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Парсинг Телеграм каналов, групп и чатов с обработкой в LLM

Всем привет! Вероятно, у каждого бывало: ты открываешь Телеграм-чат, а там тысячи новых сообщений за день. И где-то внутри этой «солянки» важный ответ на твой вопрос или обсуждение нужной темы. Или вам нужно отслеживать определённые сообщения для бизнес-целей.

Можно, конечно, потратить кучу времени на ручной поиск, но намного интереснее научить юзербота самостоятельно парсить историю чата и составлять из неё удобную базу для поиска по смыслу.

Здесь в дело вступает связка из векторной базы Qdrant и LLM:

  • Юзербот собирает сообщения и превращает их в эмбеддинги.

  • Qdrant хранит эти векторы и по запросу вытаскивает только самые близкие фрагменты.

  • LLM получает именно эти куски и формулирует итоговый ответ человеческим языком.

Если какой-то из терминов для вас непонятен, рекомендуем ознакомиться с нашими прошлыми статьями про работу с Qdrant. Ссылки на них будут предоставлены в конце статьи.

В этой статье разберёмся, как создать такое приложение: от простейшего парсинга чата до поиска по смыслу с помощью LLM.

В чём суть работы по парсингу Telegam через бота

Когда мы говорим «поиск по смыслу», важно понимать, что это не магия, а вполне конкретная цепочка шагов.

Давайте разберёмся со всем по порядку:

1. Сбор сообщений

Первый этап — это юзербот (например, на Telethon). Он подключается к вашему аккаунту Telegram и «слушает» выбранные чаты. Как только приходит новое сообщение, бот его сохраняет. При желании можно догрузить и старую историю, но чаще всего достаточно обрабатывать новые входящие.

Почему именно юзербот? Обычный бот не имеет доступа к истории чата (он видит только то, что пишут при нём). А юзербот = вы сами, только в виде программы, значит, у него полный доступ ко всем сообщениям.

2. Превращение текста в векторы (эмбеддинги)

Чтобы компьютер умел «понимать смысл» сообщений, нужно превратить текст в числовое представление.
Это и есть эмбеддинги — набор чисел (вектор), который описывает не форму слов, а их значение.

Пример:

  • «ошибка при оплате» и «не проходит платеж» — разные наборы слов, но их векторы окажутся близки друг к другу, потому что смысл одинаковый.

  • А вот «сегодня была хорошая погода» будет где-то далеко, потому что тематика другая.

Сейчас есть куча моделей для эмбеддингов: от OpenAI (text-embedding-3-small) до полностью локальных (e5-base, mxbai-embed-large).

3. Хранение в Qdrant

Все полученные векторы мы складываем в векторную базу Qdrant. Она заточена именно под такие данные: быстро ищет ближайшие векторы среди миллионов записей.
Каждое сообщение в базе хранится с нашими настраиваемыми метаданными:

  • id сообщения;

  • сам текст;

  • автор (можно анонимизировать);

  • дата и время.

Это значит, что в любой момент мы можем спросить: «Дай мне самые похожие на это сообщение куски чата» и Qdrant найдёт их за миллисекунды.

4. Запрос пользователя

Теперь представим, что вы хотите узнать: «Какие цвета обсуждали вчера?»
Ваш вопрос точно так же превращается в вектор и отправляется в Qdrant.
База ищет самые близкие по смыслу фрагменты чата и возвращает их (например, 5–10 штук).

5. Обработка в LLM

И уже наступает время большой языковой модели (LLM).
Мы берём найденные фрагменты и подкладываем их в промпт:

Вопрос: "Какие цвета обсуждали вчера?"
Контекст из чата:
1) [12:30] user1: Мой любимый цвет — черный
2) [12:35] user2: Думаю перекрасить сайт в синий, будет посвежее
3) [12:40] user3: Я за зелёный, он спокойнее смотрится
4) [12:50] user4: Красный лучше привлекает внимание
...
Сформулируй ответ кратко и по делу.

LLM видит только этот маленький кусок контекста, а не весь чат целиком, и формулирует итог:
«Вчера обсуждали несколько цветов: чёрный, синий, зелёный и красный.»

6. Что мы получаем в итоге

  • Никаких километров скроллинга.

  • Ответ приходит в человеческом виде.

  • При желании можно прикладывать ссылки на оригинальные сообщения, чтобы проверить контекст, но пока будет достаточно времени.

Таким образом, LLM никогда не падает под весом тысячи сообщений: она работает только с выборкой, которую заранее подготовил Qdrant.

Дополнительно: могут ли за это забанить?

Технически Telegram не одобряет использование юзерботов, так как это доступ к аккаунту через неофициальные клиенты. Но на практике за чтение истории и хранение сообщений риска почти нет. Миллионы людей используют Telethon и Pyrogram. Бан чаще прилетает за спам или агрессивную активность. Для спокойствия можно завести отдельный аккаунт под юзербота, чтобы не рисковать основным.

Практическая часть: собираем MVP бота-парсера Telegram

Чтобы не углубляться в тонкие настройки, сделаем минимальный рабочий пример:

  • юзербот читает сообщения из чата;

  • превращает их в эмбеддинги;

  • складывает в Qdrant;

  • а потом по запросу достаёт релевантные куски и отдаёт их в LLM.

Само приложение будет запускаться как два отдельно живущих модуля, выполняющие свои функции. Первый — bot.py будет собирать все новые входящие сообщения. Второй (search.py) — выполнять поиск по ним.

1. Зависимости

В requirements.txt добавим:

telethon==1.36.0
qdrant-client==1.12.1
httpx==0.27.2
python-dotenv==1.0.1
sentence-transformers==5.1.0

2. Переменные окружения

Рекомендуется все важные и секретные данные, такие как токен от ботов и пароль к Qdrant хранить в переменных окружения. В Amvera, где мы развернем наш сервис, это вкладка «Переменные».

Для данного проекта у нас используются следующие переменные:

API_ID = 123456
API_HASH = your_api_hash
SESSION_PATH = /data/tg.session # Сохраняем 

QDRANT_URL = http://localhost:6333
QDRANT_COLLECTION = chat_messages

LLM_BASE_URL = https://kong-proxy.yc.amvera.ru/api/v1/models/llama
LLM_API_KEY = ключ
LLM_MODEL = llama70b

PYTHONUNBUFFERED = 1

Следить за актуальными методами можно в свагере

2.1. Как получить API_ID и API_HASH для юзербота

Чтобы юзербот мог подключаться к вашему аккаунту Telegram, нужны специальные ключи:

  • API_ID

  • API_HASH

Их можно получить на официальном сайте Telegram для разработчиков:

  1. Зайдите на my.telegram.org под своим аккаунтом Telegram.

  2. Выберите пункт API development tools.

  3. Введите название приложения (можно любое, например chat-search), короткое имя и заполните форму.

  4. После сохранения появятся ваши API_ID и API_HASH.

3. Юзербот на Telethon

bot.py:

import os, asyncio
from dotenv import load_dotenv
from telethon import TelegramClient, events
from qdrant_client import QdrantClient
from qdrant_client.models import VectorParams, Distance, PointStruct
from sentence_transformers import SentenceTransformer
import httpx

load_dotenv()

API_ID = int(os.getenv("API_ID"))
API_HASH = os.getenv("API_HASH")
SESSION_PATH = os.getenv("SESSION_PATH", "session")

QDRANT_URL = os.getenv("QDRANT_URL", "http://localhost:6333")
COLLECTION = os.getenv("QDRANT_COLLECTION", "chat_messages")

LLM_BASE_URL = os.getenv("LLM_BASE_URL")
LLM_API_KEY = os.getenv("LLM_API_KEY")
LLM_MODEL = os.getenv("LLM_MODEL")

client = TelegramClient(SESSION_PATH, API_ID, API_HASH)
qdrant = QdrantClient(url=QDRANT_URL)
embedder = SentenceTransformer("intfloat/e5-small")

# создаём коллекцию (один раз)
try:
    qdrant.get_collection(COLLECTION)
except:
    qdrant.create_collection(
        collection_name=COLLECTION,
        vectors_config=VectorParams(size=384, distance=Distance.COSINE)
    )

async def embed_text(text: str):
    return embedder.encode(text).tolist()

@client.on(events.NewMessage)
async def handler(event):
    # Рекомендуем добавить условие для проверки чата. В данной реализации сохраняются все сообщения
    text = event.message.message
    if not text:
        return
    emb = await embed_text(text)
    point = PointStruct(
        id=event.message.id,
        vector=emb,
        payload={"text": text, "chat_id": event.chat_id}
    )
    qdrant.upsert(COLLECTION, points=[point])
    print(f"Сохранили сообщение: {text[:50]}...")

async def main():
    await client.start()
    print("Юзербот запущен")
    await client.run_until_disconnected()

if __name__ == "__main__":
    asyncio.run(main())

4. Поиск по смыслу + LLM ответ

В отдельном файле search.py:

import os
import asyncio
import httpx
from dotenv import load_dotenv
from qdrant_client import QdrantClient
from sentence_transformers import SentenceTransformer

load_dotenv()

QDRANT_URL = os.getenv("QDRANT_URL", "http://localhost:6333")
QDRANT_COLLECTION = os.getenv("QDRANT_COLLECTION", "chat_messages")

LLM_BASE_URL = os.getenv("LLM_BASE_URL")  # например: https://kong-proxy.yc.amvera.ru/api/v1/models/llama
LLM_API_KEY = os.getenv("LLM_API_KEY")
LLM_MODEL = os.getenv("LLM_MODEL", "llama8b")

qdrant = QdrantClient(url=QDRANT_URL)
embedder = SentenceTransformer("intfloat/e5-small")

def embed_text(text: str):
    return embedder.encode([text], normalize_embeddings=True).tolist()[0]

async def llm_answer(question, context):
    headers = {
        "X-Auth-Token": f"Bearer {LLM_API_KEY}",
        "Content-Type": "application/json"
    }
    payload = {
        "model": LLM_MODEL,
        "messages": [
            {"role": "system", "text": "Ты помогаешь находить важное в чате. Отвечай коротко, по делу. На русском языке"},
            {"role": "user", "text": f"Вопрос: {question}\nКонтекст:\n{context}"}
        ]
    }
    async with httpx.AsyncClient(timeout=120.0) as http:
        r = await http.post(LLM_BASE_URL, headers=headers, json=payload)
        r.raise_for_status()
        data = r.json()
        return data["choices"][0]["message"]["text"]

async def search(question):
    vec = embed_text(question)
    results = qdrant.search(collection_name=QDRANT_COLLECTION, query_vector=vec, limit=5)
    context = "\n".join([p.payload["text"] for p in results])
    answer = await llm_answer(question, context)
    print("Вопрос:", question)
    print("Ответ:", answer)

if __name__ == "__main__":
    q = input("Введите вопрос: ")
    asyncio.run(search(q))

Пример входных выходных данных.

Вопрос: "Какие цвета обсуждали вчера?"
Контекст из чата:
1) [12:30] user1: Мой любимый цвет — черный
2) [12:35] user2: Думаю перекрасить сайт в синий, будет посвежее
3) [12:40] user3: Я за зелёный, он спокойнее смотрится
4) [12:50] user4: Красный лучше привлекает внимание
...
Сформулируй ответ кратко и по делу.

5. Как это работает вместе

  1. Запускаем bot.py — юзербот слушает чат и сохраняет все новые сообщения в Qdrant.

  2. Запускаем python search.py — вводим вопрос, получаем ответ от LLM.

  3. Дополнительно потребуется развернуть базу данных (Qdrant в нашем случае) и подключить LLM по API.

Пример:

Вопрос: Какие цвета обсуждали вчера?
Ответ: Вчера обсуждали несколько цветов: чёрный, синий, зелёный и красный.

Это только пример парсинга каналов, групп и чатов Telegram через бота

Мы показали самый простой pipeline, который можно собрать на Python, Qdrant и LLaMA. Такой код работает, но это больше учебный каркас, чем готовое приложение на прод.

Почему так:

  • у каждого проекта разный масштаб (от маленькой группы до корпоративного чата на сотни тысяч сообщений);

  • разные требования к приватности (где-то можно хранить историю целиком, где-то нужно анонимизировать авторов или чистить персональные данные);

  • разные модели эмбеддингов и LLM дают разные результаты (одни лучше подходят для коротких сообщений, другие для длинных диалогов).

Поэтому не следует воспринимать пример как последнее слово техники. Гораздо полезнее взять этот шаблон и попробовать самим.

Релевантные статьи

  1. Свой ChatGPT на документах: делаем RAG с нуля.

  2. Всё про Qdrant. Обзор векторной базы данных.

  3. Универсальный парсинг сайтов на Python: requests vs headless, токены, куки, прокси и ротация IP.

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

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