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Как создать ИИ Телеграм-бот с векторной памятью на Qdrant

Идея создания этого пет-проекта возникла из желания написать собственного ИИ-агента. Я сформулировал для себя минимальные технические требования: агент должен иметь несколько состояний, уметь запускать тулзы и использовать RAG для поиска ответов на вопросы.

В итоге возникла идея написать персонального телеграм-ИИ-бота, который умеет запоминать нужную мне информацию, и когда мне надо — я могу его спросить, что он запомнил. Что-то вроде блокнота, только это будет ИИ-блокнот, который умеет отвечать на вопросы. В дополнение я решил добавить в него функцию, чтобы он мог запускать команды на сервере — причём команды, описанные человеческим языком, он будет переводить в команды для терминала.

Изначально я думал использовать LangChain. Очень хороший инструмент — позволяет подключать векторные базы данных, использовать различные LLM как для инференса, так и для эмбеддинга, а также описывать логику работы агента через граф состояний. Можно вызывать уже готовые тулзы. В целом, на первый взгляд всё выглядит удобно и просто, особенно когда смотришь типовые и несложные примеры.

Но, покопавшись немного глубже, мне показалось, что затраты на изучение этого фреймворка не оправдывают себя. Проще напрямую вызывать LLM, эмбеддинги и Qdrant через REST API. А логику работы агента описать в коде через enum, описывающий состояния, и делать match по этим состояниям.

К тому же LangChain изначально написан на Python. Я хотел бы писать на Rust, а использовать Rust-версию LangChain — сомнительное удовольствие, которое обычно упирается в самый неподходящий момент: что-то ещё не было переписано на Rust.

Для реализации магии RAG я решил использовать следующий алгоритм. Когда пользователь задаёт вопрос, из вопроса извлекаются ключевые слова при помощи LLM. Далее при помощи эмбеддинга вычисляется вектор по этим ключевым словам. Затем этот вектор передаётся в Qdrant, и ищутся ближайшие векторы от документов, которые уже есть в памяти. После этого из найденных документов формируется запрос к LLM, в который включаются найденные документы и вопрос пользователя. В итоге получаем ответ LLM, в котором учитываются данные, близкие по смыслу к вопросу. Соответственно, когда пользователь сообщает какую-то информацию боту, он её сохраняет в Qdrant, и для каждой информации указывается вектор, насчитанный через эмбеддинг. Другими словами, близкие по смыслу векторы имеют минимальное расстояние между собой. Так и работает поиск схожих по смыслу документов.

Проектирование

Сначала я придумал общую логику работы ИИ бота. Бот реагирует на команды пользователя:

  • Проверяет пароль перед началом работы.

  • Понимает, чего хочет пользователь (вопрос, утверждение, просьба забыть, команда в терминал и т.п.).

  • Работает с векторной базой Qdrant — умеет запоминать и забывать информацию.

  • Может по-человечески понять команду и выполнить её на сервере.

  • Всё это он делает, используя локальную LLM (через HTTP-запросы к API).

Потом я расписал подробно сценарий работы ИИ бота:

1. Пользователь отправляет сообщение в Телеграм

Пользователь пишет боту что угодно — вопрос, факт, просьбу, команду — всё, что угодно.

Бот получает сообщение с Telegram Bot API.

2. Проверка пароля

Сначала бот ждёт, когда пользователь введёт пароль. Он сравнивает введённый текст с переменной окружения BOT_PASSWORD.

  • Если пароль правильный, бот переходит в состояние Pending (готов к работе).

  • Если неправильный — снова просит ввести пароль.

3. Обработка сообщения

Когда бот в состоянии Pending, он анализирует сообщение. Чтобы понять, что именно отправил пользователь, вызывается LLM:

LLM получает текст и возвращает цифру:

  1. Вопрос

  2. Факт / утверждение

  3. Просьба забыть

  4. Команда для терминала

  5. Всё остальное

4. Варианты действий в зависимости от типа сообщения

Тип 1: Вопрос

Бот просит LLM выделить ключевые слова из запроса, чтобы понять, о чём речь.

С этими ключевыми словами бот ищет наиболее подходящие документы в векторной базе Qdrant.

Затем он объединяет найденную информацию с исходным вопросом и снова обращается к LLM, чтобы получить финальный ответ.

Ответ отправляется пользователю.

Тип 2: Утверждение (сохранить информацию)

Бот создаёт эмбеддинг из текста и добавляет его в Qdrant.

Пользователю прилетает подтверждение: "Информация сохранена"

Тип 3: Просьба забыть

Бот ищет, что именно нужно забыть, используя ключевые слова.

Он уточняет у пользователя, точно ли стоит забыть это.

  • Если да → удаляет документ из Qdrant.

  • Если нет → оставляет как есть.

Тип 4: Команда в терминал

Бот просит LLM сформулировать команду для Linux по описанию.

Спрашивает пользователя, точно ли запускать команду:

  • Если да → запускает команду через std::process::Command и отправляет результат.

  • Если нет → команда не выполняется.

Тип 5: Всё остальное

Если бот не понимает, что именно от него хотят, он просто вежливо и по-дружески отвечает с помощью LLM, как обычный чат-бот.

Написание кода

Начал писать код я для работы с LLM и embeddings. Вот список функций из ai.rs с кратким и понятным описанием:

llm(system: &str, user: &str) -> anyhow::Result

Что делает:
Отправляет запрос в чат-модель LLM (через OpenAI совместимый API).

Вход:

  • system — системное сообщение (например, инструкции для бота).

  • user — сообщение от пользователя.

Выход:

  • Возвращает ответ от модели в виде строки.

emb(input: &str) -> anyhow::Result>

Что делает:
Создаёт эмбеддинг для заданного текста с помощью модели эмбеддинга.

Вход:

  • input — текстовая строка, которую нужно закодировать.

Выход:

  • Вектор эмбеддинга Vec<f32>.

Далее я реализовал работу с Qdrant. Вот список функций из qdrant.rs:

add_document(id: i32, text: &str)

Добавляет документ в Qdrant.

  1. Генерирует эмбеддинг для text с помощью emb().

  2. Формирует Point и отправляет PUT запрос в Qdrant.Используется для запоминания информации ботом.

delete_document(id: i32)

Удаляет документ по ID из коллекции в Qdrant.
Отправляет POST запрос на points/delete.

create_collection()

Создаёт коллекцию в Qdrant.

  1. Читает размерность эмбеддингов из .env.

  2. Устанавливает метрику сравнения — Cosine.Полезно при первой инициализации бота.

delete_collection()

Удаляет всю коллекцию из Qdrant.
Полезно при смене модели эмбеддинга (другая размерность).

exists_collection() -> bool

Проверяет, существует ли коллекция в Qdrant.
Отправляет GET запрос — возвращает true, если есть.

last_document_id() -> i32

Находит максимальный ID среди всех документов.
Нужен, чтобы правильно инкрементировать ID при добавлении новых.

all_documents() -> Vec

Получает все документы из коллекции.
Постранично скроллит через scroll-запрос Qdrant.

search_one(query: &str) -> Document

Ищет один (наиболее релевантный) документ.
Используется при подтверждении удаления конкретной информации.

search_smart(query: &str) -> Vec

Умный поиск релевантных документов.

  1. Делает обычный search().

  2. Фильтрует результаты по distance > 0.6.

  3. Если ни один не подходит — берёт самый первый. Используется при генерации ответов.

search(query: &str, limit: usize) -> Vec

Базовый поиск документов по векторному сходству.

  1. Генерирует вектор запроса.

  2. Отправляет points/search запрос в Qdrant.

  3. Возвращает отсортированные документы с distance.

Потом используя кирпичики из ai.rs и qdrant.rs я написал логику работы бота в main.rs:

main

Главная асинхронная точка входа:

  1. Загружает .env переменные.

  2. Инициализирует коллекцию в Qdrant и печатает документы из памяти.

  3. Создаёт Telegram-бота.

  4. Запускает обработку сообщений (teloxide::repl), передавая управление Finite State Machine.

enum State

enum State {
    AwaitingPassword,
    Pending,
    ConfirmForget { info: String },
    ConfirmCommand { message: String, command: String },
}

Финитный автомат состояний пользователя:

  1. AwaitingPassword: ждет ввода пароля.

  2. Pending: основной режим — пользователь прошёл авторизацию.

  3. ConfirmForget: подтверждение удаления информации.

  4. ConfirmCommand: подтверждение выполнения команды.

State::process

Главная точка входа, которая вызывает обработчик для текущего состояния:

pub fn process(input: &str, state: &State) -> anyhow::Result<(Self, String)>

Вызывает соответствующую функцию (по сути match по состоянию).

process_password

Проверка пароля, введённого пользователем:

pub fn process_password(input: &str) -> anyhow::Result<(Self, String)>

  • Если пароль совпадает с BOT_PASSWORD из .env, переходит в Pending.

  • Иначе остаётся в AwaitingPassword.

exec_pending

Самая важная часть: определяет тип сообщения пользователя (вопрос, инфа, команда и т.п.):

pub fn exec_pending(message: &str) -> anyhow::Result<(Self, String)>

  • Передаёт фразу в LLM и получает ответ: "1", "2", ..., "5".

  • В зависимости от цифры вызывает нужную функцию:

    • 1 → exec_answer

    • 2 → exec_remember

    • 3 → new_forget

    • 4 → new_command

    • иначе → exec_chat

exec_answer

RAG-подход: вытаскивает релевантные документы и генерирует ответ:

pub fn exec_answer(message: &str) -> anyhow::Result<(Self, String)>

  • Извлекает ключевые слова из сообщения.

  • Ищет документы в Qdrant.

  • Кормит всё это LLM и получает ответ.

  • Возвращает Pending.

exec_remember

Просто добавляет новую информацию в Qdrant с автоинкрементом ID:

pub fn exec_remember(message: &str) -> anyhow::Result<(Self, String)>

exec_chat

Простой диалог с LLM без RAG:

pub fn exec_chat(message: &str) -> anyhow::Result<(Self, String)>

new_forget → exec_forget

Удаление информации из памяти:

  • new_forget: находит подходящий документ по ключевым словам и спрашивает подтверждение.

  • exec_forget: если пользователь подтвердил, удаляет документ.

new_command → exec_confirm_command

Выполнение команд:

  • new_command: превращает запрос пользователя в Linux-команду и спрашивает подтверждение.

  • exec_confirm_command: если "да", запускает команду и возвращает stdout/stderr.

is_condition

Универсальный способ понять: "пользователь согласен?" или "в этом сообщении есть команда?".

extract_tag, extract_number

Вспомогательные функции:

  • extract_tag: достаёт содержимое из тега <tag> в ответе LLM.

  • extract_number: находит первую цифру в ответе LLM.

init_qdrant и print_docs

  • init_qdrant: создаёт коллекцию, если её нет.

  • print_docs: печатает всю память при старте (удобно для отладки).

Docker & запуск

Для запуска используется docker-compose.yml. В нём два сервиса:

  • backend — сам бот.

  • qdrant — векторная база.

Dockerfile собирает Rust-проект и запускает бинарник внутри минимального debian:bullseye.

Инструкция для запуска:

# Скопируйте .env-example и в нем укажите свои переменные
cp .env-example .env

# Соберите и запустите контейнеры
docker compose up --build

Пример чата с ботом

Evgeny Igumnov:
Привет!

Igumnov's memory extention:
Неверный пароль. Попробуйте снова.

Evgeny Igumnov:
supersecret

Igumnov's memory extention:
Пароль принят. Вы можете продолжать работу с ботом.

Evgeny Igumnov:
День рождения у Кати 24 ноября.

Igumnov's memory extention:
Информация сохранена.

Evgeny Igumnov:
Какой у меня пароль от wifi?

Igumnov's memory extention:
Ваш пароль от Wi-Fi: 4040404040. 

Evgeny Igumnov:
Запусти команду отображающую список файлов в папке текущей

Igumnov's memory extention:
Запустить команду "ls" ?

Evgeny Igumnov:
да

Igumnov's memory extention:
Результат работы команды

all-files.sh
Cargo.lock
Cargo.toml
docker-compose.yml
Dockerfile
LICENSE
README.md
src

Evgeny Igumnov:
Когда у Кати день рождения?

Igumnov's memory extention:
У Кати день рождения 24 ноября.

Evgeny Igumnov:
Забудь когда у Кати день рождения

Igumnov's memory extention:
'День рождения у Кати 24 ноября.' Забыть информацию?

Evgeny Igumnov:
да

Igumnov's memory extention:
Информация забыта.

Что в итоге

Я получил код полноценного ИИ-агента:

  • Он умеет понимать и анализировать текст.

  • Имеет состояния и переключается между ними.

  • Работает как с памятью, так и с терминалом.

  • Всё написано на Rust: быстро, стабильно и предсказуемо.

Исходные коды ИИ телеграм бота тут: https://github.com/evgenyigumnov/ai-agent-telegram-bot

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  • 09.10.25 08:30 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 11:05 marcushenderson624

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

  • 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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