Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 9347 / Markets: 116116

Market Cap: $ 3 459 472 901 890 / 24h Vol: $ 197 743 294 103 / BTC Dominance: 59.904583173859%

Н Новости

Как написать своего нейросотрудника?

Конечно, прекрасно подключить API от OpenAI и разыграть своего руководителя новым консультантом… Но подобные чат-боты не могут ориентироваться в данных компании и предоставлять адекватные ответы. Можно хотя бы не рассчитывать на увольнение:)

В чем отличие модифицированного чат-бота, нейросотрудника от обычного окошка с GPT 4.0? — он может ориентироваться в нужной вам информации лучше: составлять подборки резюме для дальнейшего анализа живым HR-ом, общаться с клиентами скриптами, даже подбирать контент-план на основе данных о компании и помогать расписывать ТЗ для сотрудников.

В этой работе мы попробуем написать своего простого нейросотрудника, а точнее HR-менеджера. Начнем с теоретической части про векторные базы данных и обучение, закончим практикой, разобрав конкретный пример.

Если не хочется читать теорию – переходите в конец статьи.

Такие нейросотрудники полезны, когда уровень энтропии и сложности "менеджмента" растет. На этом выезжают некоторые стартапы, предоставляя, например, систему обратной связи или рекомендаций товаров на возвратах. Вернули шелковое платье? – давайте мы учтем "недочеты" и подберем уже подходящий товар. Идей с чат-ботами достаточно. Подобрать задачу для подобного ИИ-консультанта всегда можно.

Возникают проблемы с ответственностью. А если наш обученный на скриптах нейросотрудник не сможет решить проблему пользователя, адекватно передать запрос в техподдержку? Клиент уйдет и оставит негативный отзыв? – двоякая ситуация, ведь даже человек-менеджер ошибается.

С другой стороны, у чат-ботов много нивелирующих плюсов. Например, некоторым покупателям не хочется ждать ответа живого сотрудника и, с другой стороны, общаться с бездушной машиной. У клиентов есть запрос на живого, быстрого и эффективного сотрудника.

А если у нас нет денег на такого клерка, почему бы не имитировать через LLM?

27% пользователей не были уверены, с кем они в последний раз обращались в службу поддержки клиентов: с человеком или с чат-ботом. Между тем, 62% полагают, что ИИ может ускорить реакцию, одновременно удовлетворяя их конкретные предпочтения.

В декабре некий Иван Жуков насчитал + 2.4 млн прибыли с интеграции нейросетей, опубликовавший статью на VC.

Многие компании говорят об экономии 2.2 млн рублей. Безусловно, для проектов с солидной выручкой — это не самые большие деньги. Но прибыль скрывается в мелочах. Все зависит, безусловно, от качества модели и ее возможностях. Тут следует исходить из бюджета.

Но для рядового ML-кодера знать, как написать рабочего нейросотрудника – неплохая практика или, как минимум, теория. Предоставляем подробный гайд.

Как собрать своего нейросотрудника из трех компонентов?

Для обучения нейросотрудника не подойдут рядовые базы данных, ведь наша задача – сориентировать LLM в килотоннах корпоративных документов, где черный бухгалтер и недобросовестный логист переписали фейковые бумаги.

Компании любят хранить данные далеко не в самом структурированном виде.

Ваш HR руководитель в планерке расписал одни задачи, а директор послал совершенно противоположные требования по найму сотрудника — это все в одних директориях, идентичном контексте.

Пересекающаяся, самопротиворечивая информация — бич для подготовки данных, не говоря уже об их вынужденной мультимодальности. Ключевая задача для получения адекватного нейросотрудника — подготовка данных, в которых бы могла ориентироваться языковая модель.

Векторная форма с индексами и указателями, настоящим механизмом внимания, но в вашем избранном контексте – вот, что нужно для разработки адекватного нейросотрудника. Тут есть несколько вариантов развития событий:

RAG работает просто: мы пришиваем структурированные под базу данных документы компании, вытаскиваем оттуда данные, релевантные нашему запросу и соединяем с LLM как генератором ответов.

Как создать простого чат-бота с Gradio и GPT, мы писали в нашем маленьком материале. Почитать его можно – тут.

Обучение на собственных данных со своей языковой моделью или по методу RAG (Retrieval-Augmented Generation), где берется качественная LLM, которая дообучается на базе данных документов, например, представленных в векторной форме.

Первый вариант — самый дорогостоящий и долгий, хотя эффективен. И он уж точно не поместится в даже крупный гайд на Хабре.

Мы же будем ориентироваться на работу с RAG, метод и для новичков подходит, и для среднего-малого бизнеса, у которого нет тысяч долларов на разработку своего чат-ПО.

RAG (Retrieve and Generate) – гибридная модель, объединяющую методы информационного поиска и генерации текста – состоит из нескольких простых компонентов: retriever, generator, интерфейс.

Если с последним мы разберемся чуть позже, пытаясь показать нашего сотрудника в веб-варианте – лучше немного рассказать про ретривер и генератор.

Retriever — это модуль извлечения информации. В его основе часто лежат модели: BM25, BERT, которые используются для нахождения релевантных документов в большом массиве данных.

Модуль извлечения информации выполняет функцию поиска: он принимает входной запрос, обрабатывает его и возвращает список документов или текстовых фрагментов, которые могут содержать ответы на запрос.

На этом этапе используются методы векторизации текстов и вычисления сходства между запросом и документами в векторном пространстве. Задача ретривера – собрать контекст для нашего чат-бота.

Второй компонент — модуль генерации текста (generator). Чаще всего здесь применяются автокодировщики или трансформеры, тот же GPT 4.0 и другие модели.

Этот модуль принимает на вход данные, полученные от модуля извлечения информации, и на основе этих данных генерирует связный и осмысленный ответ.

Модуль генерации может работать через механизмы внимания (attention mechanisms), которые позволяют модели фокусироваться на наиболее релевантных частях входного текста при генерации ответа. А лучше его пока что ничего не придумал…

Но и тут есть свои проблемы. Так как Generator использует подготовленный вами контекст — качество формулируемых ответов будет зависеть от подготовки данных.

Между этими двумя модулями есть свой интерфейс взаимодействия, который обеспечивает передачу данных от модуля извлечения к модулю генерации.

В программировании это можно представить как процесс передачи данных через API или промежуточное хранилище, где результаты поиска временно сохраняются перед тем, как быть обработанными для генерации ответа.

Вся структура RAG также включает механизмы предобучения и дообучения моделей. На этапе предобучения обе модели (и retriever, и generator) обучаются на больших векторизированных наборах данных для создания первоначальных представлений.

Затем на этапе дообучения они адаптируются под конкретные задачи или домены, что позволяет улучшить их точность и релевантность.

Как работают векторные базы данных?

Напоминаем, что для адекватной работы нейронки нужно структурирование данных, которое возможно только через векторизацию.

Работа векторных баз данных начинается с этапа индексирования, в ходе которого все векторные представления данных организуются в структуру, обеспечивающую эффективный доступ к ним.

Индекс – своего рода идентификационный номер, на который можно сослаться.

Токенизация разбивает текст на отдельные слова или фразы (токены), нормализация приводит слова к единой форме (например, все буквы становятся строчными), а лемматизация сокращает слова до их базовой формы (леммы).

Таким образом мы унифицируем текст и уменьшаем его размер.

После токенизации и нормализации мы приходим к построению индексной структуры. В классических текстовых системах индексация часто реализуется через построение инвертированного индекса.

Инвертированный индекс – способ индексации и структурирования данных, где каждому токену (слову) сопоставляется список документов, содержащих этот токен. Такая структура позволяет быстро находить все документы, где встречается данное слово, что значительно ускоряет процесс поиска по ключевым словам.

Популярных методов индексирования много: KD-деревья (k-dimensional trees) или деревья покрытий (cover trees) и другие “растения”, уводящие к нужным нам токенам.

KD-деревья помогают организовать и искать данные в многомерных пространствах.

Представьте себе набор точек на плоскости. KD-дерево разбивает эту плоскость на части, сначала по одной координате (например, по оси X), а потом по другой (например, по оси Y), и так далее, чередуя координаты на каждом уровне.

Это похоже на то, как вы могли бы разделить лист бумаги сначала вертикальной линией, затем горизонтальной линией, и так далее.

Каждая точка оказывается в маленькой области. Когда вам нужно найти ближайшую точку к заданной, KD-дерево позволяет быстро сузить поиск до этих маленьких областей, существенно ускоряя процесс по сравнению с простым перебором всех точек.

Другой метод – локально чувствительные хэширования (LSH), которые позволяют группировать векторы по близости в пространстве на основе хэш-функций, специально разработанных для сохранения пространственной близости.

Когда пользователь запрашивает данные, запрос также преобразуется в векторное представление.

Затем база данных ищет векторы, которые наиболее близки к вектору запроса.

Метрика, используемая для определения близости, часто базируется на расстоянии векторов в пространстве, таким как косинусное расстояние, евклидово расстояние или манхэттенское расстояние. Выбор метрики зависит от конкретных характеристик данных и задачи.

Для ускорения поиска используются различные оптимизационные техники. Одна из таких техник — это использование приближенных методов поиска ближайших соседей (Approximate Nearest Neighbor, ANN).

Эти методы позволяют значительно сократить время поиска, жертвуя при этом точностью, что в большинстве случаев – приемлемый компромисс.

HNSW (Hierarchical Navigable Small World) – эффективный ANN-методов, который строят графы для быстрого нахождения ближайших соседей.

Во время выполнения запроса, вектор запроса сравнивается с индексированными векторами, и результаты сортируются по степени их близости к запросу.

Этот процесс может включать этапы фильтрации и ранжирования, чтобы исключить нерелевантные результаты и улучшить точность выдачи.

Результаты поиска могут быть представлены в виде ранжированного списка, где наиболее схожие векторы располагаются первыми.

Все это нам нужно для адекватного поиска ответов по смыслу.

Если упростить процесс работы ретривера с векторной базой данных, то всё выглядит примерно так:

Retriever берет запрос пользователя и ищет наиболее релевантные документы или фрагменты текста в большой коллекции данных.

Для этого каждый документ в базе данных предварительно преобразуется в векторное представление с помощью моделей трансформеров, таких, как BERT или RoBERTa, которые способны улавливать глубокие смысловые и контекстуальные связи в тексте.

BERT в контексте ретривера работает следующим образом: он преобразует запрос и текст из документов в высокоразмерные векторные представления, которые улавливают их семантическое содержание.

В отличие от традиционных моделей, которые обрабатывают текст последовательно, BERT рассматривает весь текст целиком, как слева направо, так и справа налево.

Когда поступает запрос, он также преобразуется в векторное представление.

Затем используется метод поиска ближайших соседей для сравнения вектора запроса с векторами документов.

Это сравнение позволяет определить, какие документы наиболее близки к запросу по смыслу. Процесс аналогичен поиску в многомерном пространстве, где каждая точка представляет собой векторное представление документа или запроса.

Допустим поиск выполняется через метод ближайших соседей: KD-деревья или HNSW (Hierarchical Navigable Small World).

После нахождения ближайших векторов, соответствующие им документы или фрагменты текста извлекаются из базы данных.

Эти извлеченные данные затем передаются генеративной модели (generator).

Генеративная модель, любимая GPT 4.o, использует полученную информацию для формирования ответа, который учитывает контекст запроса и извлеченных документов.

Какие бывают векторные базы данных?

Безусловно, можно написать свою… Но в интернете уже достаточно решений для энтузиастов мира ИИ. Специализированные векторные базы данных с открытым исходным кодом: Chroma, Vespa, LanceDB, Milvus…

Эти базы данных разработаны исключительно для работы с векторами – у них высокая производительность и масштабируемость для поиска ближайших соседей, кластеризации и других операций, связанных с обработкой векторов.

Часто используются в приложениях, где требуется быстрый и точный поиск по большим наборам данных: рекомендательные системы, обработка естественного языка и компьютерное зрение.

К числу коммерческих специализированных векторных баз данных относятся, например, Pinecone и Weaviate. Тут подключается и управление инфраструктурой, и обеспечение высокой доступности, и масштабируемость под большим объемом данных. Но мы бедные, поэтому коммерческие предложения не для нас…

С другой стороны, базы данных, поддерживающие векторный поиск: OpenSearch и PostgreSQL, так и коммерческие решения, например, Elasticsearch и Redis.

Эти базы данных изначально не были предназначены исключительно для работы с векторами, но они интегрировали функционал для поиска по векторным пространствам – тоже подходят. Хотя мы бы рекомендовали Vespa или Chroma.

Этап ранжирования ответов на запросы пользователя

Вы же не хотите, чтобы на экране клиента показался нерелевантный ответ… Есть несколько схем ранжирования. Самая простая – попросить отранжировать LLM. Но есть и другие методы.

Например, Cross Encoder берет каждый из документов и сопоставляет их с исходным запросом. Он оценивает не только наличие ключевых слов, но и их контекст, что позволяет учесть сложные взаимоотношения между словами и фразами.

Например, если запрос пользователя связан с последними достижениями в области пиротехники, Cross Encoder способен оценить, насколько каждый документ подробно и релевантно освещает именно эту тему.

После того как каждый документ получает свою оценку релевантности, система ранжирует все документы по этим оценкам. Высоко оцененные документы поднимаются вверх списка, а менее релевантные опускаются вниз.

Из этого отсортированного списка выбираются топ 10 документов, которые наиболее точно и полно отвечают на запрос пользователя. Таким образом, Cross Encoder выполняет роль фильтра, улучшая начальный набор результатов, полученных из векторной базы данных.

К слову, если запросы от вашего клиента слишком сложные и он вообще… пишет какую-то чушь – можно воспользоваться методикой RAG Fusion и вытащить из языковой модели разные ответы и через тот же Cross Encoder сверить релевантность ответов на запросы, подбирая лучший.

Другой вариант, чуть сложнее – использование Reciprocal Rank Fusion (RRF). Другой метод, который используется для комбинирования нескольких списков ранжирования, чтобы создать более точный итоговый список.

Этот метод полезен, когда имеются несколько источников данных или различных алгоритмов ранжирования, результаты которых нужно объединить.

Принцип работы RRF заключается в назначении веса каждому результату на основе его позиции в исходных списках.

У вас есть несколько ранжированных списков, полученных разными методами или из разных баз данных. В каждом списке документ на первой позиции получает максимальный вес, например, 1, на второй позиции – 1/2, на третьей – 1/3, и так далее.

Вес каждого документа обратно пропорционален его позиции в списке. Для каждого документа суммируются его веса из всех списков, в которых он присутствует. Итоговый список ранжируется по суммарным весам документов.

Этот подход позволяет учитывать множественные оценки и сглаживать ошибки или недостатки отдельных методов ранжирования.

Например, если один алгоритм пропустил важный документ, но другой алгоритм поставил его на высокую позицию, итоговый список, сформированный с помощью RRF, все равно сможет выделить этот документ благодаря суммарному весу.

Предварительно прописываем необходимые промты нашей модели и готовим веб-интерфейс.

Интерфейс… мы про него совсем забыли. На питоне написать “коннект” между языковой моделью достаточно сложно, поэтому стоит воспользоваться фреймворком LangChain.

В фреймворке можно добавить индексы и использовать их в цепочках, прописывать промты, привязывать модели с HuggingFace или GPT через API OpenAI.

При помощи цепочек создавать мультинейронку с взаимодействием нескольких моделей. Через агентов можно получать доступ к внешним источникам информации.

Утилита также позволяет собрать долгосрочную и краткосрочную памяти для нейросотрудника. Мы ограничимся индексами (Indexes), моделями (Models) и промтами (Promts) – этих модулей достаточно, чтобы написать простого нейросотрудника.

Демонстрационный вариант веб-интерфейса можно разработать через JS, но мы вновь воспользуемся Gradio… Благо последний поддерживает блоки и внешний вид можно гибко менять.

Тут можно опираться на разные варианты, но чтобы не возиться с JavaScript лучше пойти по пути простого решения: Gradio (неплохая библиотека для демонстрационных веб-интерфейсов) + интеграция LLM через LangChain.

Пишем своего собственного нейросотрудника

Использовать мы будем готовую векторную базу данных – Chroma, у которой есть лицензия MIT – она открыта для коммерческого использования. Далее внутрь кода мы будем зашивать комментарии и добавим отдельно пояснения по пунктам, что происходит в коде. Поразбираться все же придется.

Устанавливаем все утилиты через !pip: от openai для форматирования запросов до langchain для интеграции и gradio – для создания веб-интерфейса.

!pip install openai gradio tiktoken langchain langchain-openai langchain-community chromadb

Теперь нам нужно разобраться с классом нашего нейросотрудника.

Просто вписываем models в список. Туда зашиваем необходимые doc., а также выписываем некоторые команды. Посмотреть можете ниже, даже документы по предоставленным ссылкам.

models = [
              {
                "doc": "https://docs.google.com/document/d/1f7Gfv2PZYACD1PGzlonfBZsWI9Pf9ZOFI_xYp3DRxw0/edit",
                "prompt": '''Ты менеджер поддержки hr отдела, к тебе могут обращаться hr менеджеры и рекрутеры за подсказками и ответами на их вопросы в чате компании.
                        Постарайся дать развернутый ответ, твоя задача ответить так, чтобы у менеджера не осталось больше вопросов к тебе.
                        Отвечай по существу, без лишних эмоций и слов, от тебя нужна только точная информация.
                        Отвечай максимально точно по документу, не придумывай ничего от себя.
                        Документ с информацией для ответа клиенту: ''',
                "name": "Нейро-менеджер поддержки HR-отдела",
                "query": "Для чего нужны шаблоны вакансий?"
              },
              {
                "doc": "https://docs.google.com/document/d/1joE-rKrEmDgQojonmkyTYRihQ6eaoKraqgK_Pav5uLA/edit",
                "prompt": '''Ты сотрудник по подбору персонала. Перед тобой документ, в котором описана инструкция по подбору и оценке на должность руководителя отдела продаж.
                        Твоя задача придумывать вопросы к собеседованию на данную позицию.
                        Документ: ''',
                "name": "Нейро-рекрутер",
                "query": "Придумай 5 вопросов для собеседования"
              },
              {
                "doc": "https://docs.google.com/document/d/1SVi7dVwgJKf7tOljTWlVG-XebYXEv3B0Xjq8ERqjlbA/edit",
                "prompt": '''Перед тобой диалог преподавателя музыкальной школы с родителем ученика.
                        Тебе надо проверить несколько критериев и заполнить отчёт для занесения в календарь уроков.

                        Что надо проверить
                        1. Говорил ли родитель о потребности в обучении
                        2. На каком интрументе умеет играть ребенок
                        3. На какой инструмент записался
                        4. Когда первый пробный урок

                        Не пиши общее сообщение, только заполни отчёт по форме:
                        1. Говорил ли родитель о потребности в обучении - было или нет
                        2. На каком интрументе умеет играть ребенок - название инструмента
                        3. На какой инструмент записался ребенок - название инструмента
                        4. Когда первый пробный урок - на какое время договорились

                        Заполни отчёт и пришли в качестве ответа, коротко и ёмко ''',
                "name": "Нейро-менеджер (Отчет по диалогу)",
                "query": "Пришли отчет"
               },
              {
                "doc": "https://docs.google.com/document/d/1IqGa92RlFiCJvBH7TBKhPpODpru2-RDro8qiVEzoAuA/edit",
                "prompt": '''Ты менеджер контроля качества, твоя задача анализировать диалоги менеджеров по продажам с клиентами и готовить отчеты.
                        Компания продает курсы по машинному обучению.
                        Перед тобой текст диалога сделанный с помощью распознавания речи из записи zoom презентации.
                        Из-за машинного распознавания речи, в тексте могут быть ошибки распознавания, учитывая это.
                        Твоя задача делать отчеты по данному диалогу по запросам пользователя.
                        Составляй вопросы максимально точно по диалогу, не придумывай ничего от себя.
                        Текст диалога: ''',
                "name": "Нейро-менеджер контроля качества (Оценка качества по диалогу)",
                "query": "Напиши отчет, какие были потребности названы клиентом"
              }

            ]

Далее мы готовим рабочую среду для обработки текстовых данных с использованием фреймворка LangChain.

Сначала импортируются необходимые модули для работы с документами, получения эмбеддингов через модели OpenAI и управления векторными базами данных.

Затем подключаются инструменты для разбиения текста на части и отправки HTTP-запросов.

Также включены библиотеки для взаимодействия с OpenAI API и создания пользовательских интерфейсов с помощью Gradio. Дополнительно импортируются средства для подсчета токенов и работы с регулярными выражениями.

 Блок библиотек фреймворка LangChain

# Работа с документами в langchain
from langchain.docstore.document import Document
# Эмбеддинги для OpenAI
from langchain.embeddings.openai import OpenAIEmbeddings
# Доступ к векторной базе данных
from langchain.vectorstores import Chroma
# Разделение текста на куски или чанки (chunk)
from langchain.text_splitter import CharacterTextSplitter

# Отправка запросов
import requests

#Доступ к OpenAI
from openai import OpenAI

# Отприсовка интерфейса с помощью grad
import gradio as gr

# Библиотека подсчёта токенов
# Без запроcов к OpenAI, тем самым не тратим деньги на запросы
import tiktoken

# Для работы с регулярными выражениями
import re

Теперь приступаем к написанию тела нашего нейросотрудника. Объявим глобальную функцию GPT – да, мы будем работать с детищем OpenAI.

Конструктор класса GPT:

При инициализации объекта класса задается модель (по умолчанию "gpt-3.5-turbo").
Инициализируются атрибуты для логов (self.log), хранения модели (self.model), базы знаний (self.search_index).
Создается клиент для взаимодействия с API OpenAI, используя ключ API, который берется из переменных окружения.

class GPT():
    # Объявляем конструктор класса, для передачи имени модели и инициализации атрибутов класса
    def __init__(self, model="gpt-3.5-turbo"):
        self.log = ''               # атрибут для сбора логов (сообщений)
        self.model = model          # атрибут для хранения выбранной модели OpenAI
        self.search_index = None    # атрибут для хранения ссылки на базу знаний (если None, то модель не обучена)
        self.client = OpenAI(api_key=os.environ["OPENAI_API_KEY"]) # при инициализации запрашиваем ключ от OpenAI

Метод load_search_indexes:

Принимает URL Google Docs документа.
С помощью регулярных выражений извлекает ID документа из URL.
Если ID не найден, генерирует исключение.
Загружает документ в текстовом формате по его ID через HTTP-запрос.
Если запрос неудачен, генерирует исключение.
Извлекает текст из ответа и вызывает метод для создания эмбеддингов текста и сохранения их в векторную базу данных.

 # Метод загрузки текстового документа в векторную базу знаний
    def load_search_indexes(self, url):
        # Извлекаем document ID гугл документа из URL с помощью регулярных выражений
        match_ = re.search('/document/d/([a-zA-Z0-9-_]+)', url)

        # Если ID не найден - генерируем исключение
        if match_ is None:
            raise ValueError('Неверный Google Docs URL')

        # Первый элемент в результате поиска
        doc_id = match_.group(1)

        # Скачиваем гугл документ по его ID в текстовом формате
        response = requests.get(f'https://docs.google.com/document/d/{doc_id}/export?format=txt')

        # При неудачных статусах запроса будет вызвано исключение
        response.raise_for_status()

        # Извлекаем данные как текст
        text = response.text

        # Вызываем метод векторизации текста и сохранения в векторную базу данных
        return self.create_embedding(text)

Метод num_tokens_from_string:

Принимает строку и возвращает количество токенов в ней.
Использует библиотеку tiktoken для получения кодировщика на основе имени модели.
Кодирует строку и считает количество токенов.

 # Подсчет числа токенов в строке по имени модели
    def num_tokens_from_string(self, string):
            """Возвращает число токенов в строке"""
            encoding = tiktoken.encoding_for_model(self.model)  # получаем кодировщик по имени модели
            num_tokens = len(encoding.encode(string))           # расчитываем строку с помощью кодировщика
            return num_tokens

Метод create_embedding:

Принимает текстовые данные и создает эмбеддинги.
Разделяет текст на части (чанки) с помощью CharacterTextSplitter.
Преобразует чанки в объекты Document.
Считает количество токенов в тексте без запроса к OpenAI для экономии средств.
Создает индексы документов, применяя эмбеддинги OpenAI и загружает их в векторную базу данных Chroma.
Возвращает ссылку на базу данных.

 # Метод разбора текста и его сохранение в векторную базу знаний
    def create_embedding(self, data):
        # Список документов, полученных из фрагментов текста
        source_chunks = []
        # Разделяем текст на строки по \n (перенос на новую строку) или длине фрагмента (chunk_size=1024) с помощью сплитера
        # chunk_overlap=0 - означает, что фрагменты не перекрываются друг с другом.
        # Если больше нуля, то захватываем дополнительное число символов от соседних чанков.
        splitter = CharacterTextSplitter(separator="\n", chunk_size=1024, chunk_overlap=0)

        # Применяем splitter (функцию расщепления) к данным и перебираем все получившиеся чанки (фрагменты)
        for chunk in splitter.split_text(data):
            # LangChain работает с документами, поэтому из текстовых чанков мы создаем фрагменты документов
            source_chunks.append(Document(page_content=chunk, metadata={}))

        # Подсчет числа токенов в документах без запроса к OpenAI (экономим денежные средства)
        count_token = self.num_tokens_from_string(' '.join([x.page_content for x in source_chunks]))
        # Вместо вывода print, мы формируем переменную log для дальнейшего вывода в gradio информации
        self.log += f'Количество токенов в документе : {count_token}\n'

        # Создание индексов документа. Применяем к нашему списку документов эмбеддингов OpenAi и в таком виде загружаем в базу ChromaDB
        self.search_index = Chroma.from_documents(source_chunks, OpenAIEmbeddings(), )
        # Вместо вывода print, мы формируем переменную log для дальнейшего вывода в gradio информации
        self.log += f'Данные из документа загружены в в векторную базу данных\n'

        # Возвращаем ссылку на базу данных
        return self.search_index

Метод num_tokens_from_messages:

Принимает список сообщений и модель, возвращает количество токенов.
Получает кодировщик на основе имени модели, либо базовый, если модель не поддерживается.
В зависимости от модели устанавливает дополнительные токены на сообщение и имя.
Считает количество токенов для каждого сообщения, учитывая дополнительные токены.
Возвращает общее количество токенов.

# Демонстрация более аккуратного расчета числа токенов в зависимости от модели
    def num_tokens_from_messages(self, messages, model):
        """Возвращает число токенов из списка сообщений"""
        try:
            encoding = tiktoken.encoding_for_model(model) # получаем кодировщик по имени модели
        except KeyError:
            print("Предупреждение: модель не создана. Используйте cl100k_base кодировку.")
            encoding = tiktoken.get_encoding("cl100k_base") # если по имени не нашли, то используем базовый для моделей OpenAI
        # Выбор модели
        if model in {
            "gpt-3.5-turbo-0613",
            "gpt-3.5-turbo-16k-0613",
            "gpt-4-0314",
            "gpt-4-32k-0314",
            "gpt-4-0613",
            "gpt-4-32k-0613",
            "gpt-4o",
            "gpt-4o-2024-05-13"
            }:
            tokens_per_message = 3 # дополнительное число токенов на сообщение
            tokens_per_name = 1    # токенов на имя
        elif model == "gpt-3.5-turbo-0301":
            tokens_per_message = 4  # каждое сообщение содержит <im_start>{role/name}\n{content}<im_end>\n
            tokens_per_name = -1  # если есть имя, то роль не указывается
        elif "gpt-3.5-turbo" in model:
            self.log += f'Внимание! gpt-3.5-turbo может обновиться в любой момент. Используйте gpt-3.5-turbo-0613. \n'
            return self.num_tokens_from_messages(messages, model="gpt-3.5-turbo-0613")
        elif "gpt-4" in model:
            self.log += f'Внимание! gpt-4 может обновиться в любой момент. Используйте gpt-4-0613. \n'
            return self.num_tokens_from_messages(messages, model="gpt-4-0613")
        else: # исключение, если модель не поддерживается
            raise NotImplementedError(
                f"""num_tokens_from_messages() не реализован для модели {model}."""
            )

        # Запускаем подсчет токенов
        num_tokens = 0                        # счетчик токенов
        for message in messages:              # цикл по всем сообщениям
            num_tokens += tokens_per_message  # прибовляем число токенов на каждое сообщение
            for key, value in message.items():
                num_tokens += len(encoding.encode(value)) # считаем токены в сообщении с помощью кодировщика
                if key == "name":                     # если встретили имя
                    num_tokens += tokens_per_name     # то добавили число токенов на
        num_tokens += 3                               # каждый ответ оборачивается в <|start|>assistant<|message|>
        return num_tokens

Метод answer_index:

Принимает системное сообщение, тему запроса и температуру генерации ответа.
Проверяет, обучена ли модель.
Выполняет поиск документов по схожести с запросом из векторной базы данных.
Формирует сообщение с фрагментами документов.
Создает форматированные сообщения для модели с ролями "system" и "user". Кстати, что такое роли читайте в нашей предыдущей статье для новичков.
Считает количество токенов для сообщений.
Отправляет запрос к языковой модели OpenAI с указанными параметрами.
Логирует информацию о токенах, использованных в запросе и ответе.
Возвращает сгенерированный ответ модели.

# Метод запроса к языковой модели
    def answer_index(self, system, topic, temp = 1):
        # Проверяем обучена ли наша модель
        if not self.search_index:
            self.log += 'Модель необходимо обучить! \n'
            return ''

        # Выборка документов по схожести с запросом из векторной базы данных, topic- строка запроса, k - число извлекаемых фрагментов
        docs = self.search_index.similarity_search(topic, k=5)
        # Вместо вывода print, мы формируем переменную log для дальнейшего вывода в gradio информации
        self.log += 'Выбираем документы по степени схожести с вопросом из векторной базы данных: \n '
        # Очищаем запрос от двойных пустых строк. Каждый фрагмент подписываем: Отрывок документа № и дальше порядковый номер
        message_content = re.sub(r'\n{2}', ' ', '\n '.join([f'Отрывок документа №{i+1}:\n' + doc.page_content + '\\n' for i, doc in enumerate(docs)]))
        # Вместо вывода print, мы формируем переменную log для дальнейшего вывода в gradio информации
        self.log += f'{message_content} \n'

        # В системную роль помещаем найденные фрагменты и промпт, в пользовательскую - вопрос от пользователя
        messages = [
            {"role": "system", "content": system + f"{message_content}"},
            {"role": "user", "content": topic}
        ]

        # Вместо вывода print, мы формируем переменную log для дальнейшего вывода в gradio информации
        self.log += f"\n\nТокенов использовано на вопрос по версии TikToken: {self.num_tokens_from_messages(messages, self.model)}\n"


        # Запрос к языковой моделе
        completion = self.client.chat.completions.create(
            model=self.model,   # используемая модель
            messages=messages,  # список форматированных сообщений с ролями
            temperature=temp    # точность ответов модели
        )


        # Вместо вывода print, мы формируем переменную log для дальнейшего вывода в gradio информации
        self.log += '\nСтатистика по токенам от языковой модели:\n'
        self.log += f'Токенов использовано всего (вопрос): {completion.usage.prompt_tokens} \n'       # Число токенов на вопрос по расчетам LLM
        self.log += f'Токенов использовано всего (вопрос-ответ): {completion.usage.total_tokens} \n'  # Число токенов на вопрос и ответ по расчетам LLM

        return completion.choices[0].message.content # возвращаем результат предсказания

Теперь можно приступать к написанию самого интерфейса на Gradio, так как все данные вывода у нас есть, чтобы показать результаты нашей работы.

Инициализация Gradio и блока интерфейса:

blocks = gr.Blocks()

with blocks as demo:
    # В этом контексте описываются элементы интерфейса
gr.Blocks() создает блок для организации элементов интерфейса в Gradio.

Элементы интерфейса:

# Работаем с блоком
with blocks as demo:
    # Объявляем элемент выбор из списка (с подписью Данные), список выбирает из поля name нашей переменной models
    subject = gr.Dropdown([(elem["name"], index) for index, elem in enumerate(models)], label="Данные")
    # Здесь отобразиться выбранное имя name из списка
    name = gr.Label(show_label=False)
    # Промпт для запроса к LLM (по умолчанию поле prompt из models)
    prompt = gr.Textbox(label="Промт", interactive=True)
    # Ссылка на файл обучения (по умолчанию поле doc из models)
    link = gr.HTML()
    # Поле пользовательского запроса к LLM (по умолчанию поле query из models)
    query = gr.Textbox(label="Запрос к LLM", interactive=True)


    # Функция на выбор нейро-сотрудника в models
    # Ей передается параметр subject - выбранное значение в поле списка
    # А возвращаемые значения извлекаются из models

Функция onchange:

  # Функция на выбор нейро-сотрудника в models
    # Ей передается параметр subject - выбранное значение в поле списка
    # А возвращаемые значения извлекаются из models
    def onchange(dropdown):
      return [
          models[dropdown]['name'],                               # имя возвращается без изменения
          re.sub('\t+|\s\s+', ' ', models[dropdown]['prompt']),   # в промте удаляются двойные пробелы \s\s+ и табуляция \t+
          models[dropdown]['query'],                              # запрос возвращается без изменения
          f"<a target='_blank' href = '{models[dropdown]['doc']}'>Документ для обучения</a>" # ссылка на документ оборачивается в html тег <a>  (https://htmlbook.ru/html/a)
          ]

    # При изменении значения в поле списка subject, вызывается функция onchange
    # Ей передается параметр subject - выбранное значение в поле списка
    # А возвращаемые значения устанавливаются в элементы name, prompt, query и link
    subject.change(onchange, inputs = [subject], outputs = [name, prompt, query, link])

    # Строку в gradio можно разделить на столбцы (каждая кнопка в своем столбце)
    with gr.Row():
        train_btn = gr.Button("Обучить модель")       # кнопка запуска обучения
        request_btn = gr.Button("Запрос к модели")    # кнопка отправки запроса к LLM

Эта функция вызывается при изменении значения в выпадающем списке subject и обновляет значения элементов интерфейса name, prompt, query и link в соответствии с выбранной моделью.

Функции train и predict:

 # функция обучения
    def train(dropdown):
        # парсим документ и сохраняем его в базу данных
        gpt.load_search_indexes(models[dropdown]['doc'])
        return gpt.log

    # Вызываем метод запроса к языковой модели из класса GPT
    def predict(p, q):
        #
        result = gpt.answer_index(
            p,
            q
        )
        # возвращает список из ответа от LLM и log от класса GPT
        return [result, gpt.log]

    # Выводим поля response с ответом от LLM и log (вывод сообщений работы класса GPT) на 2 колонки
    with gr.Row():
        response = gr.Textbox(label="Ответ LLM") # Текстовое поле с ответом от LLM
        log = gr.Textbox(label="Логирование")    # Текстовое поле с выводом сообщений от GPT


    # При нажатии на кнопку train_btn запускается функция обучения train_btn с параметром subject
    # Результат выполнения функции сохраняем в текстовое поле log - лог выполнения
    train_btn.click(train, [subject], log)

    # При нажатии на кнопку request_btn запускается функция отправки запроса к LLM request_btn с параметром prompt, query
    # Результат выполнения функции сохраняем в текстовые поля  response - ответ модели, log - лог выполнения
    request_btn.click(predict, [prompt, query], [response, log])

train(dropdown): Функция, которая загружает индексы поиска из документа, связанного с выбранной моделью, используя метод load_search_indexes объекта gpt.
predict(p, q): Функция, которая отправляет запрос p и q к модели через метод answer_index объекта gpt и возвращает результат и лог операции.

Кнопки и их действия:

 with gr.Row():
        response = gr.Textbox(label="Ответ LLM") # Текстовое поле с ответом от LLM
        log = gr.Textbox(label="Логирование")    # Текстовое поле с выводом сообщений от GPT


    # При нажатии на кнопку train_btn запускается функция обучения train_btn с параметром subject
    # Результат выполнения функции сохраняем в текстовое поле log - лог выполнения
    train_btn.click(train, [subject], log)

    # При нажатии на кнопку request_btn запускается функция 
отправки запроса к LLM request_btn с параметром prompt, query
    # Результат выполнения функции сохраняем в текстовые поля  response - ответ модели, log - лог выполнения
    request_btn.click(predict, [prompt, query], [response, log])

Кнопки train_btn и request_btn запускают функции train и predict соответственно при их нажатии. Результаты операций отображаются в текстовых полях log (для лога) и response (для ответа от модели).

Запуск интерфейса Gradio:

# Запуск приложения
demo.launch()

Запускаем и смотрим на результат:)

Источник

Теги

Категория

Новости

Дата

28 июн. 2024 г.

09.10.25 08:28 pHqghUme

(select 198766*667891 from DUAL)
09.10.25 08:30 pHqghUme

is it ok if I upload an image?
09.10.25 08:33 pHqghUme

can I ask you a question please?
09.10.25 08:34 pHqghUme

can I ask you a question please?
09.10.25 08:34 pHqghUme

if(now()=sysdate(),sleep(15),0)
09.10.25 08:35 pHqghUme

e
09.10.25 08:36 pHqghUme

is it ok if I upload an image?
09.10.25 08:36 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

e
09.10.25 08:37 pHqghUme

e
09.10.25 08:40 pHqghUme

can I ask you a question please?
09.10.25 08:40 pHqghUme

is it ok if I upload an image?
09.10.25 08:41 pHqghUme

e
09.10.25 08:41 pHqghUme

can I ask you a question please?
09.10.25 08:42 pHqghUme

can I ask you a question please?
09.10.25 08:42 pHqghUme

is it ok if I upload an image?
09.10.25 08:42 pHqghUme

e
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.10.25 04:41 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
11.10.25 10:44 Tonerdomark

A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 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
21.10.25 11:45 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
22.10.25 04:48 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 $150,000 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. 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.
22.10.25 07:36 donnacollier

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 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
22.10.25 11:59 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
22.10.25 16:31 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 $150,000 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. 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.
23.10.25 01:52 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
23.10.25 01:52 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
23.10.25 15:47 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 $150,000 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. 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.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 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 $150,000 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. 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.
24.10.25 06:40 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
24.10.25 06:40 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
24.10.25 06:54 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 $150,000 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. 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.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 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
25.10.25 10:13 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
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 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
27.10.25 11:15 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
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 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
28.10.25 00:55 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
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 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
29.10.25 10:56 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
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 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
31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
01.11.25 03:27 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
01.11.25 03:27 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
01.11.25 15:47 kattygates

Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].
01.11.25 15:49 kattygates

I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.
02.11.25 10:55 Christopherbelle

I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
02.11.25 10:56 Christopherbelle

I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
02.11.25 15:23 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
02.11.25 15:23 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
04.11.25 04:59 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701
04.11.25 09:30 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
04.11.25 09:30 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
05.11.25 02:43 jordan_11

I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.
05.11.25 02:44 jordan_11

Crypto Recovery Services _Hire Treqora Intel
05.11.25 02:48 jordan_11

Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 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 rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.
05.11.25 16:20 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
05.11.25 16:21 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