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AI-ассистент для 15 000 файлов: быстрее, чем спросить у коллег

Привет! Я Алексей из команды Fiji, которая занимается внутренним продуктом для хранения и редактирования геоданных. Мы уже немного рассказывали о нем на Хабре: раз, два, три, четыре.

Наш проект активно развивается уже 10 лет, недавно ещё и команда выросла вдвое. Соответственно, почти вдвое увеличилось количество задач, а вместе с ним — и сложность интеграций с другими командами. Требования часто дополняются и меняются по ходу реализации, статьи в Confluence не всегда актуализируются, а часть информации оседает в чатах и на созвонах. Только код в мастере стабильно отражает то, что реально работает на продакшне.

Не так давно у нас случился триггер на одном из созвонов — технолог задал вопрос про задачу, которую делали пару месяцев назад, а мы все сидим и глазами хлопаем, ничего не помним. Ни заказчики, ни аналитики, ни разработчики. Кого-то из тех, кто мог бы ответить, на встрече не было. Тут и подумалось: в коде-то эта вся логика есть, нужно её только достать и переварить обратно в текст.

Так и появилась идея сделать помощника как для новых ребят, так и для старичков, так как весь контекст держать в головах уже проблематично: основной солюшн — это почти 15 тысяч файлов на C# и около 1.5 млн строк кода, плюс утилиты и пара сервисов на Java. В статье — история о пройденном пути создания командного ассистента, который помогает отвечать на любые вопросы о проекте.

Инструменты на старте

Мы могли бы использовать GitHub Copilot, в том числе в режиме агента — иногда он отвечает нормально, особенно если знать какие файлы подкинуть ему и сделать это явно. Однако в целом он не находит весь нужный контекст, так как имеет ограничения по индексированию большого числа файлов. При этом доступ к Copilot есть только у разработки и тестирования, а у аналитиков и менеджеров — нет. Другие инструменты, вроде Cursor, недоступны нам для рабочего кода, поэтому решили сделать своё решение.

Первый эксперимент

В 2ГИС есть команда, которая занимается AI-направлением. Ребята выкатили удобный сервис для работы с RAG (Retrieval Augmented Generation): можно заливать свои текстовые файлы и задавать к ним вопросы через простой API. Под капотом — LangChain Python, Qdrant и GPT-4.1 Модели OpenAI доступны нам и напрямую, не только через RAG API.

C начала проекта Fiji мы старались писать саммари к публичным классам и методам, чтобы было чуть проще ориентироваться. Но дальше комментариев в IDE дело не заходило — генерации документации по саммари у нас не было. Кажется, время пришло!

Идея простая: сгенерировать XML-файл по саммари, закинуть его в RAG и попробовать позадавать вопросы. Для тестов решено было взять один проект с серверной бизнес-логикой — всего же в солюшне уже почти сотня проектов разной степени сложности и размеров.

Типичный XML для одного класса
<members>
  <member name="T:BusinessLogic.Server.ArchLogic">
    <summary>
    Логика создания/удаления арок
    </summary>
   </member>
  <member name="M:BusinessLogic.Server.ArchLogic.#ctor(DomainModel.IMetadataSnapshot,DataAccess.IFeatureRepository,DataAccess.IBusinessLogicRepository)">
    <summary>
    Создает экземпляр объекта
    </summary>
    <param name="metadataSnapshot">Источник метаданных</param>
    <param name="featureRepository">Репозиторий по работе с фичами</param>
  </member>
  <member name="P:BusinessLogic.Server.ArchLogic.ArchClassId">
    <summary>
    Идентфикатор фичекласса "Арка"
    </summary>
  </member>
  <member name="M:BusinessLogic.Server.ArchLogic.RecreateArches(DomainModel.Feature[],DataAccess.IRepositorySession,DomainModel.Audit.AuditChangeSource)">
    <summary>
    При изменении пересоздать арки при изменении стиля или геометрии дорог
    </summary>
    <param name="createdRoads">Измененные дороги</param>
    <param name="session">Сессия работы с БД</param>
    <param name="auditChangeSource">Источник изменения фич для аудита</param>
  </member>
  <member name="M:BusinessLogic.Server.ArchLogic.CreateArches(System.Collections.Generic.IReadOnlyCollection{DomainModel.Feature},DataAccess.IRepositorySession,DomainModel.Audit.AuditChangeSource)">
    <summary>
    При создании дорог есоздать арки
    </summary>
    <param name="createdRoads">Измененные дороги</param>
    <param name="session">Сессия работы с БД</param>
    <param name="auditChangeSource">Источник изменения фич для аудита</param>
  </member>
…

Буквально несколько запросов для настройки RAG-ассистента и можно кидать вопрос.

23735a146031635c5e8e2c4dd2787561.png

Первый ответ получен, немного радуемся наступившему будущему и встраиваем вызов запросов к RAG в командного бота, чтобы поделиться со всеми.

Что за бот?

Чат-бот в Mattermost существует уже несколько лет, но до этого умел выполнять только строгие команды для автоматизации рутины — например, подготовка релизов или ротация дежурных. А теперь может отвечать на вопросы по проекту в свободной форме. Бот тоже написан на C#, как и большая часть Fiji.

Тут же прибежали тестировщики
Тут же прибежали тестировщики

Вроде бы успех, но здесь нет никакой информации о коде — наш RAG обрабатывает XML так, что выкидывает из него все тэги и значения атрибутов. В ответе только то, что попало в текст саммари — без имён классов, методов и их параметров. Возникает мысль, что саммари должно быть чуть подробнее, чтобы точнее отражать то, что происходит в коде. А мы, как правило, ленимся — в лучшем случае это однострочные комментарии, а иногда их и совсем нет.

Раз саммари не хватает, давайте сгенерируем? Конечно же, с помощью LLM.

Получение документации

Генерация саммари

Copilot умеет генерировать саммари, но текст получается не сильно подробный и управлять этим нельзя, а хочется настраивать промпт, чтобы влиять на детальность и стиль комментариев. Для этого у нас появился roslyn-анализатор с генерацией саммари по коду.

Анализатор прямо в IDE подсвечивает классы и методы с отсутствующими саммари и позволяет генерировать их. Работает так: отдаём модели код нужного класса, в ответ получаем текст саммари, который вставляем перед классом или методом. Если что-то не устраивает, то подкручиваем промпт либо правим получившийся текст сами. Это куда быстрее, чем набирать его с нуля руками.

Важная часть промпта — глоссарий. Чтобы лучше попадать в командный язык: принятые внутри термины доменной модели, сокращения, историческое наследие и т.п.

Часть промпта с глоссарием
## ГЛОССАРИЙ
Используй следующие соответствия терминов в коде для повышения понятности и точности:
- branch - проект
- CargoFrame - грузовой каркас
- CargoGraph - грузовой граф
- city - наспункт
- clarification - уточнение
- crossroad - перекресток
- CutFeatures - разрезание фич
- edge - ребро
- elevation - этажность
- embankment - насыпь
- FareZone - тарифная зона
- gateway - проход-проезд
- HousingEstate - жилмассив
- hydrography - гидрография
- ManagerTerritory - территория работы менеджеров
- multilingual - мультиязычный
- ParkingArea - площадные парковки
- POI - достопримечательности
…
Пример получающегося саммари
/// <summary>
/// generated by gpt-4.1
/// Класс для работы с объектами типа "арка", обеспечивающий расчет и обработку арок на пересечениях дорожных звеньев при их создании и изменении.
/// Реализует:
/// - Вычисление идентификатора фичекласса для арок.
/// - Создание новых арок при добавлении дорожных звеньев.
/// - Пересчет и актуализацию арок при изменении стиля или геометрии дорожных звеньев, включая удаление устаревших и добавление новых арок.
/// - Поиск необходимых соседних дорожных звеньев для корректного формирования арок на соответствующих точках стыка.
/// Обеспечивает согласованность между дорожными звеньями и их пересечениями посредством арок, а также контроль актуальности информации при редактировании данных.
/// </summary>
public class ArchLogic
{
…

Саммари добавили, что дальше?

Преобразование в JSON

Нам хотелось, чтобы в ответе ассистента были упоминания классов, из которых он добыл ответ, а в идеале ссылки на исходный код.

Простой эксперимент с конвертацией XML в JSON и загрузкой полученного файла показал, что в таком случае из него ничего не теряется. Ещё можно заметить, что в исходном XML куча однотипного текста с описанием параметров методов, которые никак не помогают модели при ответах на наши вопросы — из названий переменных очень часто и так понятно их предназначение. Другие эксперименты показывают, что если иметь подробное саммари для класса, то RAG будет по вопросу попадать в него и описания методов тоже не нужны. А чтобы модель могла указывать ссылки на используемые классы надо ей об этом как-то сообщить.

Ну что ж, напишем немного кода по преобразованию XML в JSON, оставив только самое необходимое — саммари от классов, их имена и пути до них.

Часть JSON на примере пары классов
[
  {
    "filePath": "BusinessLogic.Server/ArchLogic.cs",
    "className": "ArchLogic",
    "summary": "Класс для работы с объектами типа "арка", обеспечивающий расчет и обработку арок на пересечениях дорожных звеньев при их\nсоздании и изменении.\nРеализует:\n- Вычисление идентификатора фичекласса для арок.\n- Создание новых арок при добавлении дорожных звеньев.\n- Пересчет и актуализацию арок при изменении стиля или геометрии дорожных звеньев, включая удаление устаревших и\nдобавление новых арок.\n- Поиск необходимых соседних дорожных звеньев для корректного формирования арок на соответствующих точках стыка.\nОбеспечивает согласованность между дорожными звеньями и их пересечениями посредством арок, а также контроль актуальности\nинформации при редактировании данных."
  },
  {
    "filePath": "BusinessLogic.Server/BuildingAddressLogic/BuildingAddressSearcher.cs",
    "className": "BuildingAddressSearcher",
    "summary": "Класс предназначен для поиска и анализа адресов зданий, связанных с изменениями в базе данных. Предоставляет методы для:\n- Получения актуальных ссылок на адреса, к которым привязаны здания, с учетом изменений текущей сессии — ссылки на\nадреса, связанные со зданиями до их изменений, не возвращаются.\n- Извлечения адресов из заданного перечня зданий, формируя список пар «здание-адрес».\n- Определения новых или изменённых адресов здания по сравнению с его предыдущим состоянием на основе сравнения атрибутов\nадреса (название улицы и номер дома).\n- Выявления адресов, которые были у здания до изменений, но отсутствуют в его новой версии, также на основании сравнения\nатрибутов адреса.\n- Поиска адресов, которые полностью удаляются из зданий (и не перемещаются в другие здания), на основании\nидентификаторов адресов в справочнике.\nСпециализирован для работы с геообъектами типа \"здание\" и связанными с ними адресами, учитывает изменения данных в\nрамках одной сессии работы с базой данных."
  },
...

Заливаем в RAG, кидаем вопрос. Уже лучше, к тому же есть ссылки на исходный код, чтобы можно было поразбираться. Явно указываем в промпте, чтобы модель при упоминании класса добавляла к нему ссылку на наш GitLab.

ce702dc96d9968b8d14faaa62315721d.png

На данном этапе пайплайн обработки вопроса уже выглядит так:

0fedac9ce1fc15b2bc61be4bacc307d1.png

Нужно больше контекста

Идём в GitLab

О, у нас есть ссылки на исходники. Что если следующим шагом полностью передать их в LLM? Ведь как-то так и работают агенты в Copilot или Cursor – находят подходящий к нашему запросу исходный код и отдают модели. Чем мы хуже?🙂

Берём исходники найденных через RAG классов (в промпте указываем, чтобы возвращались только пути до файлов, а не сам ответ), достаём их из GitLab, передаём в модель вместе с заданным вопросом. Тут уже попахивает магией, и мы получаем очень детальные ответы по актуальному коду, если попали с вопросом на саммари из проектов, загруженных в RAG.

f388ac8329520faf5ca535a962ca6841.png

Строим граф зависимостей кода

Если дочитать ответ бота до конца, то видно, что он явно попросил дать ещё исходников, которые могут помочь с ответом. Действительно, бывает, что часть логики находится в базовых классах, хэлперах или в других классах-зависимостях.

Поможем модели и накинем ещё больше контекста. Для этого построим граф зависимостей классов по всему нашему солюшну. И к тем файлам, что вернул RAG на первом шаге, добавим ещё и связанные с ними. Так модель дает ещё более точные ответы, даже если RAG вернул не всё, что хотелось бы. Для компиляции и получения семантической модели нашего кода используем nuget-пакет Microsoft.CodeAnalysis.Workspaces.MSBuild.

var workspace = MSBuildWorkspace.Create();
var solution = await workspace.OpenSolutionAsync(Path.Combine(RootPath, "Fiji.sln"));
foreach (var project in solution.Projects)
{
    var compilation = await project.GetCompilationAsync();
    foreach (var syntaxTree in compilation.SyntaxTrees)
    {
        var semanticModel = compilation.GetSemanticModel(syntaxTree);
        var root = await syntaxTree.GetRootAsync();
        var classDeclarations = root.DescendantNodes().OfType<ClassDeclarationSyntax>();
        foreach (var classDeclaration in classDeclarations)
        {
            // добываем саммари из класса и ищем его зависимости
        }
    }
}

Нюансы реализации:

  • Чтобы сборка проекта прошла без ошибок нужно явно добавить пакеты Microsoft.CodeAnalysis.CSharp, Microsoft.CodeAnalysis.CSharp.Workspaces и Microsoft.CodeAnalysis.Workspaces.MSBuild, даже если IDE говорит, что они уже неявно подтянуты.

  • Берём только зависимости, связанные с нашим кодом. Классы самого dotnet и пакетов нас не интересуют: модель и так знает как они работают и зачем нужны.

  • Если зависимость пришла через интерфейс, то нам нужны его реализации, так как логика находится в них.

Иногда зависимостей может быть много и чтобы не перегружать контекст, приоритезируем зависимости и ограничиваем количество исходников в запросе к модели. Для экспериментов можно прикинуть сколько символов и токенов занимает типичный класс вашего кода, воспользовавшись этим инструментом от OpenAI — https://platform.openai.com/tokenizer

Приоритеты (вверху самые важные типы, их кидаем в контекст в первую очередь):

  • то, что вернул RAG,

  • базовые классы,

  • нэймспэйсы с бизнес-логикой,

  • остальные зависимости, кроме репозиториев и вспомогательных проектов (утилиты, логирование и т.п.),

  • репозитории,

  • классы-утилиты.

Храним найденные зависимости по всем классам солюшна в БД, чтобы не тратить время на их анализ при каждом запросе к ассистенту. Наличие графа зависимостей позволяет идти по нему и в обратную сторону — не только добавлять в контекст код, от которого зависит тот или иной класс, но и искать места использования конкретного класса и показывать модели, как и где он используется. Это поможет получить весь нужный контекст и отвечать вопросы типа: «Как обычно используется X?» Обычно ретриверы не могут дать полный ответ на такие общие вопросы, так как находят не все документы.

Также на этапе обхода всех классов проекта сразу создаём JSON с саммари этих классов, чтобы не генерировать XML при сборке солюшна как мы делали в начале. Таким образом шаг преобразования XML в JSON убирается. Актуализируем граф зависимостей и документы для RAG раз в сутки с ветки мастера.

После всех манипуляций ответы получаются уже такими.

В самом начале у нас был только запрос к RAG, который знает совсем немного — только описания классов и больше ничего. А сейчас ответы с конкретными кусками кода и их объяснением.
В самом начале у нас был только запрос к RAG, который знает совсем немного — только описания классов и больше ничего. А сейчас ответы с конкретными кусками кода и их объяснением.

В конце ответа добавилась дополнительная секция со ссылками на файлы, которые нашлись RAG или по зависимостям, но LLM не стала их использовать в ответе либо они не влезли в контекст. Эту секцию мы формируем сами, чтобы было понятно, что у модели было на входе. Иногда это помогает найти полезную информацию.

43a45906f65f0801150fc6a38e9ebce8.png

Теперь наш пайплайн выглядит так:

43aabfc045344c29d2ea2d409b44c7dd.png

Использование tool'ов

Итак, на текущий момент мы сами предоставляем модели исходный код некоторых классов для ответов на задаваемые вопросы. Но ведь она и сама может иметь доступ ко всем исходникам проекта и решать, какие именно классы ей нужны.

Мы добавили два своих тула для того, чтобы модель могла принять решение, какие файлы ей нужны, и запрашивала их:

  1. По названию проекта модель получает его описание из README.md и структуру всех файлов в этом проекте.

  2. По пути файла модель получает его исходный код.

А ещё, чтобы усилить контекст и дать модели первоначальные знания о солюшне, добавили в промпт краткое описание проектов — буквально по одному предложению на каждый. Теперь модель может отвечать на вопросы, даже если RAG не нашёл никаких подходящих классов, например, потому что саммари для этих классов просто нет. Но по наблюдениям, лучшие ответы получаются, когда модель получает для рассуждений хоть какой-то подходящий код.

Интеграция с IDE

Общение в Mattermost — это хорошо, и аналитики с менеджерами говорят нам спасибо. Но мы уже начали плотно взаимодействовать с кодом: отсылаем его модели и в ответ тоже получаем куски кода. Почему бы не делать это внутри IDE?

Давайте поможем Copilot с формированием контекста для наших запросов, а дальше он сам всё сделает. Как раз не так давно у него появилась поддержка MCP-протокола. И nuget-пакет для написания своего MCP-сервера уже есть, пусть пока и в preview-версии.

Идея простая — делаем tool, который с помощью нашего ассистента находит нужные файлы и отдает их в контекст Copilot.

Детали про SDK для dotnet можно найти на GitHub, а про сам протокол MCP в официальной документации. Там же есть ссылки и примеры работы с SDK на разных языках.

Формирование ответа внутри тула напоминает формирование обычного запроса к ChatGPT
var toolResponse = new CallToolResponse
{
    Content =
    [
        new Content
        {
            Annotations = new Annotations { Audience = [Role.Assistant], Priority = 1 },
            Text = Prompts.DocumentationToolPrompt
        }
    ],
    IsError = false
};
var sources = ragClient.GetSources(message, token);
await foreach (var (sourcePath, sourceCode) in sources)
{
    var text = $"{sourcePath}\n{sourceCode}";
    var content = new Content { Resource = new TextResourceContents { Text = text, Uri = sourcePath, MimeType = "text/plain" }, Type = "resource" };
    toolResponse.Content.Add(content);
}

Есть аналог системного промпта, в нём указываем роль assistant и максимальный приоритет priority 1. В этом промпте указываем, что дальше Copilot должен опираться на предоставленные файлы и в ответах использовать ссылки на классы и методы, чтобы сразу можно было переходить к ним внутри IDE.

Дальше в качестве ресурсов передаем подходящие файлы, которые вернул RAG.

Ниже пример ответа на один и тот же вопрос без использования нашего MCP tool и с ним.

115659dd88eb3e57c32dce6c762bff59.png55afaed5d850c578b24b21e96c14aa2d.png

Первый ответ — просто общая информация, второй — конкретно по нашему коду, поэтому можно посмотреть, что именно было использовано для этого ответа.

11fb4e7130006a9784a026a4a1feda9d.png

Результаты

В итоге пайплайн работы ассистента выглядит следующим образом:

b860f48ea3ff604d21d6c27989a6599e.png
  • Подготовка данных

    • Генерация саммари с помощью roslyn-анализатора — пока ручной процесс из-за вычитки результатов и мелких правок, но есть возможность генерации по проекту или сразу всему солюшну, если набраться смелости.

    • Получение JSON с саммари.

    • Заливка полученного JSON в RAG-ассистента.

    • Построение графа зависимостей файлов по всему солюшну.

  • Ответ на вопрос

    • Поиск в RAG подходящих для ответа файлов.

    • Поиск в дереве нужных зависимостей.

    • Получение исходников всех этих файлов из GitLab.

    • Формирование контекста из полученных исходников с приоритезацией зависимостей.

    • Отправка в LLM исходников и заданного вопроса.

    • Диалог с моделью с помощью тулов для получения еще большего контекста для ответа на вопрос.

    • Мелочи по форматированию ответа.

Так как вся логика формирования контекста происходит из нашего собственного кода, то мы можем и дальше совершенствовать её, добавляя новые шаги. Например, поиск в Jira подходящих под вопрос тикетов, поиск в git по истории изменений с объяснением что и зачем было сделано и т.д.

Если ваш проект не такой большой, то шагов с генераций саммари и использования RAG можно и не делать. Достаточно дать модели доступ к описаниям проектов и отдельным файлам, дальше она сама разберётся, что делать. Но нужны детальные описания солюшна, проектов, папок, структуры, каких-то основных моментов и командных договоренностей. Здесь ничего нового: чем детальнее описан проект, тем проще в него погрузиться не только новому члену команды, но и LLM.

Бот уже помогает с ответами всем участникам команды не только во внутренних чатах, но и при обращениях от других команд.

e1cba2a5baac36cc1bb711ac4e7c54a3.png

Чтобы оценить качество работы ассистента и его полезность, пару недель назад мы добавили в бота счётчики запросов и просьбу оценить ответ — пара кнопок прямо в конце ответа. 45% ответов отмечаются как полезные, а в 15% случаев, что они никак не помогли разобраться с вопросом. Результаты радуют, но есть куда расти.

Что ещё не сделано

  • Подробные саммари пока ещё есть не для всего проекта. Из-за этого ассистент дает хорошие ответы, если знать, что он может на них ответить. Если спрашивать всё подряд и не получать точных ответов, то быстро отпадёт желание им пользоваться.

  • Нужна интеграция с Open API/Swagger, схемой БД — это нужно, чтобы ассистент знал не только бизнес-логику, но и взаимодействия на других уровнях.

  • Ещё у нас много автотестов и тест-кейсов в Allure, было бы неплохо иметь интеграцию с ними.

Это ближайшие планы, и скоро мы это обязательно сделаем.

Несмотря на то, что не всё ещё доведено до идеала, команда уже отмечает полезность такого ассистента и начинает все активнее им пользоваться. А наличие собственного решения открывает много возможностей для дальнейших улучшений и интеграций. Например, ребята из QA уже используют ответы ассистента для генерации тест-кейсов по новым задачам.

Следующим шагом хочется «воспитать» в ассистенте джуна, способного решать мелкие тикеты. Назначаем в Jira тикет на нашего бота (кстати, часть тикетов по тредам мы создаём с помощью этого же бота), если понимаем, что он может справиться. После этого бот вносит правки в код и создает merge request. Дальше уже все как с обычным человеком — либо принимаем MR, либо отправляем доделывать, либо доделываем сами, если что-то пошло не так🙂

Источник

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  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

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  • 15.10.25 21:52 harristhomas7376

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  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

  • 31.10.25 13:25 Lillian Lizzy

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

  • 31.10.25 13:25 Lillian Lizzy

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

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

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