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[Перевод] Создаём собственную систему поиска фильмов на основе проекта Андрея Карпати

image

В апреле 2023 года Андрей Карпати, один из основателей OpenAI и бывший директор по ИИ в Tesla, поделился своим занятным проектом выходного дня – системой поиска и рекомендации кино.

Её пользовательский интерфейс откровенно прост и предлагает две основных функции: блок поиска, в котором можно искать кино по названию, и вывод списка из 40 похожих фильмов при клике по интересующему.

Несмотря на популярность этого проекта, Карпати, к сожалению, пока не поделился с публикой его исходным кодом.

И вот почему
jv1p3wswfhigg9efspcuu3egj4s.pngИсточник

Chaturvedi: «Может, откроете исходный код проекта?»

Andrej Karpathy: «Даже не знаю. Он такой страшный, что мне стыдно».


Так что запасайтесь попкорном и будем воссоздавать его сами на основе OpenAI и векторной базы данных!

imageСервис доступен на awesome-movies.life

Что потребуется


Этот проект построен на четырёх основных компонентах:

  • OpenAI-модель для генерации представлений (embeddings);
  • векторная база данных Weaviate для хранения представлений, заполняемая скриптом Python;
  • фронтенд: HTML, CSS, JS;
  • бэкенд: NodeJs.

Получается, что для реализации этого проекта вам потребуется:
  • Python для обработки данных и заполнения векторной БД;
  • Docker и Docker-Compose для локального выполнения БД;
  • Node.js и npm для локального выполнения приложения;
  • ключ OpenAI API для доступа к модели OpenAI.

Реализация системы поиска фильмов


В этом разделе мы проанализируем проект Карпати и постараемся воссоздать его со всеми присущими ему особенностями. Для построения простого механизма поиска кино потребуется проделать следующее:

  • подготовка: формирование датасета фильмов;
  • шаг 1: генерация и сохранение представлений;
  • шаг 2: поиск фильмов;
  • шаг 3: получение рекомендаций похожих фильмов;
  • шаг 4: запуск демо.

Весь код лежит в открытом виде на GitHub.

▍ Подготовка: формирование датасета фильмов


Проект Карпати индексирует 11 762 фильма, вышедших с начала 1970 года, включая описание сюжета и аннотацию из Википедии.

Чтобы получить нечто аналогичное, не прибегая к ручному скрейпингу Википедии, можно воспользоваться следующими датасетами с Kaggle:


Эти два датасета совмещаются по названию и году выпуска фильма, после чего отфильтровываются, оставляя картины, вышедшие после 1970. Все этапы предварительной обработки прописаны в файле add_data.py. Полученный датафрейм содержит примерно 35 000 фильмов, среди которых около 8500, помимо аннотации, также сопровождаются описанием сюжета.

0exlxgtcma6mewukzzn-lofdr_y.png
Предварительно обработанный датафрейм фильмов

▍ Шаг 1: Генерация и сохранение представлений


Ключевым элементом этого демо-проекта выступают представления объектов данных о фильмах, которые используются в основном для вывода рекомендаций на основе сходства. В проекте Карпати для аннотаций фильмов и их сюжетов генерируются векторные представления. Реализовать это можно с помощью двух инструментов:

  • Показатель «частота термина – обратная частота документа» (TF-IDF, Term Frequency-Inverse Document Frequency), который представляет простые биграммы и используется для определения частоты вхождений отдельных слов относительно общего набора слов документа.
  • Модель генерации представлений text-embedding-ada-002 от OpenAI, которая используется для определения семантического сходства.

Помимо этого, сходство вычисляется на основе аннотации и сюжета фильма из Википедии с использованием для ранжирования одного из двух способов:

  • метода k-ближайших соседей (kNN), использующий косинусное сходство;
  • метода опорных векторов.

Для хорошей и быстрой базовой настройки Карпати предлагает комбинацию модели text-embedding-ada-002 и kNN.

И последнее, но не менее важное – как осмысленно ответил сам автор проекта, векторные представления сохраняются в np.array:

43p_bdpjfjzsnikbu7gekpkvgue.png
Комментарий под оригинальным твитом

Hugh Anon: «А как вы сохраняли векторные представления?»

Andrej Karpathy: «В np.array. Сегодня люди зачастую спешат использовать нечто слишком навороченное».

В этом проекте мы также задействуем модель text-embedding-ada-002 от OpenAI, но будем сохранять генерируемые ей представления в векторной базе данных.

Если точнее, то в качестве опенсорсной векторной базы данных мы возьмём Weaviate. И хотя я мог бы поспорить, что векторные БД работают намного быстрее при сохранении представлений в np.array, потому что используют векторное индексирование, будем честны: при нашем масштабе, измеряемом в тысячах, разницы в скорости вы не заметите. Основной причиной для использования здесь векторной БД стало то, что Weaviate имеет богатую и готовую к использованию функциональность вроде автоматической векторизации с помощью моделей генерации представлений.

Первым делом, как показано в файле add_data.py, вам нужно настроить клиента Weaviate, который будет подключаться к локальному экземпляру БД Weaviate. Помимо этого, нужно определить здесь ключ OpenAI API, чтобы можно было использовать интегрированные модули OpenAI.

# pip weaviate-client
import weaviate
import os

openai_key = os.environ.get("OPENAI_API_KEY", "")

# Настройка клиента.
client = weaviate.Client(
    url = "http://localhost:8080",
    additional_headers={
         "X-OpenAI-Api-Key": openai_key,
    })

Далее мы определим коллекцию данных под названием Movies для сохранения объектов данных о фильмах. Это будет аналогично созданию таблицы в реляционной БД. На этом шаге определяем в качестве векторизатора модуль text2vec-openai, чтобы автоматически векторизовать данные при их импорте и запросе. А в настройках самого модуля прописываем использование модели представлений text-embedding-ada-002. Помимо этого, можете установить в качестве меры сходства косинусный коэффициент.

movie_class_schema = {
    "class": "Movies",
    "description": "A collection of movies since 1970.",
    "vectorizer": "text2vec-openai",
    "moduleConfig": {
        "text2vec-openai": {
            "vectorizeClassName": False,
            "model": "ada",
            "modelVersion": "002",
            "type": "text"
        },
    },
    "vectorIndexConfig": {"distance" : "cosine"},
}

Далее определяем свойства объектов данных фильмов и выбираем, для каких из них генерировать представления. В приведённом ниже фрагменте кода видно, что для свойств movie_id и title представления не генерируются, так как для модуля векторизации установлено "skip" : True. Дело в том, что нам нужно генерировать представления только для description и plot.

movie_class_schema["properties"] = [
        {
            "name": "movie_id",
            "dataType": ["number"],
            "description": "The id of the movie", 
            "moduleConfig": {
                "text2vec-openai": {  
                    "skip" : True,
                    "vectorizePropertyName" : False
                }
            }        
        },
        {
            "name": "title",
            "dataType": ["text"],
            "description": "The name of the movie", 
            "moduleConfig": {
                "text2vec-openai": {  
                    "skip" : True,
                    "vectorizePropertyName" : False
                }
            }   
        },
        # Сокращено...
        {
            "name": "description",
            "dataType": ["text"],
            "description": "overview of the movie", 
        },
        {
            "name": "Plot",
            "dataType": ["text"],
            "description": "Plot of the movie from Wikipedia", 
        },
    ]

# Создание класса
client.schema.create_class(movie_class_schema)

Наконец, определяем пакетную обработку для заполнения векторной базы данных:

# Настройка пакетной обработки для ускорения импорта
client.batch.configure(batch_size=10)

# Импорт данных
for i in range(len(df)):
    item = df.iloc[i]

    movie_object = {
        'movie_id':float(item['id']),
        'title': str(item['Name']).lower(),
        # Сокращено...
        'description':str(item['Description']),
        'plot': str(item['Plot']),
    }

    client.batch.add_data_object(movie_object, "Movies")

▍ Шаг 2: поиск фильмов


В проекте Карпати функция поиска работает по ключевым словам, сопоставляя запрос с названиями фильмов и выдавая максимально совпадающие результаты. Когда некоторые люди начали писать, что ожидали возможность семантического поиска фильмов, Карпати согласился, что это бы стало хорошим дополнением проекта:

hb4llffpfs-koqpmhfxoqhhdvgu.png
Комментарий под оригинальным твитом

Andrej Karpathy: «К сожалению, сейчас поиск работает только для конкретных фильмов. Потенциально есть возможность выполнять поиск по содержимому, потому что вы можете встраивать запрос и искать в соответствии с ним. Это бы стало хорошим дополнением. Я вкратце протестировал эту возможность в консоли, но в интерфейс не добавлял, так как она показалась мне слегка недоработанной».

В текущем же проекте файле queries.js реализуется три вида поиска:

  • поиск по ключевым словам (BM25);
  • семантический поиск;
  • гибридный поиск, представляющий комбинацию двух предыдущих.

Каждый из этих механизмов поиска будет возвращать num_movies = 20 фильмов со свойствами ['title', 'poster_link', 'genres', 'year', 'director', 'movie_id'].

Для включения поиска по ключевым словам используйте запрос .withBm25() по свойствам ['title', 'director', 'genres', 'actors', 'keywords', 'description', 'plot']. При этом свойству 'title' можно придать больший вес, указав 'title^3'.

async function get_keyword_results(text) {
    let data = await client.graphql
        .get()
        .withClassName('Movies')
        .withBm25({query: text,
            properties: ['title^3', 'director', 'genres', 'actors', 'keywords', 'description', 'plot'],
        })
        .withFields(['title', 'poster_link', 'genres', 'year', 'director', 'movie_id'])
        .withLimit(num_movies)
        .do()
        .then(info => {
            return info
        })
        .catch(err => {
            console.error(err)
        })
    return data;
}

Чтобы включить семантический поиск, используйте запрос .withNearText(). Он будет автоматически векторизовать содержимое поискового запроса и находить в векторном пространстве максимально подходящие фильмы.

async function get_semantic_results(text) {
    let data = await client.graphql
        .get()
        .withClassName('Movies')
        .withFields(['title', 'poster_link', 'genres', 'year', 'director', 'movie_id'])
        .withNearText({concepts: [text]})
        .withLimit(num_movies)
        .do()
        .then(info => {
            return info
        })
        .catch(err => {
            console.error(err)
        });
        return data;
}

Для включения гибридного поиска используйте запрос .withHybrid(). Параметр alpha : 0.5 означает, что поиск по ключевым словам и семантический поиск имеют равный вес.

async function get_hybrid_results(text) {
    let data = await client.graphql
        .get()
        .withClassName('Movies')
        .withFields(['title', 'poster_link', 'genres', 'year', 'director', 'movie_id'])
        .withHybrid({query: text, alpha: 0.5})
        .withLimit(num_movies)
        .do()
        .then(info => {
            return info
        })
        .catch(err => {
            console.error(err)
        });
    return data;
}

▍ Шаг 3: Получение рекомендаций похожих фильмов


Для получения рекомендаций похожих фильмов используйте поисковый запрос .withNearObject(), как показано в файле queries.js. Передавая id фильма, запрос возвращает из векторного пространства num_movies = 20 фильмов, наиболее соответствующих указанному.

async function get_recommended_movies(mov_id) {
    let data = await client.graphql
        .get()
        .withClassName('Movies')
        .withFields(['title', 'genres', 'year', 'poster_link', 'movie_id'])
        .withNearObject({id: mov_id})
        .withLimit(20)
        .do()
        .then(info => {
            return info;
        })
        .catch(err => {
            console.error(err)
        });
    return data;
}

▍ Шаг 4: запуск демо


Наконец, заворачиваем всё аккуратно в веб-приложение в культовой стилистике GeoCities из 2000-х (не стану утомлять вас деталями фронтенда) и вуаля! Всё готово!

Для локального запуска демо клонируйте репозиторий GitHub.

git clone [email protected]:weaviate-tutorials/awesome-moviate.git

Перейдите в каталог демо и настройте виртуальную среду.

python -m venv .venv             
source .venv/bin/activate

Установите в ней переменные среды для $OPENAI_API_KEY. Также для установки всех необходимых зависимостей выполните в этом каталоге следующую команду:

pip install -r requirements.txt

Теперь для локального запуска Weaviate через Docker установите OPENAI_API_KEY в файле docker-compose.yml и выполните:

docker compose up -d

Настроив экземпляр Weaviate, запустите файл add_data.py для заполнения векторной базы данных.

python add_data.py

Чтобы запустить приложение, установите все необходимые модули.

npm install

После этого для его локального запуска просто выполните следующую команду:

npm run start

Теперь можете начинать пользоваться вашим приложением по адресу http://localhost:3000/.

Обобщение


В этой статье мы воссоздали проект Андрея Карпати, реализовав систему рекомендаций фильмов. Ниже я прикрепил короткое видео этого проекта в действии:

imageСервис доступен на awesome-movies.life

В отличие от оригинала, в моей системе поиска для хранения представлений используется векторная база данных. Кроме того, я расширил её функциональность, включив семантический и гибридный варианты поиска.

Поэкспериментировав с этим механизмом, вы заметите, что он не идеален. Как отметил сам Карпати:

«Работает неплохо, но требует некоторой настройки».

Как я уже писал, исходный код доступен на GitHub, так что можете дополнить его своими идеями.

В качестве возможных доработок можно поиграться с векторизацией различных свойств, изменить развесовку между поиском по ключевым словам и семантическим поиском, а также заменить модель генерации представлений опенсорсной альтернативой.

Скидки, итоги розыгрышей и новости о спутнике RUVDS — в нашем Telegram-канале 🚀
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  • 09.10.25 11:05 marcushenderson624

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

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    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

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  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

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  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

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  • 12.10.25 21:36 blessing

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

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  • 14.10.25 01:15 tyleradams

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  • 14.10.25 08:46 robertalfred175

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

  • 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

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

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