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Личный ИИ-ассистент на ваших данных. Часть 1: Векторная база ChromaDB + DeepSeek | GPT

Друзья, приветствую! Сегодня я хотел бы рассмотреть интересующую многих тему, а именно связку большой языковой модели по типу DeepSeek или ChatGPT со своей базой знаний.

В рамках этой статьи я дам вам подробное объяснение принципов работы векторных баз данных и того, зачем их можно использовать в рамках связки своей базы знаний с готовыми «большими» нейросетями.

В качестве примера рассмотрим поиск по документации Amvera Cloud — облачной платформы со встроенным проксированием к OpenAI, Gemini, Claude, Grok, а также с возможностью обновления проектов через git push.

Мы сейчас активно разрабатываем ИИ-агента, который будет помогать пользователям с развертыванием проектов в облаке, устранением ошибок в коде и конфигурации, а также упростит работу с документацией. И как раз поиск по документации — отличный кейс для применения векторной базы данных, такой как Chroma.

Сразу разберем некий ограничивающий блок

Готовые нейросети, такие как DeepSeek, ChatGPT или Claude изначально заточены на то, что на вход они будут получать некие текстовые данные с определенным контекстом (промпт) и далее, на основании своих параметров и обучения они будут делать обработку вашего запроса, выполняя необходимую задачу.

То есть, учитывая что мы будем работать с готовыми языковыми моделями, от процесса подготовки промптов с определенным контекстом и отправки запросов к готовым нейросетям мы отойти не сможем.

Отсюда выходит логичная задача — каким образом нам подвязать к процессу общения с нейросетью нашу базу данных. Представим, что это тысячи страниц профессиональной литературы. Сомнительно то, что мы будем сотни мегабайт данных формировать в один гигантский промпт и при этом будем ожидать, что нейросеть согласится с ним работать. Как минимум, мы получим ошибку о том, что переданный контекст превышен.

Логично, что напрашивается решение формировать свой запрос, дополняя его только необходимым для этого конкретного запроса контекстом, но как это сделать? Простейший вариант — это организация некоего SEO-поисковика. Мы отправляем, например, «обучение нейросетей» и по нашим гигабайтам данных идет поиск, но и тут возникает логическая проблема. Даже если мы найдем информацию, допустим это 1000 вхождений такой фразы как «обучение нейросетей», каким образом нам выделять этот самый контекст? Как мы будем решать, что важно передавать нейросети для общения, а что передавать не нужно?

Конечно, можно сильно заморочиться с поисковиком этим, но, как вы понимаете, подход не то чтобы оптимальный, а это значит, что необходимо искать другое, более гибкое и удачное решение, о котором мы сегодня детально поговорим.

Векторные базы данных

Я знаю, что вы, с большой вероятностью, либо не слышали о существовании таких баз данных, либо знакомы с ними поверхностно. Поэтому далее я подробно и на пальцах разложу, что это за базы данных такие и, главное, мы разберемся, как они помогут нам в нашей задаче.

Если коротко и грубо, то векторная база данных — это представление данных: текстовых или байтовых в числовом представлении или, правильнее, в виде векторов.

Для примера, слово «привет» в векторном представлении будет иметь следующий вид [-0.012, 0.124, -0.056, 0.203, ..., 0.078] (убрал лишние цифры для наглядности).

В сегодняшнем контексте большого значения нет в том, каким математическим образом получаются эти цифры. Сейчас важно только общее понимание цифрового представления данных.

Практическая польза

На этом этапе вы можете закономерно сказать: «Это все весело и очень интересно, но какая в этом всем практическая польза и как вообще получать эти странные цифры»? Давайте разберемся.

Первое, что нужно понять — это то, что нейросети не умеют читать ваши тексты или смотреть на ваши фото в общечеловеческом представлении. Например, отправляя запрос ChatGPT, происходит следующее:

  1. Нейросеть принимает текст.

  2. Трансформирует этот текст в векторы или, более корректное название, в эмбеддинги.

  3. Использует эти эмбеддинги для генерации ответа на основе обученных параметров модели.

  4. Делает вычисления.

  5. Получает ответ в виде эмбеддинга.

  6. Трансформирует эмбеддинг в человеческий текст (Natural Language).

  7. Отправляет вам человеческий текст.

То есть, уже на данном этапе видно, что в общении с нейросетями появляется такая штука, как числовое представление входящей информации (представление в виде эмбеддингов), и теперь давайте разберемся, для чего это необходимо.

Эмбеддинги и зачем они нужны

Эмбеддинги — это «цифровые отпечатки смысла» текста. Давайте разберем это утверждение на реальном примере.

Представьте, что у вас есть огромная куча документов — книги, статьи, заметки. И вы хотите находить в них информацию не по точным словам, а по смыслу.

Как это реализовать:

  1. Нейросеть принимает все подготовленные вами слова и превращает их все в последовательности чисел (эмбеддинги).

Пример:

  • "Кот" → [0.2, -0.5, 0.7, ...]

  • "Кошечка" → [0.19, -0.48, 0.69, ...] (почти те же числа, ведь смысл близкий!).

  1. Векторная база данных, например Chroma, хранит эти числа и умеет:

  • Искать близкие по смыслу векторы (даже если слова разные).

  • Отвечать на запросы типа: «Найди что-то про усатых питомцев» → выдаст документы про котов, кошек, котят.

Простая аналогия:

  • Обычный поиск (как Ctrl+F): ищет точные совпадения слов.

    • Запрос «автомобиль» не найдет «машина».

  • Поиск по эмбеддингам: ищет похожие смыслы.

    • «Автомобиль», «машина», «транспорт» — будут рядом в числах, и база их свяжет.

Зачем это нужно?

  • Чат-боты (как ChatGPT) используют эмбеддинги для понимания запросов по смыслу, а не по точному соответствию.

  • Вы можете спросить документ своими словами, и система поймет, даже если там нет точных совпадений.

Итог: Эмбеддинги — это «переводчик» текста в числа, чтобы искать по смыслу, а не буквам. Векторные базы — их «хранилище», где поиск работает как магнит для похожих идей.

Существуют специальные нейросети, которые умеют трансформировать ваши текстовые данные в векторное (числовое) представление. Для таких задач не обязательно тянуть таких гигантов, как ChatGPT или DeepSeek, а достаточно будет брать именно специальные нейросети. Далее, в практической части, я буду проводить демонстрацию создания эмбеддингов и реализацию умного поиска на примере нейросети paraphrase-multilingual-MiniLM-L12-v2.

Данная нейросеть весит всего 500 МБ, и она запускается локально даже на средних компьютерах, так что идеально подойдет для наших задач.

Векторные базы данных (продолжение)

К этому моменту вы должны понять, что при работе с данными в числовом представлении действует следующая связка:

Текстовые данные при помощи специальной нейросети трансформируются в векторное (числовое) представление. Далее, для того чтобы начал работать умный поиск, нам нужно:

  1. Получить эмбеддинг вашего массива данных в векторном представлении.

  2. Написать текстовый запрос по типу «найди все, что носится на руке».

  3. Трансформировать запрос в векторное представление.

  4. Сравнить вектор запроса с векторами из большого эмбеддинга.

  5. Найденный результат трансформировать обратно в человеческую речь.

  6. Выдать результат.

Теперь возникает логический вопрос с хранением этих числовых данных. Понятно, мы можем взять текст, потом его превратить в векторы при помощи какой-то, пока непонятной, paraphrase-multilingual-MiniLM-L12-v2, но что там с хранением?

Хранится это может как в специализированной базе данных, по типу Chroma, с которой мы будем сегодня работать, так и в оперативной памяти.

Принцип хранения в оперативной памяти:

  1. Подготавливаем текстовые данные.

  2. Их трансформируем в эмбеддинги.

  3. Отправляем запрос уже на эмбеддинг.

  4. После завершения работы скрипта память очищается, и при новом заходе появляется повторная необходимость в генерации эмбеддинга.

Принцип хранения в специализированной базе данных:

  1. Подготавливаем текстовые данные.

  2. Трансформируем их в эмбеддинг.

  3. Эмбеддинг сохраняем в формате базы данных.

  4. При работе подключаемся к базе данных и используем готовый эмбеддинг.

Векторные базы данных бывают как локальные (Self-hosted решения), так и облачные.

Простейшая локальная база данных — это ChromaDB, с которой мы будем сегодня работать. Выбрал ее за простоту и за очень хорошую интеграцию с языком программирования Python.

Другие векторные локальные базы данных: Qdrant, Weaviate, Milvus и другие.

Вот несколько примеров облачных баз данных: Pinecone, RedisVL, Qdrant Cloud и другие.

Чем сегодня займемся?

Далее еще будет теория, но я уверен, что вы ждете практической части. Поэтому давайте разберемся, чем мы практически займемся, кроме поглощения теоретической информации.

Далее я покажу вам на практическом примере, как трансформировать текстовые данные в векторную базу данных ChromaDB. Мы сначала на простом примере создадим базу данных и поработаем с поиском по ней, а после уже будем работать с более сложным примером, на основе которого мы будем делать нашего умного ассистента в дальнейшем.

После того как мы полностью разберемся с тем, как работает генерация эмбеддингов и умный поиск внутри них — мы подключим к общему контексту большие нейросети DeepSeek и GPT, реализуя такую логику:

  1. Пользователь отправляет определенный запрос.

  2. Мы, используя умный поиск, достаем из нашей векторной базы данных дополнительный контент.

  3. Запрос пользователя вместе с нашей «умной выдачей» мы перенаправим в DeepSeek / GPT и получим ответ от нейросети уже на основе нашего личного контекста.

Будет интересно!

Простая векторная база данных

Теперь, для закрепления общего теоретического блока, описанного выше, подготовим простую базу данных ChromaDB на основе описания товаров выдуманного интернет-магазина (для простейшего примера это наглядный пример).

Представим, что у нас есть массив товаров такого вида:

SHOP_DATA = [
    {
        "text": 'Ноутбук Lenovo IdeaPad 5: 16 ГБ RAM, SSD 512 ГБ, экран 15.6", цена 55000 руб.',
        "metadata": {
            "id": "1",
            "type": "product",
            "category": "laptops",
            "price": 55000,
            "stock": 3,
        },
    },
    {
        "text": "Смартфон Xiaomi Redmi Note 12: 128 ГБ, камера 108 МП, цена 18000 руб.",
        "metadata": {
            "id": "2",
            "type": "product",
            "category": "phones",
            "price": 18000,
            "stock": 10,
        },
    },
    # ... и так далее
]

Как видите, информация представлена в виде списка словарей, каждый из которых содержит 2 основных ключа: text и metadata.

Документы и метаданные в векторных базах данных

Это важный момент, на котором стоит остановиться подробнее. Вы должны понимать, что в базе данных ChromaDB весь наш «умный» поиск будет работать "из коробки" только на значении ключа text (имя может быть любым).

В контексте векторных баз данных выделяются такие понятия как документы (в нашем случае это текст, описывающий конкретный товар) и метаданные.

Ограничения на длину документа

На этапе подготовки текстовых данных для загрузки в векторную базу крайне важно учитывать ограничения по длине текста, устанавливаемые моделью, которая будет преобразовывать его в векторное представление. Эти ограничения зависят от конкретной нейросети и обычно составляют от 256 до 512 токенов.

Таким образом, если вы, например, планируете добавить в базу полную книгу объёмом в 200 страниц, её необходимо предварительно разбить на более мелкие фрагменты — каждый длиной не более 256–512 токенов. Это обеспечит корректную обработку текста моделью и сохранение смысловой целостности в векторном пространстве.

Модель paraphrase-multilingual-MiniLM-L12-v2, с которой мы будем работать сегодня, имеет ограничение в 512 токенов на документ. Это примерно 250–350 слов или 1500–2200 символов. Однако, учитывая, что мы будем использовать наши данные совместно с мощными нейросетями Deepseek и ChatGPT, мы сделаем размер документов меньше, чтобы избежать перегруженности контекста.

Роль метаданных

Метаданные — это наши помощники, которые делают поиск более точным и локальным. Вот простой пример:

Представим, что ваш интернет-магазин занимается реализацией ноутбуков, смартфонов и прочей техники. Вы можете ограничить умный поиск по метаданным категории (category). Независимо от того, будете ли вы использовать метаданные для поиска явно, важно понимать, что найденные документы (результаты поиска) всегда будут содержать эти метатеги, что позволит вам выполнять дополнительную обработку.

Пример с книгами:

Представим, что вы решили загрузить в векторную базу данных всю серию книг про Гарри Поттера. Вы разбили весь текст на фрагменты по 512 токенов, а в качестве метатегов указали: название книги, номер страницы, номер главы и прочую информацию.

Далее вы отправляете запрос в стиле «Когда Гарри Поттер узнал о крестражах». Ваш умный поиск возвращает определенное количество результатов — документов с метатегами, которые позволяют вам понять, из какой это книги и на какой странице находится информация.

Другой пример работы с метатегами — это ограничение поиска конкретной книгой, серией книг или автором при формировании запроса.

При этом помните, что умный поиск никак не связан с метаданными, если вы явно не укажете логику их обработки в запросе.

Практическое применение метаданных

В контексте метаданных для наших товаров:

{
    "id": "1",
    "type": "product",
    "category": "laptops",
    "price": 55000,
    "stock": 3,
}

Мы передаем ID товара, тип, категорию, цену и остаток на складе. Например, на сайте можно было бы реализовать умный поиск по товарам и на странице результатов отображать для пользователя только те товары, которые имеют найденный ID.

Таким образом, векторная база данных — это отличный инструмент не только для интеграции с нейросетями, но и для решения практических задач, таких как умный поисковик на сайте или в вашем API.

Создание векторной базы данных на Python

Теперь напишем немного кода. Код будет простым, так как нам не нужно делить документы (описания товаров) на фрагменты или выполнять дополнительную логику по парсингу и обработке товаров.

Подготовка проекта

Первое, что делаем — это создаем новый проект Python с выделенным виртуальным окружением. В проект добавляем файл requirements.txt со следующим содержимым:

langchain-huggingface==0.1.2
torch==2.6.0
loguru==0.7.3
chromadb==0.6.3
sentence-transformers==3.4.1
langchain-chroma==0.2.2
pydantic-settings==2.8.1
langchain-text-splitters==0.3.7
langchain-deepseek==0.1.3
langchain-openai==0.3.11

Что за langchain?

Вы могли заметить, что слово langchain в зависимостях у меня встретилось целых 5 раз, что не случайно.

Langchain – это мощнейший инструмент Python, который позволяет «из коробки» интегрировать в свои проект огромное количество нейросетей и прочих полезных инструментов. Данный фреймворк заслуживает упоминания далеко не в одной статье, поэтому, настоятельно рекомендую ознакомиться с документацией по проекту (105к + звезд на GitHub должны намекать на то что проект стоит внимания).

641b77a750f259dc907fba5d3d11da5c.png

В сегодням же проекте мы будем использовать следующие инструменты данного фреймворка:

langchain-text-splitters==0.3.7

Инструмент для разбиения больших текстов на меньшие фрагменты (чанки). Содержит различные стратегии сегментации: по символам, предложениям, токенам, семантическим блокам. Необходим для обработки объемных документов, когда они превышают контекстное окно языковых моделей (256-512 токенов в нашем случае).

langchain-deepseek==0.1.3

Интеграция с моделями DeepSeek AI. Позволяет использовать мощные языковые модели DeepSeek для анализа и генерации текста (сегодня демонстрация будет выпонена на основе модели deepseek-chat).

langchain-openai==0.3.11

Адаптер для работы с API OpenAI. Предоставляет доступ к семейству языковых моделей GPT и их функциям. Включает поддержку чат-моделей, embedding-моделей и функций для работы с изображениями через DALL-E (рассмотрим пример с моделью gpt-3.5-turbo).

langchain-chroma==0.2.2

Коннектор к векторной базе данных ChromaDB. Позволяет хранить и эффективно извлекать векторные представления текстов для реализации функций семантического поиска и построения баз знаний с возможностью поиска по схожести.

langchain-huggingface==0.1.2

Интеграция с экосистемой Hugging Face открывает доступ к тысячам открытых моделей, разработанных сообществом. Среди них языковые модели, модели для эмбеддингов, классификации и других задач в области NLP. Этот инструмент особенно полезен, когда требуется запустить модели локально или использовать специализированные модели. В нашем случае мы сможем применять локальную нейросеть paraphrase-multilingual-MiniLM-L12-v2.

Другие пакеты

  • torch: Библиотека для машинного обучения, на которой работают многие языковые модели

  • loguru: Удобный логгер для отслеживания процесса работы нашего кода

  • chromadb: Собственно, сама векторная база данных, которую мы будем использовать

  • sentence-transformers: Библиотека для преобразования текста в векторы (эмбеддинги)

Установка зависимостей

Теперь выполним установку:

pip install -r requirements.txt

Установка может занять продолжительное время из-за общего веса устанавливаемых пакетов (в моем случае процесс установки занял ~20 минут).

Создание базы данных

Теперь создадим файл с именем create_chromadb.py (имя можете дать любое).

Выполним импорты:

import time
from langchain_huggingface import HuggingFaceEmbeddings
import torch
from loguru import logger
from langchain_chroma import Chroma

Определим основные переменные:

CHROMA_PATH = "./shop_chroma_db"
COLLECTION_NAME = "shop_data"

Коллекции в векторных базах данных можно сравнить с таблицами в классических базах данных. Если не указывать имя коллекции, ChromaDB подставит значение по умолчанию.

Теперь добавим массив товаров (чем больше - тем лучше):

SHOP_DATA = [
    {
        "text": 'Ноутбук Lenovo IdeaPad 5: 16 ГБ RAM, SSD 512 ГБ, экран 15.6", цена 55000 руб.',
        "metadata": {
            "id": "1",
            "type": "product",
            "category": "laptops",
            "price": 55000,
            "stock": 3,
        },
    },
    # Здесь добавьте остальные товары
]

И наконец, напишем функцию для создания базы данных:

def generate_chroma_db():
    try:
        start_time = time.time()
        
        logger.info("Загрузка модели эмбеддингов...")
        embeddings = HuggingFaceEmbeddings(
            model_name="sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
            model_kwargs={"device": "cuda" if torch.cuda.is_available() else "cpu"},
            encode_kwargs={"normalize_embeddings": True},
        )
        logger.info(f"Модель загружена за {time.time() - start_time:.2f} сек")
        
        logger.info("Создание Chroma DB...")
        chroma_db = Chroma.from_texts(
            texts=[item["text"] for item in SHOP_DATA],
            embedding=embeddings,
            ids=[str(item["metadata"]["id"]) for item in SHOP_DATA],
            metadatas=[item["metadata"] for item in SHOP_DATA],
            persist_directory=CHROMA_PATH,
            collection_name=COLLECTION_NAME,
        )
        logger.info(f"Chroma DB создана за {time.time() - start_time:.2f} сек")
        
        return chroma_db
    except Exception as e:
        logger.error(f"Ошибка: {e}")
        raise

В этом коде мы:

  1. Создаем модель для преобразования текста в векторы (эмбеддинги)

  2. Инициализируем базу данных Chroma с нашими товарами

  3. Передаем тексты, ID, метаданные и настройки пространства поиска

  4. Логируем успешное создание базы или ошибки

Важно отметить, что мы используем многоязычную модель paraphrase-multilingual-MiniLM-L12-v2, которая хорошо работает с русским языком. Это позволит нам корректно создавать векторные представления для наших товаров на русском языке. Сама модель при первом запуске будет загружена автоматически из репозитория Hugging Face. При повторных запусках, если модель уже на вашей машине, в загрузке необходимости не будет.

Особенность выбранной модели в том, что она сбалансирована по размеру и качеству - даёт хорошие результаты векторизации текста даже на CPU, но при наличии CUDA-совместимой видеокарты работает значительно быстрее. Плюс, благодаря параметру normalize_embeddings=True, все создаваемые эмбеддинги будут нормализованы, что улучшит точность поиска похожих товаров.

Выполняем код:

if __name__ == "__main__":
    generate_chroma_db()
При первом запуске вы увидите загрузку локальной модели.
При первом запуске вы увидите загрузку локальной модели.
Та же логика, но с использованием загруженное ранее модели.
Та же логика, но с использованием загруженное ранее модели.

Готово! Теперь у нас есть основа для создания векторной базы данных с описанием из документов. В корне проекта после запуска должна появиться папка с именем "shop_chroma_db", в которой будут лежать файлы базы данных. В дальнейшем мы сможем использовать эту базу для семантического поиска товаров по запросам пользователей — поиск будет находить не только точные совпадения, но и семантически близкие товары.

Пишем поисковик по базе данных

Теперь, когда база готова, мы можем описать простую поисковую систему в её рамках. Принцип тут будет сводиться к следующему:

  1. Подключаемся к существующей базе данных, получая эмбеддинги

  2. Принимаем от пользователя поисковой запрос

  3. Трансформируем поисковой запрос в векторное представление

  4. Сравниваем полученный вектор запроса с данными в базе данных

  5. Возвращаем пользователю то количество документов, которое он запросил

Что касается выдачи документов пользователю. Тут есть такая особенность: мы всегда указываем то количество документов, которые хотим получить. Допустим, это может быть 5 штук. Если вы не будете жёстко привязываться к метаданным через фильтры, то вы всегда будете получать в ответ от базы данных ровно то количество документов, которое указали.

То есть, даже если выдача вообще не будет соответствовать вашему запросу, вы всё равно ваши 5 документов в ответ получите. Это важно учитывать при разработке пользовательского интерфейса.

Сам ответ состоит из: документа, метаданных, которые к нему были привязаны, и из индекса ранжирования (чем ниже этот индекс – тем более похожий по смыслу документ вы получите). Сама выдача идёт по принципу: чем ниже индекс, тем выше позиция на выдаче.

Теперь вернёмся к коду.

Импорты:

from langchain_huggingface import HuggingFaceEmbeddings
import torch
from loguru import logger
from langchain_chroma import Chroma

Переменные:

CHROMA_PATH = "./shop_chroma_db"
COLLECTION_NAME = "shop_data"

Теперь опишем функцию для подключения к существующей базе данных:

def connect_to_chroma():
    """Подключение к существующей базе Chroma."""
    try:
        logger.info("Загрузка модели эмбеддингов...")
        embeddings = HuggingFaceEmbeddings(
            model_name="sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
            model_kwargs={"device": "cuda" if torch.cuda.is_available() else "cpu"},
            encode_kwargs={"normalize_embeddings": True},
        )

        chroma_db = Chroma(
            persist_directory=CHROMA_PATH,
            embedding_function=embeddings,
            collection_name=COLLECTION_NAME,
        )

        logger.success("Успешное подключение к базе Chroma")
        return chroma_db
    except Exception as e:
        logger.error(f"Ошибка подключения к Chroma: {e}")
        raise

Данная функция вернёт готовый к работе объект базы данных, в рамках которой и будет осуществляться векторный поиск.

Теперь опишем функцию, которая позволит вести поиск как по документу (страницам документации), так и по метаданным:

def search_products(query: str, metadata_filter: dict = None, k: int = 4):
    """
    Поиск страниц по запросу и метаданным.

    Args:
        query (str): Текстовый запрос для поиска
        metadata_filter (dict): Опциональный фильтр по метаданным
        k (int): Количество результатов для возврата

    Returns:
        list: Список найденных документов с их метаданными
    """
    try:
        chroma_db = connect_to_chroma()
        results = chroma_db.similarity_search_with_score(
            query, k=k, filter=metadata_filter
        )

        logger.info(f"Найдено {len(results)} результатов для запроса: {query}")
        formatted_results = []
        for doc, score in results:
            formatted_results.append(
                {
                    "text": doc.page_content,
                    "metadata": doc.metadata,
                    "similarity_score": score,
                }
            )
        return formatted_results
    except Exception as e:
        logger.error(f"Ошибка при поиске: {e}")
        raise

И теперь вызовем её:

for i in search_products(query="как развернуть приложение в Amvera, используя git push?"):
    print(i)

Параметр metadata_filter позволяет нам указать условия фильтрации по метаданным. Тут больше подойдет пример поиска по товарам интернет-магазина, чем наша документация. Например, если мы хотим найти только ноутбуки с ценой менее 60000 рублей, мы можем использовать фильтр такого вида:

filter_condition = {
    "category": "laptops",
    "price": {"$lt": 60000}
}

Тут хочу отметить, что этот пример учебный. В боевой системе обычно создаётся класс для управления сессией с базой данных, чтоб можно было подключиться один раз и удерживать соединение. В текущей реализации каждый вызов функции будет заново запускать соединение и загрузку модели эмбеддингов, что довольно ресурсоёмко. В следующей статье, если я увижу, что вам интересна данная тема, я покажу, как реализовать такой класс и как на основе векторной базы данных можно создать полноценное веб-приложение.

Кстати, исходный код сегодняшнего проекта, как и уже написанный класс для управления соединением с векторной базой данных, вы найдете в моем телеграмм канале «Лёгкий путь в Python». Там полный исходный код проекта лежит уже порядка недели.

Вызываем поиск и посмотрим на результаты.

Обратите внимание на значение similarity_score. Чем ниже это значение - тем ближе мы по смыслу к запросу.
Обратите внимание на значение similarity_score. Чем ниже это значение - тем ближе мы по смыслу к запросу.

Неплохо, правда? Несмотря на то, что в запросе мы явно не указывали конкретную модель пылесоса или его характеристики, векторный поиск сумел понять семантику запроса и вернуть наиболее подходящие результаты из нашей базы. Это демонстрирует мощь векторных баз данных в сочетании с современными языковыми моделями.

Приступаем к практике

Теперь, когда вы уже поняли общие принципы работы с векторными базами данных, мы можем приступить к созданию более сложной логики.

Речь пойдёт о сервисе Amvera Cloud, который я уже не раз упоминал в своих предыдущих статьях на Хабре. Вкратце, это платформа для простого деплоя (удалённого запуска) проектов, практически, на любом языке программирования.

Одно из приятных преимуществ Amvera Cloud — возможность быстро развернуть проект на самых разных технологиях, используя git push (или перетянув файлы в интерфейсе), а также получить к нему бесплатное доменное имя. Дополнительно, сервис предоставляет бесплатное встроенное проксирование к API OpenAI, Antropic, Cloude и Grok, что удобно для взаимодействия с LLM. Благодаря таким техническим возможностям, у сервиса весьма обширная и подробная документация — на все случаи жизни: от базовых руководств, вроде миграции с Heroku, до более специфических тем — например, запуска проектов на FastAPI или Django, или решения вопросов, связанных с биллингом.

Именно эта документация (а это порядка 70 различных документов) отлично подойдёт для практической демонстрации: мы сможем взять массив текстов, преобразовать его в векторную базу данных и показать, как эффективно интегрировать такую базу с нейросетевыми моделями для получения осмысленных и полезных ответов.

Вводные данные

В моих руках уже было порядка 70-ти документов в Markdown от Amvera в таком формате:

# Поддержка проб Kubernetes

## Как настраивать?

В форму нужно заполнять настройки в формате yaml, нативно формату, который используется 
самим k8s(см. [здесь](https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-startup-probes/)).
Конфигурационный файл, подставляется в ваш Deployment, который загружается с ним в кластер.
**Это означает, что если вы загрузили неработающую настройку, или в неправильном формате, ваш проект упадет на этапе сборки.** ...

Эти документы мне были предоставлены в виде проекта, содержащего как файлы md, так и прочие технические файлы. Но, скорее всего, в вашем случае такого подарка не будет.

Поэтому важно помнить, что для сбора информации под базу данных можно использовать любые удобные вам инструменты: парсинг сайтов, загрузку данных из собственных SQL-баз, чтение документов в форматах Excel, Word, PDF и так далее. Главное, чтобы в итоге информация была преобразована в формат, который поддерживается векторными базами данных и имеет чёткую структуру.

Первое, что я реализовал в формате задачи с подготовкой – это решил трансформировать все эти файлы с вложенной структурой в JSON формат такого вида:

{
    "text": "бэкапы бэкапы data eval rst admonition важно и так далее по тексту",
    "metadata": {
        "section_count": 2,
        "section_1": "Бэкапы",
        "section_2": "Бэкапы /data"
    }
}

То есть это полная текстовая информация в ключе text без знаков препинания, спец-символов и капса, и помещённая в метаданные техническая информация по типу количества секций, названий и прочее.

Тут важно понимать, что метаданные – это наши помощники, но вам ничего бы не помешало зарядить только тексты. Однако с метаданными мы получаем дополнительные возможности для фильтрации и анализа результатов поиска.

Опишем логику для создания папки с JSON-файлами:

Импорты

import json
import os
import re
import string
import sys
from typing import Any, Dict, List
from config import settings
from loguru import logger

Тут я использовал встроенные в Python библиотеки, за исключением loguru – для удобного логирования результатов. Само извлечение будет ориентировано на регулярные выражения.

Выведем константы:

HEADER_PATTERN = re.compile(r"^(#+)\s(.+)")
PUNCTUATION_PATTERN = re.compile(f"[{re.escape(string.punctuation)}]")
WHITESPACE_PATTERN = re.compile(r"\s+")

Опишем логику для нормализации текстов:

def normalize_text(text: str) -> str:
    """Нормализация текста: удаление знаков препинания и специальных символов."""
    if not isinstance(text, str):
        raise ValueError("Входной текст должен быть строкой")

    # Удаление знаков препинания
    text = PUNCTUATION_PATTERN.sub(" ", text)
    # Удаление переносов строк и лишних пробелов
    text = WHITESPACE_PATTERN.sub(" ", text)
    # Приведение к нижнему регистру
    return text.lower().strip()

Напишем логику для парсинга одного документа формата md:

def parse_markdown(md_path: str) -> Dict[str, Any]:
    """Парсинг markdown файла и создание структурированных данных."""
    if not os.path.exists(md_path):
        raise FileNotFoundError(f"Файл {md_path} не найден")

    try:
        with open(md_path, "r", encoding="utf-8") as file:
            content = file.read()
    except Exception as e:
        logger.error(f"Ошибка при чтении файла {md_path}: {e}")
        raise

    sections: List[str] = []
    section_titles: List[str] = []
    current_section: str | None = None
    current_content: List[str] = []

    for line in content.splitlines():
        section_match = HEADER_PATTERN.match(line)

        if section_match:
            if current_section:
                sections.append("\n".join(current_content).strip())
                section_titles.append(current_section)
                current_content = []
            current_section = section_match.group(2)
            current_content.append(current_section)
        else:
            current_content.append(line)

    if current_section:
        sections.append("\n".join(current_content).strip())
        section_titles.append(current_section)

    # Нормализация текста для векторной базы данных
    normalized_sections = [normalize_text(section) for section in sections]
    full_text = " ".join(normalized_sections)

    # Создаем структуру метаданных
    metadata = {
        "file_name": os.path.basename(md_path),
        "section_count": len(section_titles),
    }

    # Добавляем заголовки как отдельные поля
    for i, title in enumerate(section_titles):
        metadata[f"section_{i+1}"] = title

    return {"text": full_text, "metadata": metadata}

И опишем функцию для парсинга всех документов:

def process_all_markdown(input_folder: str, output_folder: str) -> None:
    """Обработка всех markdown файлов в директории."""
    if not os.path.exists(input_folder):
        raise FileNotFoundError(f"Входная директория {input_folder} не найдена")

    try:
        os.makedirs(output_folder, exist_ok=True)
    except Exception as e:
        logger.error(f"Ошибка при создании выходной директории: {e}")
        raise

    for root, _, files in os.walk(input_folder):
        for file_name in files:
            if file_name.endswith(".md"):
                try:
                    md_path = os.path.join(root, file_name)
                    output_path = os.path.join(
                        output_folder, file_name.replace(".md", ".json")
                    )
                    parsed_data = parse_markdown(md_path)

                    with open(output_path, "w", encoding="utf-8") as file:
                        json.dump(parsed_data, file, ensure_ascii=False, indent=4)
                    logger.info(f"Результат сохранен в {output_path}")
                except Exception as e:
                    logger.error(f"Ошибка при обработке файла {file_name}: {e}")

На вход функция принимает папку, в которой находятся все документы, и папку, в которую запишутся полученные JSON файлы.

Логика обнаружения md файлов работает таким образом, чтобы искать по всем вложенным папкам директории с документами. Это особенно полезно, если ваша документация имеет сложную структуру файлов и директорий.

Теперь вызываем:

if __name__ == "__main__":
    try:
        process_all_markdown(
            input_folder="путь к папке с документами",
            output_folder="путь к папке для сохранения JSON",
        )
    except Exception as e:
        logger.error(f"Критическая ошибка: {e}")
        sys.exit(1)

Запускаем.

Получил 63 документа (пример всех файлов есть в исходном коде проекта)
Получил 63 документа (пример всех файлов есть в исходном коде проекта)

Файлы готовы! Теперь нам остается прочитать все файлы и на их основе создать векторную базу данных.

Обратите внимание, что наш парсер выделяет из Markdown не только текст, но и структуру документа. В метаданных мы сохраняем название файла и заголовки всех разделов. Это позволяет нам потом не только искать по содержимому, но и точно указывать, из какого раздела документации был взят тот или иной фрагмент, что очень полезно для создания осмысленных ответов ассистента.

Создаем базу данных

Процесс создания базы данных под Amvera не сильно отличается от описанного ранее подхода, с той разницей, что данные мы будем брать из существующих JSON-файлов.

Перед продолжением для более структурированного кода давайте создадим файл .env в корне проекта и поместим в него следующие переменные:

DEEPSEEK_API_KEY=sk-1234
OPENAI_API_KEY=sk-proj-1234

Здесь должны находиться оба ключа API. Если ключей нет, можно файл не создавать.

Далее создаем файл config.py и заполним его следующим образом:

import os
from pydantic import SecretStr
from pydantic_settings import BaseSettings, SettingsConfigDict

class Config(BaseSettings):
    DEEPSEEK_API_KEY: SecretStr
    BASE_DIR: str = os.path.abspath(os.path.join(os.path.dirname(__file__)))
    DOCS_AMVERA_PATH: str = os.path.join(BASE_DIR, "amvera_data", "docs_amvera")
    PARSED_JSON_PATH: str = os.path.join(BASE_DIR, "amvera_data", "parsed_json")
    AMVERA_CHROMA_PATH: str = os.path.join(BASE_DIR, "amvera_data", "chroma_db")
    AMVERA_COLLECTION_NAME: str = "amvera_docs"
    MAX_CHUNK_SIZE: int = 512
    CHUNK_OVERLAP: int = 50
    LM_MODEL_NAME: str = "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
    DEEPSEEK_MODEL_NAME: str = "deepseek-chat"
    OPENAI_MODEL_NAME: str = "gpt-3.5-turbo"
    OPENAI_API_KEY: SecretStr
    model_config = SettingsConfigDict(env_file=f"{BASE_DIR}/.env")

settings = Config()  # type: ignore

В этом классе мы собираем все необходимые переменные для работы проекта. Как видите, здесь указаны пути к важным папкам (у вас структура может отличаться), названия коллекций, максимальный размер чанка, имена моделей нейросетей.

Обратите особое внимание на объявление API-ключей:

OPENAI_API_KEY: SecretStr
DEEPSEEK_API_KEY: SecretStr

Важно описывать их не как обычные строки, а именно через SecretStr. Это требование библиотеки LangChain для безопасной работы с конфиденциальными данными.

Теперь мы можем импортировать переменную settings в любом месте кода и через точку обращаться к необходимым нам настройкам.

Создание базы данных

Вернемся к созданию базы данных. Начнем с импортов:

import json
import os
import sys
from typing import Any, Dict, List, Optional
import torch
from langchain_chroma import Chroma
from langchain_huggingface import HuggingFaceEmbeddings
from langchain_text_splitters import RecursiveCharacterTextSplitter
from loguru import logger
from config import settings

Здесь среди прочего вы видите импорт RecursiveCharacterTextSplitter. Этот компонент позволит нам разделять большие документы на смысловые чанки (фрагменты текста, связанные между собой по смыслу).

Напишем функцию для загрузки всех существующих JSON-файлов в формат списка словарей:

def load_json_files(directory: str) -> List[Dict[str, Any]]:
    """Загрузка всех JSON файлов из указанной директории."""
    documents = []

    try:
        if not os.path.exists(directory):
            logger.error(f"Директория {directory} не существует")
            return documents

        for filename in os.listdir(directory):
            if filename.endswith(".json"):
                file_path = os.path.join(directory, filename)
                try:
                    with open(file_path, "r", encoding="utf-8") as file:
                        data = json.load(file)
                        documents.append(
                            {"text": data["text"], "metadata": data["metadata"]}
                        )
                        logger.info(f"Загружен файл: {filename}")
                except Exception as e:
                    logger.error(f"Ошибка при чтении файла {filename}: {e}")

        logger.success(f"Загружено {len(documents)} JSON файлов")
        return documents
    except Exception as e:
        logger.error(f"Ошибка при загрузке JSON файлов: {e}")
        return documents

После выполнения этой функции мы получим все данные из JSON-файлов в виде словарей, помещенных в оперативную память. Информацию из этих словарей можно будет использовать для создания векторной базы данных.

Теперь опишем логику для разбиения больших документов на смысловые фрагменты:

def split_text_into_chunks(text: str, metadata: Dict[str, Any]) -> List[Any]:
    """Разделение текста на чанки с сохранением метаданных."""
    text_splitter = RecursiveCharacterTextSplitter(
        chunk_size=settings.MAX_CHUNK_SIZE,
        chunk_overlap=settings.CHUNK_OVERLAP,
        length_function=len,
        is_separator_regex=False,
    )

    chunks = text_splitter.create_documents(texts=[text], metadatas=[metadata])
    return chunks

В результате работы этой функции мы по-прежнему имеем список из словарей, но теперь большие тексты разделены на смысловые фрагменты. При этом каждый из фрагментов содержит необходимые метаданные. Это важно для сохранения общего контекста даже при разбиении большого текста на множество частей.

Наконец, опишем логику для создания векторной базы данных:

def generate_chroma_db() -> Optional[Chroma]:
    """Инициализация ChromaDB с данными из JSON файлов."""
    try:
        # Создаем директорию для хранения базы данных, если она не существует
        os.makedirs(settings.AMVERA_CHROMA_PATH, exist_ok=True)

        # Загружаем JSON файлы
        documents = load_json_files(settings.PARSED_JSON_PATH)

        if not documents:
            logger.warning("Нет документов для добавления в базу данных")
            return None

        # Инициализируем модель эмбеддингов
        embeddings = HuggingFaceEmbeddings(
            model_name=settings.LM_MODEL_NAME,
            model_kwargs={"device": "cuda" if torch.cuda.is_available() else "cpu"},
            encode_kwargs={"normalize_embeddings": True},
        )

        # Подготавливаем данные для Chroma
        all_chunks = []
        for i, doc in enumerate(documents):
            chunks = split_text_into_chunks(doc["text"], doc["metadata"])
            all_chunks.extend(chunks)
            logger.info(
                f"Документ {i+1}/{len(documents)} разбит на {len(chunks)} чанков"
            )

        # Создаем векторное хранилище
        texts = [chunk.page_content for chunk in all_chunks]
        metadatas = [chunk.metadata for chunk in all_chunks]
        ids = [f"doc_{i}" for i in range(len(all_chunks))]

        chroma_db = Chroma.from_texts(
            texts=texts,
            embedding=embeddings,
            ids=ids,
            metadatas=metadatas,
            persist_directory=settings.AMVERA_CHROMA_PATH,
            collection_name=settings.AMVERA_COLLECTION_NAME,
            collection_metadata={
                "hnsw:space": "cosine",
            },
        )

        logger.success(
            f"База Chroma инициализирована, добавлено {len(all_chunks)} чанков из {len(documents)} документов"
        )
        return chroma_db
    except Exception as e:
        logger.error(f"Ошибка инициализации Chroma: {e}")
        raise

Логика создания базы данных не сильно отличается от примеров, которые мы рассматривали ранее. Главное отличие — разбиение больших текстов на смысловые фрагменты (чанки).

На моем достаточно скромном компьютере процесс создания базы данных занял менее 10 минут. На устройствах с GPU этот процесс займет лишь несколько минут благодаря параллельным вычислениям.

Оптимизация производительности

Стоит отметить, что при работе с большими объемами данных можно дополнительно оптимизировать процесс:

  1. Используйте батчинг при создании эмбеддингов (обработка документов группами)

  2. Настраивайте параметры MAX_CHUNK_SIZE и CHUNK_OVERLAP в зависимости от структуры ваших данных

  3. Выбирайте подходящую модель эмбеддингов, балансируя между качеством и скоростью

ChromaDB обладает хорошей производительностью для большинства задач RAG, но при очень больших объемах данных (миллионы документов) стоит рассмотреть другие решения, например FAISS или Pinecone.

Интеграция поисковика с нейросетями

Ранее мы рассмотрели, как описать поисковик без использования больших нейросетей. Чтобы закрепить этот материал, предлагаю вам самостоятельно создать такой поисковик на основе вашей базы данных.

Я же перейду к самой интересной части – объясню, как объединить выдачу из векторной базы данных с нейросетями, чтобы создать умного ИИ-агента. Для этого мы будем использовать данные из документации Amvera Cloud, которые у меня уже трансформированы в векторную базу данных.

Начальная настройка проекта

Начнем с создания файла с именем chat_with_ai.py.

Выполним необходимые импорты:

from typing import Any, Dict, List, Literal, Optional
import torch
from config import settings
from langchain_chroma import Chroma
from langchain_deepseek import ChatDeepSeek
from langchain_openai import ChatOpenAI
from langchain_huggingface import HuggingFaceEmbeddings
from loguru import logger

Здесь мы подключаем новые инструменты langchain_deepseek и langchain_openai, которые позволят нам легко интегрировать модели DeepSeek и ChatGPT (а также другие модели OpenAI) в наш проект.

Структура основного класса

Для более структурированного кода я решил оформить его в виде класса. Объявим наш класс и опишем логику инициализации:

class ChatWithAI:
    def __init__(self, provider: Literal["deepseek", "openai"] = "deepseek"):
        self.provider = provider
        self.embeddings = HuggingFaceEmbeddings(
            model_name=settings.LM_MODEL_NAME,
            model_kwargs={"device": "cuda" if torch.cuda.is_available() else "cpu"},
            encode_kwargs={"normalize_embeddings": True},
        )

        if provider == "deepseek":
            self.llm = ChatDeepSeek(
                api_key=settings.DEEPSEEK_API_KEY,
                model=settings.DEEPSEEK_MODEL_NAME,
                temperature=0.7,
            )
        elif provider == "openai":
            self.llm = ChatOpenAI(
                api_key=settings.OPENAI_API_KEY,
                model=settings.OPENAI_MODEL_NAME,
                temperature=0.7,
            )
        else:
            raise ValueError(f"Неподдерживаемый провайдер: {provider}")

        self.chroma_db = Chroma(
            persist_directory=settings.AMVERA_CHROMA_PATH,
            embedding_function=self.embeddings,
            collection_name=settings.AMVERA_COLLECTION_NAME,
        )

При создании объекта класса мы передаем параметр provider со значением "deepseek" или "openai" для указания той нейросети, с которой будем работать в проекте.

Обратите внимание на конструкцию:

ChatDeepSeek(
    api_key=settings.DEEPSEEK_API_KEY,
    model=settings.DEEPSEEK_MODEL_NAME,
    temperature=0.7,
)

Таким простым образом мы можем объявить нейросеть, с которой будем взаимодействовать. Здесь достаточно передать API-токен и название модели (это обязательные параметры). Также можно передавать дополнительные параметры для более тонкой настройки, например, temperature для контроля креативности ответов.

Получение релевантного контекста

Опишем метод для получения ответа из базы данных:

def get_relevant_context(self, query: str, k: int = 3) -> List[Dict[str, Any]]:
    """Получение релевантного контекста из базы данных."""
    try:
        results = self.chroma_db.similarity_search(query, k=k)
        return [
            {
                "text": doc.page_content,
                "metadata": doc.metadata,
            }
            for doc in results
        ]
    except Exception as e:
        logger.error(f"Ошибка при получении контекста: {e}")
        return []

На вход метод принимает запрос пользователя и количество документов, которые мы ожидаем получить (по умолчанию это 3 документа).

Для поиска я использовал метод similarity_search. Напомню, что суть этого метода в том, что поисковый запрос мы преобразуем в векторное представление и на основании этого вектора осуществляем поиск в нашей базе данных.

Форматирование контекста

Теперь опишем метод, который будет трансформировать полученный результат в удобный для нейросетей вид:

def format_context(self, context: List[Dict[str, Any]]) -> str:
    """Форматирование контекста для промпта."""
    formatted_context = []
    for item in context:
        metadata_str = "\n".join(f"{k}: {v}" for k, v in item["metadata"].items())
        formatted_context.append(
            f"Текст: {item['text']}\nМетаданные:\n{metadata_str}\n"
        )
    return "\n---\n".join(formatted_context)

Этот метод трансформирует связку документ + метаданные из всех полученных документов в одно структурированное сообщение, которое мы затем передадим нейросети.

Генерация ответа

Теперь опишем метод, который будет связывать наш контекст с запросом к нейросети:

def generate_response(self, query: str) -> Optional[str]:
    """Генерация ответа на основе запроса и контекста."""
    try:
        context = self.get_relevant_context(query)
        if not context:
            return "Извините, не удалось найти релевантный контекст для ответа."

        formatted_context = self.format_context(context)

        messages = [
            {
                "role": "system",
                "content": """Ты — внутренний менеджер компании Amvera Cloud (https://amvera.ru/). Отвечаешь по делу без лишних вступлений.

Правила:
1. Сразу переходи к сути, без фраз типа "На основе контекста"
2. Используй только факты. Если точных данных нет — отвечай общими фразами об Amvera Cloud, но не придумывай конкретику
3. Используй обычный текст без форматирования
4. Включай ссылки только если они есть в контексте
5. Говори от первого лица множественного числа: "Мы предоставляем", "У нас есть"
6. При упоминании файлов делай это естественно, например: "Я прикреплю инструкцию, где подробно описаны шаги"
7. На приветствия отвечай доброжелательно, на негатив — с легким юмором
8. Можешь при ответах использовать общую информацию из открытых источников по Amvera Cloud, но опирайся на контекст
9. Если пользователь спрашивает о ценах, планах или технических характеристиках — давай конкретные ответы из контекста
10. При технических вопросах предлагай практические решения

Персонализируй ответы, упоминая имя клиента если оно есть в контексте. Будь краток, информативен и полезен.""",
            },
            {
                "role": "user",
                "content": f"Вопрос: {query}\nКонтекст: {formatted_context}",
            },
        ]
        response = self.llm.invoke(messages)
        if hasattr(response, "content"):
            return str(response.content)
        return str(response).strip()
    except Exception as e:
        logger.error(f"Ошибка при генерации ответа: {e}")
        return "Произошла ошибка при генерации ответа."

Обратите внимание, что здесь используется текстовый промпт, который выступает в роли обертки над нашим контекстом. Сам промпт (запрос) может быть любым, и я привел лишь один из возможных примеров.

С содержимым промпта стоит экспериментировать в зависимости от конкретных требований вашего проекта. Инструкции могут быть более или менее директивными, могут ориентировать модель на разные стили ответов или разный формат подачи информации.

На вход метод принимает поисковый запрос пользователя. Этот запрос сначала обрабатывается векторной базой данных, и на его основе мы получаем структурированный текст релевантных документов. Затем этот текст объединяется с подготовленным нами промптом, и при помощи вызова self.llm.invoke(messages) мы получаем ответ от нейросети.

Далее мы трансформируем ответ и возвращаем его пользователю.

Запуск и тестирование

Теперь остается корректно инициализировать класс и вызвать его методы:

if __name__ == "__main__":
    chat = ChatWithAI(provider="deepseek")
    print("\n=== Чат с ИИ ===\n")

    while True:
        query = input("Вы: ")
        if query.lower() == "выход":
            print("\nДо свидания!")
            break

        print("\nИИ печатает...", end="\r")
        response = chat.generate_response(query)
        print(" " * 20, end="\r")  # Очищаем "ИИ печатает..."
        print(f"ИИ: {response}\n")

Обратите внимание, что здесь запущен цикл, который прервется только если пользователь напишет «выход». Это демонстрирует, как можно удерживать подключение с векторной базой данных Chroma без необходимости повторно подключаться к ней при каждом запросе.

Мы один раз подключаемся к базе, и отключимся от неё только когда завершится наш бесконечный цикл. Такой подход экономит время на инициализацию соединения при каждом запросе пользователя.

Заключение

На текущем этапе у нас получился лишь прототип поисковика по документации Amvera Cloud — пока это сложно назвать полноценным сервисом с ИИ помощником.

Если этот материал найдет у вас отклик в виде просмотров, лайков и комментариев, то уже в следующей статье я подробно расскажу, какие блоки текущего кода можно улучшить. На основе доработанного варианта мы соберем готовый веб-сервис, аналогичный сайту chat.openai.com, где реализуем полноценный и удобный чат с нашим ИИ-ассистентом.

Надеюсь, мне удалось донести до вас, как работают векторные базы данных, как собирать и структурировать под них информацию, а также как организовать генерацию и поиск по таким базам.

Из-за ограниченных ресурсов мне не удалось охватить тему глубоко и всесторонне. Поэтому настоятельно рекомендую изучить векторное представление данных более детально. Это важно хотя бы потому, что такие гиганты, как ChatGPT, Claude, DeepSeek и другие современные нейросети работают именно с векторным представлением информации.

Кроме того, советую обратить внимание на такой мощный инструмент, как LangChain. То, что мы разобрали в этой статье, — лишь малая часть его возможностей.

Напоминаю, что исходный код проекта, включая асинхронный класс для работы с векторной базой ChromaDB, а также прочий эксклюзивный контент, который я не публикую на Хабре, вы можете найти в моем бесплатном Telegram-канале «Легкий путь в Python».

На этом всё. До встречи в следующем материале!

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  • 13.11.25 19:01 peggy09

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 22:51 ashley11

    Recover All Lost Cryptocurrency From Scammers

  • 13.11.25 22:52 ashley11

    Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL

  • 13.11.25 23:36 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 03:42 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

  • 14.11.25 03:42 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

  • 14.11.25 08:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 14.11.25 10:39 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 14.11.25 12:12 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 15:07 caridad

    Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.

  • 14.11.25 18:33 justinekelly45

    FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation.  Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706   Email: iforcehk @ consultant. c om

  • 14.11.25 20:56 juliamarvin

    Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7

  • 15.11.25 12:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 14:39 wendytaylor015

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

  • 15.11.25 14:39 wendytaylor015

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

  • 15.11.25 15:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 wendytaylor015

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

  • 16.11.25 14:44 wendytaylor015

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

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 wendytaylor015

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

  • 17.11.25 11:27 wendytaylor015

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

  • 19.11.25 01:56 VERONICAFREDDIE809

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

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

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

  • 19.11.25 08:27 elizabethmadison

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

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 marcushenderson624

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

  • 21.11.25 10:56 marcushenderson624

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

  • 22.11.25 04:41 VERONICAFREDDIE809

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

  • 22.11.25 22:04 wendytaylor015

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

  • 22.11.25 22:04 wendytaylor015

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

  • 22.11.25 22:05 wendytaylor015

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

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 elizabethrush89

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

  • 23.11.25 18:01 mosbygerry

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

  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 16:34 Mundo

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

  • 25.11.25 05:15 michaeldavenport218

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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

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

  • 26.11.25 18:18 harristhomas7376

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

  • 26.11.25 18:20 harristhomas7376

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

  • 26.11.25 19:13 James Robert

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

  • 26.11.25 19:13 James Robert

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

  • 26.11.25 19:13 James Robert

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 20:04 deborah113

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

  • 27.11.25 23:48 elizabethrush89

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

  • 27.11.25 23:48 elizabethrush89

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

  • 28.11.25 00:08 VERONICAFREDDIE809

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:43 elizabethmadison

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

  • 28.11.25 11:43 elizabethmadison

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 30.11.25 20:37 robertalfred175

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 02.12.25 02:21 donald121

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

  • 02.12.25 15:05 Matt Kegan

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

  • 03.12.25 09:22 tyrelldavis1

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

  • 03.12.25 21:01 VERONICAFREDDIE809

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

  • 03.12.25 22:17 Tonerdomark

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

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 01:37 michaeldavenport238

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

  • 04.12.25 04:35 Tonerdomark

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  • 04.12.25 10:32 Tonerdomark

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  • 04.12.25 18:25 smithhazael

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  • 04.12.25 21:45 elizabethrush89

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  • 04.12.25 21:45 elizabethrush89

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  • 05.12.25 08:35 into11

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

  • 05.12.25 08:48 Tonerdomark

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  • 06.12.25 01:44 Tonerdomark

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  • 06.12.25 01:48 Tonerdomark

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  • 06.12.25 10:36 Thomas Muller

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  • 06.12.25 10:36 Thomas Muller

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  • 06.12.25 10:39 michaeldavenport238

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

  • 06.12.25 10:42 michaeldavenport238

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

  • 07.12.25 08:43 Tonerdomark

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

  • 08.12.25 02:17 liam

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  • 08.12.25 09:07 Tonerdomark

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  • 09.12.25 00:18 swanky

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

  • 09.12.25 01:01 Tonerdomark

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

  • 09.12.25 05:44 swanky

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

  • 09.12.25 10:24 lane3215

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

  • 09.12.25 10:25 lane3215

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

  • 09.12.25 14:16 Matt Kegan

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

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