач и написанием кода, но делают это не через логику и абстрактное мышление, а через статистический анализ и математические закономерности;
Их интеллект экстраполяция паттернов из обучающих данных, а не осмысленное познание.

Изучая архитектурные подходы к реализации AGI, я пришел к выводу, что нужен прототип. Поэтому в этой статье обсудим разработку MVP на базе LLM-модели, а выбор архитектуры отложим для следующей статьи.

Стоп, что?

Наша цель создать чат-бота с конкретной личностью и с каким-никаким запоминанием контекста для телеграмм.

Сначала мой выбор упал на реализацию LLM с нуля, но от этой идеи пришлось быстро отказаться. Создание собственной LLM слишком дорогое, долгое и не имеет никакого смысла.

Далее выбор пал на дообучение. Так называемый fine-tuning.

Fine-tuning — это когда взяли часть уже существующей модели и обучили часть под свои задачи. Такая часть называется адаптер.

У меня было несколько попыток дообучения, и обе не увенчались каким-либо большим успехом. Бот генерировал мусор.

Основная проблема заключалась в датасете. Мусор на входе, мусор на выходе. Даже создание собственного датасета на 3 тысячи диалогов не особо помогло. Этого оказалось мало. Можно стоило, конечно, потратить еще полгода и добить 10 тысяч диалогов, но это потеряло смысл.

Оказывается, технология дообучения — это долго, дорого и вообще непонятно, как это всё работает. Поэтому от нее после пары неудачных попыток пришлось отказаться.

Тогда я узнал про RAG, и тут уже намного интереснее.

RAG (Retrieval-Augmented Generation) – это система подключения к LLM, которая по своей сути напоминает поисковик. Она ищет в базе данных или датасете информацию, максимально похожую на промпт, и отправляет его в генерирующую часть. Там LLM смотрит и генерирует уже ответ.

Очень хорошие статьи про RAG есть от этого автора в двух частях. Оттуда же картинка.

Схема работы RAG

Реализация

Дисклеймер

Данная часть статьи не является гайдом как таковым, это про то, что у меня получилось. Я буду очень рад послушать критику и возможные улучшения. Всем спасибо <3.

Перед тем как начать, обращу внимание на то, что у меня 32 ГБ ОЗУ и 3060 TI. От характеристик зависит скорость и качество, без GPU генерация будет очень долгой. Приступим к реализации.

Для начала заходим в BotFather и создаем нового бота, вот инструкция.

Теперь создайте новый проект в любой IDE, которая поддерживает Python. У меня это PyCharm. Установите Python 3.10, именно эта версия работает стабильно со многими используемыми библиотеками.

Создадим файл requirements.txt и запишем туда следующие библиотеки:

python telegram bot - для работы с телеграмом;
transformers - позволит нам работать уже с обученными моделями машинного обучения (в нашем случае GPT) с Hugging Face;
PyTorch - основной фреймворк с инструментами машинного обучения. Переписка +cu118 обозначает версию CUDA 11.8 для работы с GPU NVIDIA.
accelerate - для распределённого обучения;
tokenizers - инструмент для токенизации (разбивка текста на более мелкие единицы);
safetensors - библиотека, которая предоставляет безопасный и быстрый формат хранения тензоров (многомерные массивы);
huggingface hub - для работы hugging face;
numpy - для работы с массивами.

# Телеграм
python-telegram-bot==22.5

# для работы с мл
transformers==4.38.2
torch==2.1.2+cu118
torchvision==0.16.2+cu118
torchaudio==2.1.2+cu118
--index-url https://download.pytorch.org/whl/cu118

accelerate==0.27.2
tokenizers==0.15.2
safetensors==0.7.0
huggingface-hub==0.36.0

# Математика
numpy==1.24.4

Теперь обсудим архитектуру проекта. Она выглядит так:

bot.py - главный класс бота;
memory.py - память пользователей и диалогов;
rag.py - RAG система для поиска похожих диалогов;
learning.py - система обучения и извлечения паттернов;
config.py - конфигурация и промпт;
telegram_handlers.py - обработчики Telegram;
data/full_dataset.jsonl - это датасет.

Датасет

Тут руки полностью развязаны:

Можно использовать уже готовые, такие как RuTurboAlpaca;
Можно сделать свой, как поступил я.

Самое важное, должна быть такая структура:

{
  "messages": 
  [
    {
      "role": "user", "content": "Привет! Как тебя зовут?"}, 
    {
      "role": "assistant", "content": "Привет! Я Гриша, чат-бот. А как тебя зовут?"
    }
  ]
}

Это для того, чтобы наш чат-бот понимал, где пользователи, а где его текст для обучения.

config.py

Дальше создадим файл config.py. Здесь лежит основная информация:

Логирование для отслеживания работоспособности проекта;
Основные константы:
- Максимальное количество в контексте (MAX_CONTEXT_MESSAGES). Выбрал 20 как самое оптимальное;
- Путь к датасету для RAG системы (RAG_DATASET_PATH). Можно использовать любой в формате .jsonl;
- Имя модели, которую будем использовать. У меня это Qwen2-1.5B-Instruct по одной простой причине: единственная модель, которая хорошо у меня запустилась.
- И файлы для запоминания контекста. Что-то типа базы данных, не хотел использовать SQL, проект и так стал довольно сложным для MVP. Здесь у нас:
  - USERS_FILE - хранит имена пользователей;
  - LEARNED_PATTERNS_FILE - для новых выученных паттернов. Бот запоминает хорошие ответы, то, как он это делает, в другом файле.
- И SYSTEM_PROMPT. Это системный промпт, который хранит в себе личность бота. Чем подробнее вы распишите бота, тем лучше, но не перестарайтесь, перед каждым запросом бот сначала посмотрит в промпт, и читать большую методичку долго.

import logging


# Настройка логирования
logging.basicConfig(
    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
    level=logging.INFO
)
logger = logging.getLogger(__name__)

# Константы
MAX_CONTEXT_MESSAGES = 20
RAG_DATASET_PATH = "data/full_dataset.jsonl"
MODEL_NAME = "Qwen/Qwen2-1.5B-Instruct"
USERS_FILE = "grisha_users.json"
LEARNED_PATTERNS_FILE = "grisha_learned_patterns.json"

# Системный промпт (уточненный)
SYSTEM_PROMPT = """Я Гриша, чат-бот с характером. Дружу, болтаю обо всём, 
слегка иронизирую, ищу смыслы и стараюсь быть не просто программой, 
а почти человеком.
"""

bot.py

Далее сделаем ядро. Создадим файл bot.py и импортируем библиотеки. Все библиотеки будут подчеркиваться из-за того, что мы их еще не заполнили и файлы пустые. Так и должно быть. Когда мы закончим проект, они исчезнут.

import re
import torch
import transformers
import telegram
from datetime import datetime

from config import logger, SYSTEM_PROMPT, MODEL_NAME
from memory import UserMemory, ConversationMemory
from rag import RAGSystem
from learning import ImprovedLearningSystem

Далее создадим основной класс class MainBot, где будет храниться основной функционал, и сразу добавим конструктор:

class MainBot:

    def __init__(self):
        # Модули
        self.memory = ConversationMemory()
        self.rag = RAGSystem()
        self.learning = ImprovedLearningSystem()
        self.user_memory = UserMemory()

        # Модель
        self.tokenizer = None
        self.model = None
        self.model_loaded = False

        # Информация бота
        self.bot_username = None
        self.bot_id = None

        # Кэш быстрых ответов
        self.response_cache = {}

        logger.info("Бот инициализирован")

Последующие методы создаются внутри класса MainBot. Создадим функцию set_bot_info(), которая сохраняет информацию о самом боте в тг для правильной работы в групповых чатах. Это нужно для того, чтобы бот отвечал на свой юзернейм, ибо он сам не особо в курсе о своем существовании.

    def set_bot_info(self, username: str, bot_id: int):
        self.bot_username = username.lower().replace('@', '') if username else None
        self.bot_id = bot_id
        logger.info(f"Бот: @{self.bot_username} (ID: {bot_id})")

Создадим функцию initialize_model(), которая отвечает за инициализацию модели и загружает ее в ОЗУ. Делает проверку на GPU, если есть, старается запустить там. Также загружает токенизатор и pad токен.

# метод загружает модель LLM в память.
    def initialize_model(self):
        try:
            logger.info("Загрузка модели...")

            # Загрузка токенизатора
            self.tokenizer = transformers.AutoTokenizer.from_pretrained(
                MODEL_NAME,
                trust_remote_code=True
            )

            # Сама загрузка модели
            self.model = transformers.AutoModelForCausalLM.from_pretrained(
                MODEL_NAME,
                torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,
                device_map="auto" if torch.cuda.is_available() else "cpu",
                trust_remote_code=True
            )

            # Настройка pad токена
            if self.tokenizer.pad_token is None:
                self.tokenizer.pad_token = self.tokenizer.eos_token

            # Установка флага и логирование
            # Флаг model_loaded используется для проверки
            self.model_loaded = True
            logger.info("Модель загружена успешно")

        except Exception as e:
            logger.error(f"Ошибка загрузки модели: {e}")
            self.model_loaded = False

Следующий метод should_respond_in_group() отвечает за работу в групповых чатах. В группах бот не должен отвечать на каждое сообщение, иначе это будет спам. Этот метод определяет, когда боту разрешено ответить: на его юзернейм, на ответ сообщения и на команды

    def should_respond_in_group(self, update: telegram.Update) -> bool:
        """Определение необходимости ответа в группе"""
        # В личных сообщениях бот всегда отвечает на всё
        if update.effective_chat.type == 'private':
            return True

        # Если сообщение пустое или не текстовое (фото, стикер и т.д.) то не отвечать
        message = update.message
        if not message or not message.text:
            return False

        text = message.text

        # Команды
        if text.startswith('/'):
            return True

        # Упоминания
        if self.bot_username:
            mentions = re.findall(r'@(\w+)', text)
            if mentions and self.bot_username in [m.lower() for m in mentions]:
                return True

        # Ответы на сообщения бота
        if (message.reply_to_message and
                message.reply_to_message.from_user and
                message.reply_to_message.from_user.id == self.bot_id):
            return True

        return False

Создадим метод format_prompt(), который собирает все данные (личность бота, историю диалога, контекст, имя пользователя) в единый структурированный текст, который понимает модель.

Промпт состоит из блоков с тегами:

<|im_start|>system
Ты — Гриша, чат-бот с ИИ...
<|im_end|>

<|im_start|>context
Сейчас: 16.01.2026 15:30
Текущий пользователь: Александр
<|im_end|>

<|im_start|>history
История диалога:
user: Привет
assistant: Привет! Как дела?
user: Отлично, а у тебя?
<|im_end|>

<|im_start|>user
Что такое ИИ?
<|im_end|>

<|im_start|>assistant

На вход у нас:

chat_id — ID чата (чтобы найти историю этого чата);
user_id — ID пользователя (чтобы найти его имя);
user_msg — текущее сообщение пользователя;
is_start — флаг команды /start (особый случай).

    # Формирование промпта. Собирает все данные (личность бота, историю диалога, контекст, имя пользователя)
    # в единый структурированный текст, который понимает модель Qwen.
    def format_prompt(self, chat_id: int, user_id: int, user_msg: str, is_start: bool = False) -> str:
        # Системный промпт (из config.py)
        prompt_parts = [f"<|im_start|>system\n{SYSTEM_PROMPT}\n<|im_end|>\n"]

        # Контекст времени и даты
        current_time = datetime.now()
        prompt_parts.append(f"<|im_start|>context\nСейчас: {current_time.strftime('%d.%m.%Y %H:%M')}\n<|im_end|>\n")

        #  Информация о пользователе (имя)
        user_name = self.user_memory.get_user_name(user_id)
        if user_name:
            prompt_parts.append(f"<|im_start|>context\nТекущий пользователь: {user_name}\n<|im_end|>\n")
            logger.info(f"В промпт добавлено имя: {user_name}")
        else:
            logger.info(f"Имя пользователя {user_id} не найдено в памяти")

        # История диалога (контекст)
        history = self.memory.get_history(chat_id)
        if history:
            prompt_parts.append("<|im_start|>history\nИстория диалога:\n")
            for msg in history[-6:]:  # Последние 6 сообщений (3 обмена)
                role = msg['role']
                content = msg['content'][:120]  # Обрезаем
                prompt_parts.append(f"{role}: {content}\n")
            prompt_parts.append("<|im_end|>\n")

        # RAG-контекст (при ниобходимости)
        similar = self.rag.find_similar(user_msg, top_k=2)

        # Проверяем, что нашли что-то РЕЛЕВАНТНОЕ
        if similar and len(similar) > 0:
            prompt_parts.append("<|im_start|>examples\nПример ответа:\n")
            for dialogue in similar:
                for msg in dialogue.get("messages", []):
                    if msg.get("role") == "assistant":
                        content = msg.get("content", "")[:150]
                        # УБИРАЕМ теги из контента
                        content = content.replace('<|im_start|>', '').replace('<|im_end|>', '')
                        prompt_parts.append(f"{content}")
                        break
            prompt_parts.append("<|im_end|>\n")

        # Текущее сообщение пользователя
        if is_start:
            current_msg = "Привет! Расскажи о себе."
        else:
            current_msg = user_msg

        prompt_parts.append(f"<|im_start|>user\n{current_msg}\n<|im_end|>\n")

        # Инструкция для вопросов об имени
        if any(word in user_msg.lower() for word in ['зовут', 'имя', 'как меня', 'мое имя']):
            if user_name:
                # ЕСЛИ ИМЯ ИЗВЕСТНО - СКАЖИ ЕГО!
                prompt_parts.append(
                    f"<|im_start|>instruction\nОтвечая, обязательно используй имя пользователя: {user_name}\n<|im_end|>\n")
            else:
                prompt_parts.append(
                    "<|im_start|>instruction\nЕсли не знаешь имя пользователя, спроси его или признайся, что не помнишь.\n<|im_end|>\n")

        # Маркер для ответа
        prompt_parts.append("<|im_start|>assistant\n")

        full_prompt = "".join(prompt_parts)

        # Логируем промпт
        logger.info(f"Промпт для user_id={user_id} (name={user_name}) ===")
        logger.info(f"Последние 500 символов:\n{full_prompt[-500:]}")
        logger.info("Конец промпта")

        return full_prompt

Вопросы на ответы:

Модель Qwen не имеет доступа к реальному времени, она видит только то, что в промпте, поэтому мы задает datetime.now();
Так же хочу предупредить о том, что факт добавления имя в промпт НЕ гарантирует, что бот использует имя;
Зачем ограничивать 6 сообщениями? У моделей есть лимит токенов (обычно 2048-4096). Если история слишком длинная — не влезет в контекст.
Здесь же реализуем RAG:
1. Ищет похожие диалоги в датасете
2. Берет ответ ассистента из найденного диалога
3. Добавляет, как пример ответа

Новая функция для очистки ответа clean_response() - это пост-обработчик, который чистит сырые ответы модели перед отправкой пользователю. Убирает артефакты, повторения и прочий мусор.

   def clean_response(self, response: str) -> str:
        """Очистка ответа"""
        # Убираем повторения
        response = re.sub(r'(\b\w+\b)(?:\s+\1)+', r'\1', response, flags=re.IGNORECASE)

        # Убираем артефакты токенизации
        artifacts = [
            (r'<\|im_end\|>', ''),
            (r'<\|im_start\|>', ''),
            (r'\[ИМЯ\]', ''),
            (r'\s+', ' '),
        ]

        for pattern, replacement in artifacts:
            response = re.sub(pattern, replacement, response)

        return response.strip() or "Я подумаю над этим..."

Создание ядра генерации ответов в асинхронной функции generate_response(), которое координирует все модули бота.

Параметры tokenizer():

prompt - сформированный текст промпта
return_tensors="pt" - возвращать как PyTorch тензоры
truncation=True - обрезать если длиннее max_length
max_length=2048 - максимальная длина в токенах

.to(self.model.device)

Переносит данные на то же устройство, где модель:

Если модель на GPU, то и тензоры на GPU
Если модель на CPU, то и тензоры на CPU

with torch.no_grad():

**inputs - подает токенизированный промпт;
max_new_tokens=100 - максимальная длина ответа;
temperature=0.7 - контроль оригинальности (0.1-1.0);
do_sample=True - использовать сэмплирование (не greedy);
top_p=0.9 - Nucleus sampling (берутся top 90% вероятностей);
repetition_penalty=1.1 - штраф за повторения (>1.0);
pad_token_id - ID токена для паддинга.

    async def generate_response(self, chat_id: int, user_id: int, user_msg: str, is_start: bool = False) -> str:
        try:
            logger.debug(f"Входящий: user={user_id}, msg='{user_msg[:50]}...', is_start={is_start}")

            #  Сохраняет связь пользователь ту чат в UserMemory
            self.user_memory.add_user_chat(user_id, chat_id)

            # Извлекаем имя (если есть в сообщении)
            if name := self.learning.process_introduction(user_id, user_msg):
                logger.info(f" Извлечено имя: {name} (user_id={user_id})")
                self.user_memory.set_user_name(user_id, name)

                # Если это сообщение с именем - отвечаем сразу
                if any(word in user_msg.lower() for word in ['зовут', 'имя', 'я ', 'меня']):
                    return f"Привет, {name}! Рад познакомиться. Я Гриша, чат-бот с ИИ."

            # Формируем промпт (используем старый проверенный метод)
            prompt = self.format_prompt(chat_id, user_id, user_msg, is_start)

            # Токенизация промпта
            inputs = self.tokenizer(
                prompt,
                return_tensors="pt",
                truncation=True,
                max_length=2048
            ).to(self.model.device)

            # Генерация ответа
            with torch.no_grad():
                outputs = self.model.generate(
                    **inputs,
                    max_new_tokens=100,
                    temperature=0.8,
                    do_sample=True,
                    top_p=0.9,
                    repetition_penalty=1.1,
                    pad_token_id=self.tokenizer.eos_token_id
                )

            # Декодируем ответ
            response = self.tokenizer.decode(
                outputs[0][inputs['input_ids'].shape[1]:],
                skip_special_tokens=True
            )

            # Очищаем ответ
            response = self.clean_response(response)

            # Сохраняем в историю
            if not is_start:
                self.memory.add_message(chat_id, "user", user_msg)
            self.memory.add_message(chat_id, "assistant", response)

            # Обучение
            if not is_start:
                self.learning.analyze(user_id, user_msg, response)

            return response

        except Exception as e:
            logger.error(f"Ошибка генерации: {e}")
            return "Извини, произошла ошибка. Попробуй еще раз."

Ну и заканчиваем созданием экземпляра:

# Глобальный экземпляр
main_bot = MainBot()

memory.py

Этот файл отвечает за память. Импорт библиотек:

json - для работы с JSON. Мы туда будем сохранять наши диалоги, пользователи, легкая замена БД;
collections - для работы с структурами данных defaultdict и deque;
datetime - для работы со временем;
typing - для работы с аннотациями типов;
threading - для работы с потоками;
os - ну и для работы со системой.

import json
from collections import defaultdict, deque
from datetime import datetime
from typing import Dict, List, Optional
import threading
import os

from config import logger, MAX_CONTEXT_MESSAGES

Создадим класс UserMemory, который отвечает за долгосрочную память имен наших пользователей. Создадим конструктор, и запишем атрибуты:

users_file - путь к JSON файлу с данными пользователей;
_lock - примитив синхронизации потоков (мьютекс). Основной атрибут для потокобезопасности;
users - основное хранилище;
_load_users - загрузка данных при инициализации.

class UserMemory:
    """Память пользователей с потокобезопасностью"""

    def __init__(self, users_file: str = "grisha_users.json"):
        self.users_file = users_file
        self._lock = threading.Lock()
        self.users: Dict[str, Dict] = {}
        self._load_users()
        logger.info(f"Загружено пользователей: {len(self.users)}")

Создадим метод _load_users(), который загружает пользователей из json файла в словарь self.users в памяти:

    def _load_users(self):
        """Загрузка с обработкой ошибок"""
        try:
            # Если файл есть - загружаем
            if os.path.exists(self.users_file):
                with open(self.users_file, 'r', encoding='utf-8') as f:
                    data = json.load(f)
                    # ВАЖНО: конвертируем chat_ids обратно в set, 
                    for user_id, user_data in data.items():
                        if 'chat_ids' in user_data and isinstance(user_data['chat_ids'], list):
                            user_data['chat_ids'] = set(user_data['chat_ids'])
                    self.users = data
            # Файла нет - создаем пустой
            else:
                self.users = {}
                logger.info(f"Файл {self.users_file} не найден, создаем новый")
        except (json.JSONDecodeError, Exception) as e:
            logger.error(f"Ошибка загрузки пользователей: {e}")
            self.users = {}

Загрузили, а теперь сохранили. Метод _save_users() отвечает за сохранение информации о пользователях из ОЗУ:

    def _save_users(self):
        """Сохранение с потокобезопасностью"""
        with self._lock:
            try:
                users_to_save = {}
                for user_id, user_data in self.users.items():
                    # Создаем копию для сохранения
                    user_copy = user_data.copy()
                    # Конвертируем set в list для JSON
                    if 'chat_ids' in user_copy and isinstance(user_copy['chat_ids'], set):
                        user_copy['chat_ids'] = list(user_copy['chat_ids'])
                    users_to_save[user_id] = user_copy

                with open(self.users_file, 'w', encoding='utf-8') as f:
                    json.dump(users_to_save, f, ensure_ascii=False, indent=2)

                logger.debug(f"Пользователи сохранены: {len(users_to_save)} записей")
            except Exception as e:
                logger.error(f"Ошибка сохранения пользователей: {e}")

Напишем не большую функцию get_user() для того, чтобы получить данные пользователей:

    def get_user(self, user_id: int) -> Optional[Dict]:
        """Получение данных пользователя"""
        return self.users.get(str(user_id))

Создаем метод get_user_name() для получения имени пользователя:

    def get_user_name(self, user_id: int) -> Optional[str]:
        """Имя пользователя"""
        if user := self.get_user(user_id):
            name = user.get('name')
            logger.debug(f"get_user_name({user_id}) -> '{name}'")
            return name
        return None

Метод set_user_name() для запоминания имени пользователя, чтобы бот обращался по нему:

    def set_user_name(self, user_id: int, name: str):
        """Установка имени пользователя"""
        user_id_str = str(user_id)  #  айди пользователя в Telegram

        logger.info(f"СОХРАНЕНИЕ ИМЕНИ для {user_id}: '{name}'")

        # Если пользователя нет - создаем
        if user_id_str not in self.users:
            self.users[user_id_str] = {
                'name': name,                    # Основное имя
                'chat_ids': set(),               # Множество чатов, где пользователь общался
                'learned_names': {},             # Словарь для альтернативных имен/никнеймов
                'trust_score': 0.5,              # Начальный уровень доверия (50%)
                'created_at': datetime.now().isoformat(),  # Время создания записи
                'last_seen': datetime.now().isoformat()    # Время последней активности
            }
            logger.info(f"Создан новый пользователь {user_id} с именем '{name}'")
        # Если есть - добавляем
        else:
            old_name = self.users[user_id_str].get('name')                      # Сохраняем старое имя для логов (важно для отслеживания изменений)
            self.users[user_id_str]['name'] = name                              # Обновляем имя в словаре пользователя
            self.users[user_id_str]['last_seen'] = datetime.now().isoformat()   # Обновляем last_seen - пользователь активен сейчас
            logger.info(f"Имя изменено с '{old_name}' на '{name}'")

        # Немедленное сохранение
        self._save_users()

        # Финальная проверка (самодиагностика)
        saved = self.get_user_name(user_id)
        logger.info(f"Проверка сохранения: get_user_name({user_id}) = '{saved}'")

Создадим метод add_user_chat(), который отслеживает, в каких чатах пользователь общается с ботом. Он очень похожий на предыдущий:

    def add_user_chat(self, user_id: int, chat_id: int):
        """Отслеживать, в каких чатах пользователь общается с ботом"""
        user_id_str = str(user_id)

        # Если пользователя нет - создаем
        if user_id_str not in self.users:
            self.users[user_id_str] = {
                'name': None,                    # Имя пока неизвестно
                'chat_ids': {chat_id},           # Первый чат пользователя
                'learned_names': {},             # Пока пусто
                'trust_score': 0.5,              # Стартовый уровень доверия
                'created_at': datetime.now().isoformat(),  # Когда впервые увидели
                'last_seen': datetime.now().isoformat()    # Когда в последний раз видели
            }
        # Если есть - добавляем
        else:
            if 'chat_ids' not in self.users[user_id_str]:
                self.users[user_id_str]['chat_ids'] = {chat_id}
            else:
                self.users[user_id_str]['chat_ids'].add(chat_id)

            self.users[user_id_str]['last_seen'] = datetime.now().isoformat()

        self._save_users()
        logger.debug(f"Пользователю {user_id} добавлен чат {chat_id}")

Создадим еще один класс ConversationMemory для хранения последних сообщений в каждом чате. Он сохраняет историю диалога, чтобы бот мог помнить контекст беседы. Структура конструктора:

max_messages - максимальное количество сообщений в ОЗУ;
conversations - структура данных со словарем;

class ConversationMemory:
    """Краткосрочная память диалогов"""

    def __init__(self, max_messages: int = MAX_CONTEXT_MESSAGES):
        self.max_messages = max_messages
        self.conversations: Dict[int, deque] = defaultdict(
            lambda: deque(maxlen=max_messages)
        )

Сделаем основные методы для работы с памятью диалогов.

get_last_messages() - получить последние N сообщений;
add_message() - добавить сообщение в историю;
get_history() - получить всю историю чата;
clear() - очистить историю чата.

    # Получение последних N сообщений
    def get_last_messages(self, chat_id: int, limit: int = 10) -> List[Dict]:
        if chat_id in self.conversations:
            # Возвращаем последние limit сообщений
            return list(self.conversations[chat_id])[-limit:]
        return []

    def add_message(self, chat_id: int, role: str, content: str):
        """Добавление сообщения"""
        self.conversations[chat_id].append({
            "role": role,  # Кто отправил
            "content": content,  # Текст сообщения
            "timestamp": datetime.now()  # Когда отправлено
        })

    def get_history(self, chat_id: int) -> List[Dict]:
        """История диалога"""
        # Возвращает ВСЕ сообщения из истории указанного чата
        return list(self.conversations.get(chat_id, deque()))

    def clear(self, chat_id: int):
        """Очистка истории"""
        # Полностью удаляет все сообщения из истории указанного чата
        # Чат остается в памяти, но становится пустым
        if chat_id in self.conversations:
            self.conversations[chat_id].clear()
            logger.debug(f"Очищена история для чата {chat_id}")

learning.py

В этом файле мы реализуем систему самообучения на паттернах. Бот запоминает, бот учиться. Библиотеки:

import json
import re
from typing import List, Dict, Optional
from datetime import datetime

from config import logger, LEARNED_PATTERNS_FILE

Создадим класс ImprovedLearningSystem() для самообучения нашего бота. В конструктор добавим следующие атрибуты:

patterns_file - файл, где будут сохраняться выученные паттерны;
patterns - приватный метод, который загружает паттерны из JSON-файла;
rag_system - экземпляр RAG;
interaction_count - считает общее количество обработанных диалогов.

class ImprovedLearningSystem:
    """Система обучения с использованием паттернов"""

    def __init__(self, rag_system=None):
        self.patterns_file = LEARNED_PATTERNS_FILE
        self.patterns: List[Dict] = self._load_patterns()
        self.rag_system = rag_system
        self.interaction_count = 0

        logger.info(f"Загружено паттернов: {len(self.patterns)}")

Создадим метод _load_patterns(), который загружает выученные паттерны диалогов из JSON-файла.

    # Загрузка паттернов
    def _load_patterns(self) -> List[Dict]:
        try:
            with open(self.patterns_file, 'r', encoding='utf-8') as f:
                patterns = json.load(f)
                # Гарантируем наличие usage_count
                for pattern in patterns:
                    if 'usage_count' not in pattern:
                        pattern['usage_count'] = 0
                return patterns
        except (FileNotFoundError, json.JSONDecodeError):
            return []

Теперь отзеркалим предыдущий метод и сделаем метод _save_patterns(), который сохраняет выученные паттерны диалогов в JSON-файл. Метод сохраняет текущие паттерны из оперативной памяти (self.patterns) в файл на диск. Это обеспечивает персистентность - знания бота не теряются при перезапуске.

    # Сохранение паттернов
    def _save_patterns(self):
        try:
            with open(self.patterns_file, 'w', encoding='utf-8') as f:
                json.dump(self.patterns, f, ensure_ascii=False, indent=2)
        except Exception as e:
            logger.error(f"Ошибка сохранения паттернов: {e}")

Следующий метод find_similar_pattern() находит и использует сохраненные паттерны для ответов на похожие вопросы.

    # Поиск похожих паттернов
    def find_similar_pattern(self, user_msg: str, similarity_threshold: float = 0.4) -> Optional[str]:
        
        # Если нет сохраненных паттернов, возвращаем None
        if not self.patterns:
            return None

        best_pattern = None  # Лучший найденный паттерн
        best_score = 0  # Наивысшая оценка схожести

        # Приводим сообщение пользователя к нижнему регистру и находим слова
        user_msg_lower = user_msg.lower()
        user_words = set(re.findall(r'\b[а-яё]{2,}\b', user_msg_lower))

        # Поиск лучшего совпадения
        for pattern in self.patterns:
            pattern_input = pattern.get('input', '').lower()

            # Простой расчет схожести
            score = self._calculate_similarity(user_msg_lower, pattern_input, user_words)

            # Если схожесть высокая, возвращаем
            if score > best_score and score >= similarity_threshold:
                best_score = score
                best_pattern = pattern

        # Если нашли подходящий паттерн
        if best_pattern:
            # Увеличиваем счетчик использования
            best_pattern['usage_count'] = best_pattern.get('usage_count', 0) + 1
            self._save_patterns()

            logger.info(f"Использован паттерн (схожесть: {best_score:.2f}): {pattern_input[:50]}...")
            return best_pattern['response']

        return None  # Не нашли достаточно похожий паттерн

Метод вычисляет степень похожести между двумя текстовыми сообщениями. Это ключевой механизм системы поиска похожих паттернов.

    # Вычисляет степень похожести между двумя текстовыми сообщениями
    def _calculate_similarity(self, msg1: str, msg2: str, msg1_words: set) -> float:
        
        # Если сообщения пусты, возвращаем 0
        if not msg1 or not msg2:
            return 0

        # Простое текстовое совпадение
        if msg1 in msg2 or msg2 in msg1:
            return 0.8

        # Совпадение по словам
        msg2_words = set(re.findall(r'\b[а-яё]{2,}\b', msg2))

        # Если нет слов, возвращаем 0
        if not msg1_words or not msg2_words:
            return 0

        common_words = msg1_words.intersection(msg2_words)  # Общие слова

        # Вес совпадения
        if common_words:
            similarity = len(common_words) / max(len(msg1_words), len(msg2_words))

            # Усиливаем вес для важных слов
            important_words = {'зовут', 'имя', 'привет', 'дела', 'как', 'ты', 'гриша'}
            if any(word in common_words for word in important_words):
                similarity *= 1.3

            return min(1.0, similarity)

        return 0

Создадим метод analyze() для сохранения хороших паттернов. Хороший паттерн определяется по нескольким критериям: ответ должен быть достаточно длинным (>15 символов) и не содержать фраз неуверенности ("не знаю", "ошибка", "извини" и т.д.). Это нужно, чтобы бот запоминал только качественные ответы для повторного использования.

    # Анализ с сохранением хороших ответов
    def analyze(self, user_id: int, user_msg: str, bot_msg: str):
        
        self.interaction_count += 1

        # Критерии хорошего ответа
        is_good_response = (
                len(bot_msg) > 15 and
                "не знаю" not in bot_msg.lower() and
                "ошибка" not in bot_msg.lower() and
                "извини" not in bot_msg.lower() and
                "повтори" not in bot_msg.lower() and
                "не понял" not in bot_msg.lower()
        )

        # Если ответ хороший - сохраняем его 
        if is_good_response:
            self._save_pattern(user_msg, bot_msg)
            logger.info(f"Сохранен новый паттерн: {user_msg[:50]}...")

Следующий метод _save_pattern() отвечает за сохранение успешного паттерна и последующем сохранением в RAG. Это нужно для того, чтобы бот не игнорировал наши паттерны и использовал их время от времени:

     # Сохранение успешного паттерна с автоматическим экспортом в RAG
    def _save_pattern(self, user_msg: str, bot_msg: str):
        # Проверяем, нет ли уже похожего паттерна
        for pattern in self.patterns:
            if self._calculate_similarity(user_msg.lower(), pattern['input'].lower(), set()) > 0.7:
                # Обновляем существующий
                pattern['response'] = bot_msg[:200]
                pattern['learned_at'] = datetime.now().isoformat()
                pattern['usage_count'] = 0  # Сбрасываем счетчик при обновлении
                self._save_patterns()
                return

        # Создаем новый паттерн
        pattern = {
            'input': user_msg[:100],
            'response': bot_msg[:200],
            'learned_at': datetime.now().isoformat(),
            'usage_count': 0
        }

        self.patterns.append(pattern)
        self._save_patterns()

        # Автоматический экспорт в RAG
        if self.rag_system:
            dialogue = {
                "messages": [
                    {"role": "user", "content": pattern['input']},
                    {"role": "assistant", "content": pattern['response']}
                ]
            }
            self.rag_system.add_dialogue(dialogue)
            logger.info(f"Паттерн экспортирован в RAG: {pattern['input'][:50]}...")

Сделаем отдельный метод get_stats() для сбора статистики:

    # Статистика
    def get_stats(self) -> Dict:
        
        total_used = sum(p.get('usage_count', 0) for p in self.patterns)  # Сумма использований
        most_used = max(self.patterns, key=lambda p: p.get('usage_count', 0), default=None)  # Самый используемый паттер

        return {
            'patterns': len(self.patterns),  # Сколько всего паттернов выучил бот
            'interactions': self.interaction_count,  # Всего диалогов
            'total_patterns_used': total_used,  # Сколько раз использовал сохраненные паттерны
            'most_used_pattern': most_used['input'][:50] if most_used else None,  # Самый популярный вопрос
            'most_used_count': most_used.get('usage_count', 0) if most_used else 0,  # Сколько раз на него ответили
            'patterns_with_usage': sum(1 for p in self.patterns if p.get('usage_count', 0) > 0)  # Сколько паттернов хоть раз использовались
        }

Закончим наш файл методом process_introduction() для извлечения имени пользователя:

    # Извлечение имени пользователя
    def process_introduction(self, user_id: int, message: str) -> Optional[str]:

        # Паттерны для извлечения имени
        patterns = [
            (r'меня\s+зовут\s+([А-ЯЁ][а-яё]+(?:\s+[А-ЯЁ][а-яё]+)?)', 1),  # "меня зовут Саша"
            (r'^я\s+([А-ЯЁ][а-яё]+(?:\s+[А-ЯЁ][а-яё]+)?)$', 1),  # "я Саша"
            (r'мо[ёе]\s+имя\s+([А-ЯЁ][а-яё]+(?:\s+[А-ЯЁ][а-яё]+)?)', 1),  # "мое имя Саша"
            (r'зовут\s+([А-ЯЁ][а-яё]+(?:\s+[А-ЯЁ][а-яё]+)?)', 1),  # "...зовут Саша"
            (r'привет,\s+я\s+([А-ЯЁ][а-яё]+)', 1),  # "привет, я Саша"
        ]

        # Слова, которые не являются именами
        stop_words = {'зовут', 'имя', 'это', 'вас', 'тебя', 'меня', 'мое', 'моё', 'привет', 'пока'}

        for pattern, group_num in patterns:
            if match := re.search(pattern, message, re.IGNORECASE):
                name = match.group(group_num).strip()

                # Проверяем, что это не стоп-слово и достаточно длинное
                if (name.lower() not in stop_words and
                        len(name) >= 2 and
                        not name.isdigit()):

                    # Дополнительная проверка: имя должно содержать русские буквы
                    if re.search(r'[А-ЯЁа-яё]', name):
                        logger.info(f"Извлечено имя: '{name}' из сообщения: '{message[:50]}...'")
                        return name

        logger.debug(f"Имя не найдено в сообщении: '{message[:50]}...'")
        return None

rag.py

Это основный файл для реализации RAG системы. Импорт:

import json
import re
from typing import List, Dict
from collections import defaultdict, Counter
from datetime import datetime

from config import logger, RAG_DATASET_PATH, LEARNED_PATTERNS_FILE

Реализуем нашу систему через класс и создадим сразу же конструктор со следующими атрибутами:

dialogues - все диалоги, которые знает бот;
keyword_index - обратный индекс для быстрого поиска;
patterns_file - файл, где хранятся выученные паттерны.

Все остальное это методы, которые мы разберем чуть позже.

class RAGSystem:
    """Объединенная RAG система с паттернами"""

    def __init__(self):
        self.dialogues: List[Dict] = []
        self.keyword_index: Dict[str, List[int]] = defaultdict(list)
        self.patterns_file = LEARNED_PATTERNS_FILE

        self._load_dataset()
        self._load_patterns()
        self._build_index()

        logger.info(f"RAG: {len(self.dialogues)} диалогов (датасет + паттерны)")

Вот наши три метода

_load_dataset() - загружает готовые диалоги из JSONL-файла и добавляет их в общую базу знаний бота;
_load_patterns() - преобразует выученные паттерны в формат диалогов и добавляет их к основному датасету, помечая особым тегом;
_build_index() - создает поисковый индекс по ключевым словам: для каждого диалога извлекает важные слова и запоминает, в каких диалогах они встречаются, чтобы потом быстро находить похожие вопросы.

# Загрузка основного датасета
    def _load_dataset(self):
        try:
            with open(RAG_DATASET_PATH, 'r', encoding='utf-8') as f:
                for line in f:
                    try:
                        dialogue = json.loads(line.strip())
                        self.dialogues.append(dialogue)
                    except json.JSONDecodeError:
                        continue
        except FileNotFoundError:
            logger.warning(f"Файл датасета не найден: {RAG_DATASET_PATH}")

    # Загрузка паттернов как диалогов
    def _load_patterns(self):
        try:
            with open(self.patterns_file, 'r', encoding='utf-8') as f:
                patterns = json.load(f)

                for pattern in patterns:
                    # Преобразуем паттерн в формат диалога
                    dialogue = {
                        "messages": [
                            {"role": "user", "content": pattern['input']},
                            {"role": "assistant", "content": pattern['response']}
                        ],
                        "source": "pattern",  # Помечаем как паттерн
                        "usage_count": pattern.get('usage_count', 0),
                        "learned_at": pattern.get('learned_at')
                    }
                    self.dialogues.append(dialogue)

                    logger.debug(f"Паттерн добавлен в RAG: {pattern['input'][:50]}...")

        except (FileNotFoundError, json.JSONDecodeError):
            logger.info("Файл паттернов не найден или пуст")

    def _build_index(self):
        """Построение общего индекса"""
        for idx, dialogue in enumerate(self.dialogues):
            text = self._get_dialog_text(dialogue).lower()
            keywords = self._extract_keywords(text)

            for keyword in keywords:
                self.keyword_index[keyword].append(idx)

_get_dialog_text() - объединяет весь текст диалога (вопрос пользователя + ответ бота) в одну строку, чтобы потом проиндексировать его для поиска.

_extract_keywords() - извлекает из текста самые важные русские слова (длиной от 3 букв), убирая стоп-слова (предлоги, местоимения), и возвращает 10 самых частых ключевых слов для индексации.

    def _get_dialog_text(self, dialogue: Dict) -> str:
        """Текст диалога для индексации"""
        return " ".join(
            msg.get("content", "")
            for msg in dialogue.get("messages", [])
        )

    def _extract_keywords(self, text: str) -> List[str]:
        """Извлечение ключевых слов (улучшенная версия)"""
        stop_words = {
            'как', 'что', 'где', 'когда', 'почему', 'зачем', 'кто', 'чей',
            'привет', 'пока', 'спасибо', 'пожалуйста', 'это', 'вот', 'ну'
        }

        words = re.findall(r'\b[а-яё]{3,}\b', text.lower())
        keywords = [word for word in words if word not in stop_words]

        counter = Counter(keywords)
        return [word for word, _ in counter.most_common(10)]

Теперь поисковая система. find_similar() - находит похожие диалоги по запросу пользователя: извлекает ключевые слова, ищет их в индексе, считает релевантность, сортирует результаты (с приоритетом выученных паттернов) и возвращает топ-K наиболее подходящих примеров для генерации ответа.

# Поиск похожих диалогов
    def find_similar(self, query: str, top_k: int = 3) -> List[Dict]:
        if not self.dialogues:
            return []

        # Фильтруем короткие/бессмысленные запросы
        if self._should_skip_query(query):
            logger.debug(f"Пропускаем RAG для: '{query}'")
            return []

        logger.info(f"Unified RAG поиск: '{query[:50]}...'")

        # Извлекаем ключевые слова
        query_keywords = self._extract_keywords(query.lower())
        logger.debug(f"Ключевые слова: {query_keywords}")

        # Подсчет релевантности
        dialogue_scores = defaultdict(int)
        for keyword in query_keywords:
            for idx in self.keyword_index.get(keyword, []):
                dialogue_scores[idx] += 1

        # Сортировка с приоритетом паттернов
        sorted_indices = sorted(
            dialogue_scores.items(),
            key=lambda x: (
                # 1. Приоритет: паттерны
                10 if self.dialogues[x[0]].get('source') == 'pattern' else 0,
                # 2. Приоритет: количество использований паттерна
                self.dialogues[x[0]].get('usage_count', 0),
                # 3. Приоритет: релевантность
                x[1]
            ),
            reverse=True
        )[:top_k]

        results = [
            self.dialogues[idx]
            for idx, score in sorted_indices
            if score > 0
        ]

        if results:
            source_types = [d.get('source', 'dataset') for d in results]
            logger.info(f"Найдено: {len(results)} (источники: {source_types})")

        return results[:top_k]  # Ограничиваем количество

_should_skip_query() - фильтрует бесполезные для поиска запросы: пропускает слишком короткие сообщения (меньше 4 символов), односложные ответы (кроме вопросов с "?"), бессмысленные слова ("ок", "ага") и общие фразы ("привет", "пока"), чтобы не тратить ресурсы на поиск по ним в RAG-системе.

# Определяет, стоит ли пропускать этот запрос
    def _should_skip_query(self, query: str) -> bool:

        query = query.strip().lower()

        # Слишком короткие запросы
        if len(query) < 4:
            return True

        # Одно слово (кроме вопросов)
        if len(query.split()) == 1 and not query.endswith('?'):
            return True

        # Бессмысленные/случайные запросы
        meaningless = ['давай', 'ок', 'ага', 'угу', 'хм', 'ээ', 'ну', 'вот']
        if query in meaningless:
            return True

        # Слишком общие запросы без контекста
        if query in ['привет', 'пока', 'спасибо', 'хорошо']:
            return True

        return False

add_pattern() - добавляет новый выученный паттерн (удачный вопрос-ответ) в RAG-систему: сохраняет в файл, добавляет в список диалогов, сразу индексирует его ключевые слова для быстрого поиска в будущем, чтобы бот мог мгновенно находить и использовать этот успешный ответ.

# Сохранение паттерна в файл
    def add_pattern(self, user_msg: str, bot_msg: str):
        
        # Сохраняем в файл паттернов
        self._save_pattern_to_file(user_msg, bot_msg)

        # Немедленно добавляем в RAG
        dialogue = {
            "messages": [
                {"role": "user", "content": user_msg},
                {"role": "assistant", "content": bot_msg}
            ],
            "source": "pattern",
            "usage_count": 0,
            "learned_at": datetime.now().isoformat()
        }

        idx = len(self.dialogues)
        self.dialogues.append(dialogue)

        # Индексируем
        text = self._get_dialog_text(dialogue).lower()
        keywords = self._extract_keywords(text)

        for keyword in keywords:
            self.keyword_index[keyword].append(idx)

        logger.info(f"Новый паттерн добавлен в Unified RAG: {user_msg[:50]}...")

        return dialogue

_save_pattern_to_file() - сохраняет выученный паттерн в JSON-файл: загружает существующие паттерны, создает новый (обрезая длинные тексты), проверяет, что нет точного дубликата по вопросу, и записывает обновленный список обратно в файл для постоянного хранения знаний между перезапусками бота.

    # Сохраняет паттерн в файл
    def _save_pattern_to_file(self, user_msg: str, bot_msg: str):
        try:
            # Загружаем существующие паттерны
            try:
                with open(self.patterns_file, 'r', encoding='utf-8') as f:
                    patterns = json.load(f)
            except (FileNotFoundError, json.JSONDecodeError):
                patterns = []

            # Добавляем новый
            new_pattern = {
                'input': user_msg[:100],
                'response': bot_msg[:200],
                'learned_at': datetime.now().isoformat(),
                'usage_count': 0
            }

            # Проверяем на дубликаты
            if not any(p['input'] == new_pattern['input'] for p in patterns):
                patterns.append(new_pattern)

                # Сохраняем
                with open(self.patterns_file, 'w', encoding='utf-8') as f:
                    json.dump(patterns, f, ensure_ascii=False, indent=2)

                logger.info(f"Паттерн сохранен в файл: {user_msg[:50]}...")

        except Exception as e:
            logger.error(f"Ошибка сохранения паттерна: {e}")

increment_usage() - увеличивает счетчик использования паттерна при его повторном применении, чтобы отслеживать популярность ответов и синхронизирует с файлом.

_update_pattern_file() - находит соответствующий паттерн в JSON-файле и обновляет в нем счетчик использования, сохраняя актуальность данных на диске.

get_stats() - собирает статистику RAG-системы: общее количество диалогов, разделение на датасет и выученные паттерны, суммарное использование паттернов и размер поискового индекса для мониторинга эффективности.

# Увеличивает счетчик использования для паттерна
    def increment_usage(self, dialogue_idx: int):
        
        if dialogue_idx < len(self.dialogues):
            dialogue = self.dialogues[dialogue_idx]

            if dialogue.get('source') == 'pattern':
                dialogue['usage_count'] = dialogue.get('usage_count', 0) + 1
                logger.debug(f"Увеличено использование паттерна: {dialogue['usage_count']}")

                # Также обновляем в файле
                self._update_pattern_file(dialogue)

    # Обновляет счетчик использования в файле
    def _update_pattern_file(self, updated_dialogue: Dict):
        try:
            with open(self.patterns_file, 'r', encoding='utf-8') as f:
                patterns = json.load(f)

            # Находим и обновляем
            for pattern in patterns:
                if pattern['input'] == updated_dialogue['messages'][0]['content']:
                    pattern['usage_count'] = updated_dialogue.get('usage_count', 0)
                    break

            with open(self.patterns_file, 'w', encoding='utf-8') as f:
                json.dump(patterns, f, ensure_ascii=False, indent=2)

        except Exception as e:
            logger.error(f"Ошибка обновления файла паттернов: {e}")

    # Статистика Unified RAG
    def get_stats(self) -> Dict:
        
        pattern_count = sum(1 for d in self.dialogues if d.get('source') == 'pattern')
        dataset_count = len(self.dialogues) - pattern_count

        # Статистика использования паттернов
        pattern_usage = sum(
            d.get('usage_count', 0)
            for d in self.dialogues
            if d.get('source') == 'pattern'
        )

        return {
            'total_dialogues': len(self.dialogues),
            'from_dataset': dataset_count,
            'from_patterns': pattern_count,
            'pattern_usage_total': pattern_usage,
            'keywords_indexed': len(self.keyword_index)
        }

telegram_handlers.py

Итак, почти дошли до финала, этот файл отвечает за работу с телеграмом. Библиотеки:

from config import logger
from telegram import Update
from telegram.ext import ContextTypes, CommandHandler, MessageHandler, filters

from bot import main_bot

Создадим обработчик команды /start, сделаем так, чтобы бот генерировал ответ на команду.

async def start_command(update: Update, context: ContextTypes.DEFAULT_TYPE):
    """Обработчик /start"""
    chat_id = update.effective_chat.id
    user_id = update.effective_user.id

    await update.message.chat.send_action(action="typing")
    response = await main_bot.generate_response(chat_id, user_id, "", is_start=True)
    await update.message.reply_text(response)
    logger.info(f"/start от {user_id}")

Создадим хендлер сообщений для чатов:

async def handle_message(update: Update, context: ContextTypes.DEFAULT_TYPE):
    """Обработчик сообщений в приватных чатах И обычных сообщений в группах"""
    try:
        if not update.message or not update.message.text:
            return

        user_msg = update.message.text

        # Пропуск команд
        if user_msg.startswith('/'):
            return

        chat_id = update.effective_chat.id
        user_id = update.effective_user.id

        # Установка информации о боте
        if not main_bot.bot_id and context.bot:
            main_bot.set_bot_info(context.bot.username, context.bot.id)

        # Для групп: проверяем, должен ли бот отвечать
        if update.effective_chat.type in ['group', 'supergroup']:
            if not main_bot.should_respond_in_group(update):
                logger.debug(f"Бот не должен отвечать в группе {chat_id}")
                return

        # Генерация ответа
        await update.message.chat.send_action(action="typing")
        response = await main_bot.generate_response(chat_id, user_id, user_msg)
        await update.message.reply_text(response)

        logger.debug(f"Ответ отправлен в чат {chat_id}")

    except Exception as e:
        logger.error(f"Ошибка обработки: {e}")

И сделаем итоговый обработчик:

def setup_handlers(application):
    """Настройка обработчиков"""

    # Для приватных чатов (личные сообщения боту)
    private_handler = MessageHandler(
        filters.TEXT & ~filters.COMMAND & filters.ChatType.PRIVATE,
        handle_message
    )

    # Для групповых чатов - ВСЕ сообщения, но логика внутри handle_group_message
    # решит, это пост канала или обычное сообщение
    group_handler = MessageHandler(
        (filters.TEXT | filters.CAPTION | filters.PHOTO) & ~filters.COMMAND &
        (filters.ChatType.GROUP | filters.ChatType.SUPERGROUP),
        handle_group_message
    )

    # Команды работают везде
    start_handler = CommandHandler("start", start_command)

    handlers = [
        start_handler,
        private_handler,
        group_handler,
    ]

    for handler in handlers:
        application.add_handler(handler)

    logger.info("Обработчики настроены: приватные чаты + группы")

main.py

Мы добрались до конца. Этот файл запустит нашего бота. У него есть только токен подключения, который вам нужно получить у отца ботов. Также он проверит наличие GPU и инициализирует бота, после чего запустит его.

import torch
from telegram_handlers import setup_handlers
from telegram.ext import Application

from bot import main_bot


def main():
    """Точка входа"""
    BOT_TOKEN = "СЮДА СВОЙ ТОКЕН ОТ ОТЦА БОТОВ"

    print("=" * 50)
    print("ПРОВЕРКА GPU:")
    print(f"Доступен CUDA: {torch.cuda.is_available()}")
    if torch.cuda.is_available():
        print(f"GPU устройство: {torch.cuda.get_device_name(0)}")
        print(f"Кол-во GPU: {torch.cuda.device_count()}")
        print(f"Память GPU: {torch.cuda.get_device_properties(0).total_memory / 1024 ** 3:.1f} GB")
    else:
        print("GPU не найден! Проверь установку CUDA и PyTorch")
    print("=" * 50)

    print("Инициализация...")

    # Инициализация
    main_bot.initialize_model()

    # Статистика
    print(f"Диалогов в RAG: {len(main_bot.rag.dialogues)}")
    print(f"Пользователей: {len(main_bot.user_memory.users)}")

    # Запуск бота
    application = Application.builder().token(BOT_TOKEN).build()
    setup_handlers(application)

    print("Бот запущен!")
    print("=" * 40)
    print("Доступные команды:")
    print("/start - начать диалог")
    print("=" * 40)

    application.run_polling()


if __name__ == "__main__":
    main()

Запускаем main.py и все должно работать. Проделана гигантская работа, мы все большие молодцы. Исходный код можно посмотреть вот тут. За кадром я сделал так, чтобы бот смог комментировать посты в телеграм канале.

А что потом?

В итоге мы имеем работающего чат-бота, который через qwen генерирует нам ответы, и несколько функций сверху. Из плюсов: самое то для прототипа, почти никаких зависимостей от модели, кошка, жена и миска риса.

Иногда всплывают иероглифы, но этим же болеет сама qwen.

Теперь мы точно понимаем, как и не как должен выглядеть наш следующий продукт. Это поможет нам в реализации.

С новым MVP уже можно ознакомиться у меня в тк канале. А также оставлю список используемой литературы как дополнении. Там очень много полезного и интересного.

Источник

Теги

Категория

Новости

Дата

23 янв. 2026 г.

21.11.25 10:56 marcushenderson624

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

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

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

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.11.25 22:04 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.11.25 22:05 wendytaylor015

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 00:08 VERONICAFREDDIE809

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

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

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

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

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

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

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

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

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 michaeldavenport238

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

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

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

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

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

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

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

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

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

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

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

Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.12.25 08:35 into11

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
05.12.25 08:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 01:44 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 01:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:39 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.12.25 10:42 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.12.25 08:43 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life
08.12.25 09:07 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

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

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

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

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

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

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
12.12.25 22:38 swanky

After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
13.12.25 08:22 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:23 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:28 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 15:29 Anthonymorphy30

⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]
13.12.25 18:52 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
13.12.25 18:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 20:55 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
20.12.25 16:03 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
06.01.26 00:54 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 15:05 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:06 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
06.01.26 16:07 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:14 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 17:03 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
09.01.26 17:11 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
10.01.26 14:28 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
11.01.26 03:16 austinjarvis

I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
12.01.26 16:24 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.01.26 13:04 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
19.01.26 13:05 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
19.01.26 15:53 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.01.26 07:48 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 07:50 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 10:42 Tonerdomark

I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
22.01.26 19:25 Angela_Moore

Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101