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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:)

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28 июн. 2024 г.

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10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 08:26 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

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13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 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
14.08.25 00:20 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
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 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
17.08.25 17:49 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
17.08.25 17:49 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
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 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
18.08.25 22:17 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