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[Перевод] ИИ-агенты на основе больших языковых моделей для разработки: обзор

Краткий обзор и перевод исследования Large Language Model-Based Agents for Software Engineering: A Survey, которое посвящено применению интеллектуальных агентов на основе больших языковых моделей (LLM) в разработке. Авторы анализируют 106 работ, классифицируя их по задачам и архитектуре.

Примечание: в тексте LLM-агенты представлены в виде названия и номера в квадратных скобках, например CodeAct [85]. В разделе References оригинальной статьи можно найти названия исследований по каждому агенту по номеру.

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1. Введение

Большие языковые модели демонстрируют впечатляющие результаты, все быстрее приближаясь к человеческому уровню интеллекта. В последние годы разработчики активно применяют их в различных задачах:

  • Генерация кода

  • Тестирование ПО

  • Отладка

  • Улучшение кода

Интеллектуальные агенты – это автономные сущности, способные воспринимать окружающую среду и взаимодействовать с ней для достижения поставленных целей. Развитие концепции агентов прошло долгий путь от ранних моделей, основанных на символической логике и обучении с подкреплением, до современных агентов на основе LLM.

Агенты на основе LLM – это новый класс интеллектуальных агентов, использующих LLM в качестве центрального контроллера. В отличие от автономных LLM, агенты обладают расширенными возможностями:

  • Восприятие внешних данных и использование инструментов

  • Решение сложных задач путем коллаборации нескольких агентов

  • Взаимодействие с человеком

Структура исследования
Структура исследования

2. Агенты на основе LLM: архитектура и развитие

2.1 Базовая архитектура

Агенты на основе LLM обычно состоят из четырех ключевых компонентов: планирования, памяти, восприятия и действия. Планирование и память составляют основу «мозга» агента, управляемого LLM, который взаимодействует с окружающей средой через компоненты восприятия и действия для достижения поставленных целей.

Базовая структура агентов на основе LLM
Базовая структура агентов на основе LLM

1. Планирование:

  • Разбивает сложные задачи на подзадачи и определяет их последовательность для достижения конечной цели.

  • Может генерировать план заранее или корректировать его на основе обратной связи (от среды или человека).

2. Память:

  • Хранит историю действий, решений и наблюдений агента.

  • Позволяет агенту использовать предыдущий опыт для более эффективного решения задач.

  • Методы управления памятью (представление, чтение/запись, поиск) напрямую влияют на эффективность агента.

3. Восприятие:

  • Получает информацию из окружающей среды для оптимизации планирования.

  • Способно воспринимать различные типы данных: текстовые, визуальные, аудио.

4. Действие:

  • Выполняет конкретные действия во взаимодействии с окружающей средой на основе плана, созданного «мозгом» агента.

  • Важный механизм – использование внешних инструментов, расширяющих возможности LLM за пределы текстового взаимодействия.

2.2 Расширенные системы агентов

Мультиагентные системы:

  • Несколько агентов, специализирующихся на разных задачах, могут совместно решать более сложные комплексные проблемы.

  • Каждый агент имеет свою роль, экспертизу и отвечает за определенный аспект задачи.

  • Агенты взаимодействуют друг с другом, обмениваются информацией и результатами.

  • Могут работать как коллаборативно (выполняя разные подзадачи), так и соревновательно (решая одну задачу, дискутируя и предлагая альтернативные решения).

Координация человек-агент:

  • Агенты могут получать инструкции от человека и работать под его руководством.

  • Такая координация позволяет учитывать человеческие предпочтения и использовать экспертизу человека.

  • Человек может ставить задачи, давать обратную связь и сотрудничать с агентами для достижения общей цели.

3. Методология обзора

  • В обзоре рассматриваются агенты, которые выполняют задачи, связанные с разработкой и жизненным циклом ПО (сбор требований, проектирование, генерация кода, обеспечение качества ПО, улучшение ПО)

  • В обзоре рассматриваются только те агенты, которые используют LLM как основу своего «мозга» и способны интерактивно взаимодействовать с окружающей средой, получая обратную связь и действуя в режиме реального времени.

Статистика сбора статей об агентах
Статистика сбора статей об агентах

Процесс сбора статей об агентах включал в себя два этапа: поиск по ключевым словам и метод «снежного кома».

3.1 Поиск по ключевым словам

  • Использовалась база данных DBLP, охватывающая более 7 миллионов публикаций.

  • Применялся итеративный подход «проб и ошибок» для определения ключевых слов.

  • На основе анализа релевантных статей был сформирован список ключевых слов, включающий термины, связанные с агентами, БЯМ и задачами разработки ПО.

  • Поиск по ключевым словам в DBLP дал 10 362 результата, из которых вручную было отобрано 67 релевантных статей.

Распределение мест публикации всех статей
Распределение мест публикации всех статей

3.2 Метод «снежного кома»

  • Для повышения полноты обзора использовался метод «снежного кома»:

    • Обратный: анализ ссылок в отобранных статьях для поиска релевантных работ.

    • Прямой: поиск статей, цитирующих отобранные работы, с помощью Google Scholar.

  • На этом этапе было найдено 39 дополнительных статей.

3.3 Статистика собранных статей

  • Всего было собрано 106 статей.

  • Наблюдается постоянный рост числа публикаций в этой области.

  • Большинство статей опубликованы на arXiv и еще не прошли рецензирование, что ожидаемо для развивающейся области.

Общее количество статей с течением времени
Общее количество статей с течением времени

4. Анализ с точки зрения разработки ПО

В этом разделе мы рассмотрим собранные статьи с точки зрения различных задач разработки ПО. Важно отметить, что агенты на основе LLM могут быть разработаны не только для решения отдельных задач, но и для поддержки комплексных процессов разработки и сопровождения ПО.

Распределение агентов по задачам
Распределение агентов по задачам

  • Большинство агентов ориентированы на решение отдельных задач, особенно генерацию кода и обеспечение качества кода (статический анализ и тестирование).

  • Некоторые агенты предназначены для комплексной разработки или сопровождения ПО, что указывает на потенциал LLM в решении сложных реальных задач.

Сбор и анализ требований – это критически важный этап разработки ПО, который включает в себя следующие фазы:

  • Выявление: сбор новых требований.

  • Моделирование: описание требований с помощью абстрактных моделей (UML, ERA).

  • Согласование: обеспечение согласованности требований между заинтересованными сторонами.

  • Спецификация: формализация и документирование требований.

  • Верификация: проверка полноты и однозначности требований.

  • Эволюция: адаптация требований к изменяющимся потребностям.

Сравнение агентов на основе LLM
Сравнение агентов на основе LLM

Агенты на основе LLM для сбора и анализа требований:

  • Автоматизация отдельных фаз: например, агент Elicitation [54] использует симуляцию взаимодействия с продуктом для выявления скрытых требований.

  • Автоматизация нескольких фаз: например, агент MARE [57] охватывает выявление, моделирование, верификацию и спецификацию требований.

4.1 Генерация кода

LLM демонстрируют впечатляющие результаты в генерации кода на основе контекста или описания на естественном языке. Однако сгенерированный код может быть несовершенным из-за таких проблем, как галлюцинации. Агенты на основе LLM могут повысить качество генерации кода с помощью планирования и итеративного уточнения.

LLM-агенты для генерации кода
LLM-агенты для генерации кода

1. Генерация кода с планированием

  • Цепочка мыслей (CoT): разбиение задачи на подзадачи для повышения точности генерации [61, 70, 76, 84, 86, 91-93, 95].

  • Динамическое планирование: адаптация плана на основе наблюдений за текущими действиями [62, 85, 87, 88].

  • Различные представления для шагов планирования: псевдокод [95], промежуточный код [61], скелет кода [93, 97].

  • Многопутевое планирование: генерация нескольких планов и выбор наилучшего [76, 98].

2. Генерация кода с итеративным уточнением

Агенты могут динамически улучшать сгенерированный код на основе обратной связи:

  • Обратная связь от модели:

    • Взаимодействие между несколькими моделями (peer-reflection): обмен информацией, совместная работа, code review [62, 64, 68].

    • Самоулучшение одной модели (self-reflection): итеративная оптимизация кода на основе предыдущих результатов [71, 73, 90].

  • Обратная связь от инструментов:

    • Инструменты динамического выполнения: компиляторы, интерпретаторы, движки выполнения [79, 81-87, 92-98].

    • Инструменты статического анализа: [89, 82, 88].

    • Инструменты поиска: локальные репозитории знаний [86], поисковые системы [78, 82, 86, 96], веб-скрапинг [80].

  • Обратная связь от человека: уточнение требований, проверка кода на соответствие ожиданиям [91, 92].

  • Гибридная обратная связь: комбинация различных типов обратной связи [62-67, 71-77, 91, 97].

4.2 Проверка кода

Проверка кода — это важный этап. Она позволяет выявлять проблемы качества кода (баги, уязвимости) до запуска тестов, что значительно экономит время и ресурсы. Исследования показывают, что LLM могут эффективно применяться для выявления потенциальных проблем в коде. Обучение на наборах данных с корректным и ошибочным кодом, а также prompt engineering позволяют LLM находить баги, уязвимости и code smells.

Агенты на основе LLM для обнаружения ошибок
Агенты на основе LLM для обнаружения ошибок

  • Mao et al. [111] предлагают имитировать процесс code review с помощью LLM, которые играют роли тестировщиков и разработчиков. Взаимодействие и обмен информацией между агентами повышает эффективность обнаружения.

  • GPTLENS [104] — это двухуровневая система для поиска уязвимостей в смарт-контрактах, использующая GPT-4. Агенты-аудиторы генерируют потенциальные уязвимости и обоснования, а агент-критик оценивает их правдоподобность.

  • Fan et al. [105] предлагают концепцию «Интеллектуального агента анализа кода» (ICAA). ICAA объединяет AI-модели (например, LLM), принципы проектирования процессов разработки и традиционные инструменты статического анализа.

  • LLIFT [115] — инструмент для обнаружения ошибок типа «Использование до инициализации» (UBI) в ядре Linux. LLIFT использует LLM для анализа кода, помеченного инструментом UBITect как потенциально проблемный.

  • E&V [107] — агент для статического анализа кода ядра Linux, использующий LLM для «виртуального» выполнения кода и традиционные инструменты для получения недостающей информации.

  • IRIS [113] — агент, использующий CodeQL для извлечения API и LLM для их классификации как потенциальных источников или приемников уязвимостей.

  • ART [102] — это универсальная платформа, которая расширяет возможности LLM за счет многоэтапного планирования и использования внешних инструментов.

  • LLM4Vuln [110] — агент, который извлекает информацию об уязвимостях из текстовых отчетов и баз данных, а также использует инструменты для анализа кода.

Агенты для поиска багов
Агенты для поиска багов

  • CodeAgent [119] — многоагентная система, имитирующая конвейер разработки с четырьмя этапами: синхронизация информации, проверка кода, согласование кода и документирование. Система включает шесть агентов с разными ролями: пользователь, CEO, CPO, CTO, кодер, рецензент. Каждый агент выполняет свою функцию на соответствующем этапе.

  • Система, предложенная Rasheed et al. [120] — в отличие от CodeAgent, каждый агент специализируется на одной задаче проверки кода, например, поиск ошибок, обнаружение code smells, оптимизация кода.

  • ICAA [105] — многоагентная система для выявления несоответствий между кодом и его назначением. Система использует агента для сбора информации из репозитория кода, агента для анализа информации и выявления несоответствий и агента для формирования отчета.

  • CORE [121] — система с двумя агентами и традиционными инструментами статического анализа для автоматического исправления проблем с качеством кода. Агент-предлагатель генерирует варианты исправлений, а агент-ранжировщик оценивает их и выбирает наиболее подходящие.

4.3 Тестирование

Создание высококачественных тестов на практике сопряжено с трудностями, поскольку сгенерированные тесты должны быть не только синтаксически и семантически корректными, но и достаточными для покрытия как можно большего числа состояний тестируемого ПО.

LLM-агенты для тестирования кода
LLM-агенты для тестирования кода

  • TestPilot [123] — генерирует тесты на основе подробных подсказок, анализирует результаты выполнения тестов и сообщения об ошибках, итеративно уточняет подсказки и генерирует исправленные тесты.

  • ChatTester [122] — использует LLM для понимания намерений тестируемых методов, генерирует соответствующие модульные тесты и выполняет более детальное уточнение тестов, чем TestPilot, анализируя сообщения об ошибках и используя инструменты статического анализа для локализации ошибок в коде.

  • ChatUniTest [124] — использует механизм генерации-проверки-исправления для уточнения тестов.

  • CoverUp [126] — система генерации тестов, ориентированная на достижение высокого уровня покрытия кода тестами. Система сегментирует исходный код, проводит анализ покрытия, уточняет подсказки для LLM, чтобы сфокусироваться на областях кода с недостаточным покрытием.

  • TELPA [125] — система, использующая анализ вызовов методов для лучшего понимания методов с непокрытыми ветвями, и применяющая выборку контрпримеров для направления LLM на генерацию новых тестов.

  • MuTAP [127] — система, использующая мутационное тестирование для генерации модульных тестов с улучшенными возможностями обнаружения ошибок. Система использует аугментацию подсказок с выжившими мутантами и шаги уточнения для исправления синтаксиса и предполагаемого поведения тестов.

  • KernelGPT [130] — агент для фаззинга ядра ОС. Анализирует драйверы и генерирует спецификации системных вызовов, используя обратную связь от инструмента Syzkaller [131] для валидации и коррекции сгенерированных данных.

  • WhiteFox [133] — система с двумя агентами: агент анализа и агент генерации. Анализирует низкоуровневый код оптимизации и генерирует требования к высокоуровневым тестовым программам, которые могут вызвать эти оптимизации. Агент генерации создает тестовые программы на основе требований и использует обратную связь от тестов, успешно запустивших оптимизации.

  • LLM4CBI [134] — агент для изоляции ошибок компилятора путем генерации тестовых случаев с улучшенными возможностями обнаружения ошибок. Использует инструменты статического анализа для сбора информации о программе, генерирует варианты программы, проверяет их с помощью статического анализа и использует обратную связь для улучшения генерации тестов.

  • GPTDroid [139] — агент для GUI-тестирования мобильных приложений. Анализирует информацию о GUI, генерирует тестовые сценарии, выполняет их и получает обратную связь от приложения.

  • DroidAgent [144] — многоагентная система для GUI-тестирования мобильных приложений. Состоит из агентов планировщика, актора, наблюдателя и рефлектора, каждый из которых выполняет свою роль и использует модули памяти для долгосрочного планирования и взаимодействия с внешними инструментами.

  • AXNav [145] — многоагентная система для воспроизведения тестов доступности на мобильных приложениях. Состоит из агентов планировщика, агента действий и агента оценки, которые переводят инструкции по тестированию в исполняемые шаги, проводят тесты на iOS-устройстве в облаке и суммируют результаты тестов.

    LLM-агенты для тестирования кода
    LLM-агенты для тестирования кода

  • AdbGPT [15] — агент для автоматизации воспроизведения ошибок Android. Анализирует отчеты об ошибках, переводит сущности «Шаг к воспроизведению» (S2R) в последовательность действий для воспроизведения ошибки, анализирует состояния GUI и сопоставляет сущности S2R с фактическими событиями GUI.

  • XUAT-Copilot [148] — система для автоматизации приемочного тестирования. Состоит из агентов планирования действий, проверки состояния и выбора параметров, а также модулей осведомленности о состоянии и перезаписи сценариев.

  • RESTSpecIT [149] — система для автоматического вывода спецификаций RESTful API и проведения тестирования «черного ящика». Генерирует и мутирует HTTP-запросы, анализирует ответы API, использует валидные запросы для уточнения мутаций.

  • Fuzz4All [150] — универсальный фаззер на основе LLM для общего и целевого фаззинга на различных языках программирования. Состоит из агента дистилляции пользовательского ввода и агента генерации фаззингового ввода.

  • PentestGPT [151] — модульная среда для проведения пентеста. Включает модули логического вывода, генерации и анализа. Использует стратегию планирования «Дерево задач пентеста» и методы CoT для решения проблем потери контекста и неточной генерации инструкций.

4.4 Отладка

Отладка ПО обычно включает в себя две фазы: локализация ошибок и исправление программ. Техники локализации ошибок нацелены на выявление ошибочных элементов (например, некорректных операторов или методов) программы на основе симптомов ошибок (например, информации о сбое теста). Затем, основываясь на ошибочных элементах, выявленных на этапе локализации ошибок, техники исправления программ генерируют патчи для исправления ошибочного кода. Кроме того, недавние работы также предлагают унифицированную отладку, чтобы связать локализацию ошибок и исправление программ двунаправленным способом.

Процесс работы LLM при решении задачи отладки
Процесс работы LLM при решении задачи отладки

Локализация ошибок на основе машинного обучения широко изучалась еще до эпохи LLM. Обычно для этого обучались модели глубокого обучения, чтобы предсказать вероятность того, является ли каждый элемент кода ошибочным или нет. Однако точное определение ошибочного элемента в ПО является сложной задачей, учитывая большой масштаб программных систем, а также массивные и разнообразные сообщения об ошибках, которые часто выходят за рамки возможностей автономных моделей обучения, включая LLM.

Поэтому в последних работах создаются LLM-агенты, которые включают в себя мультиагентность и использование инструментов, чтобы помочь LLM справиться с этими проблемами.

LLM-агенты для отладки
LLM-агенты для отладки

  • AgentFL [160] — это мультиагентная система для локализации ошибок на уровне проекта. Основная идея AgentFL заключается в том, чтобы масштабировать локализацию ошибок на основе LLM до контекста кода уровня проекта за счет синергии нескольких агентов. Система состоит из четырех различных LLM-агентов: рецензента тестового кода, рецензента исходного кода, архитектора ПО и инженера по тестированию ПО.

  • RCAgent [162] — это мультиагентная система для анализа первопричин в промышленных облачных средах. RCAgent включает в себя два компонента: управляющий агент и экспертные агенты. Управляющий агент контролирует комплексный цикл «мысль-действие-наблюдение», в то время как экспертные агенты действуют для выполнения специализированных задач и могут использоваться управляющим агентом.

  • AUTOFL [163] — это одноагентная система, которая расширяет возможности автономных LLM за счет вызова инструментов (т.е. четырех специализированных вызовов функций) для лучшего изучения репозитория. Сначала он выполняет объяснение первопричины, вызывая инструменты для просмотра репозитория исходного кода на предмет соответствующей информации, требуя только один неудачный тест и его стек сбоев. На этом этапе он автономно решает, продолжать ли вызов функции или завершить работу с созданием объяснения первопричины. Затем используется этап постобработки, чтобы сопоставить выходные данные с точными элементами кода с целью локализации ошибки. Кроме того, AgentFL [160] и RCAgent [162] также включают вызов инструментов (например, статический анализ, динамическое инструментирование и навигацию по базе кода) в свою структуру.

LLM-агенты для отладки
LLM-агенты для отладки

  • ACFIX [174] — это мультиагентная система для исправления уязвимостей контроля доступа в смарт-контрактах. Специализируя LLM на различных ролях, ACFIX включает в себя идентификатор механизма контроля доступа на основе ролей (RBAC), идентификатор пары «роль-разрешение», генератор патчей и валидатор.

  • FlakyDoctor [175] — это агент для исправления ненадежных тестов. Он принимает во внимание результаты выполнения тестов и местоположение сбоев тестов. После этого система генерирует целевые исправления и тестирует их для проверки. Этот процесс является итеративным, с целью постоянного уточнения исправлений до тех пор, пока проблема ненадежности тестов не будет решена.

4.5 End-to-end разработка

Этот раздел посвящен LLM-агентам, которые способны выполнять полный цикл разработки программного обеспечения, например, создание игры «Змейка» с нуля. Благодаря высокой автономности и гибкости, достигаемым за счет синергии нескольких агентов, такие системы выходят за рамки отдельных этапов разработки и охватывают весь жизненный цикл ПО: от анализа требований до обеспечения качества.

Как и реальные команды разработчиков, LLM-агенты используют классические модели процесса разработки, такие как каскадная модель (waterfall model), инкрементальная модель, унифицированный процесс и гибкая разработка.

Модели процессов
Модели процессов

1. Каскадная модель

Большинство существующих систем LLM-агентов (например, AISD [191], LCG [194], ChatDev [186], CTC [197] и Self-Collaboration [4]) используют классическую каскадную модель. Она представляет собой линейный и последовательный рабочий процесс, разбивающий проект на отдельные фазы: анализ требований, проектирование, реализация кода, тестирование, развертывание и сопровождение. Завершение одной фазы знаменует переход к следующей без возможности возврата.

Некоторые агенты [4], [187], [191], [194] расширяют традиционную каскадную модель, добавляя итерации в определенные фазы для повышения качества. Например, результаты тестирования могут быть переданы обратно агенту-разработчику для доработки кода. MetaGPT [187] идет еще дальше, интегрируя каскадную модель со стандартизированными операционными процедурами, подобными человеческим, которые распределяют обязанности между ролями и стандартизируют промежуточные результаты, способствуя сотрудничеству.

cc05896cc11f566e4eb8d0a319b0612f.png

2. Гибкая разработка

Некоторые работы исследуют потенциал LLM-агентов в контексте гибкой разработки, включая разработку через тестирование и Scrum. TDD отдает приоритет написанию тестов перед написанием кода и поощряет цикл написания тестовых наборов, реализации кода для прохождения тестов и завершения рефлексивной фазой для улучшения. Scrum — это гибкая модель процесса разработки ПО, которая разбивает разработку на несколько спринтов, достигая создания сложных систем через итеративные обновления. Эксперименты на бенчмарках генерации кода на уровне функций показывают, что модель Scrum может достигать наилучших и наиболее стабильных результатов.

2. Специализация ролей в команде разработки

Подобно реальным командам, многоагентные системы для комплексной разработки ПО часто назначают разные роли для решения специализированных задач и взаимодействия на протяжении всего жизненного цикла. Роли в существующих агентах, как правило, проектируются путем моделирования реальных команд разработчиков или специализируются в соответствии с рабочим процессом.

Большинство сред комплексной разработки ПО моделируют реальные команды и назначают базовые роли, включая менеджеров (например, руководителей проектов или менеджеров по продукту), аналитиков требований, проектировщиков, разработчиков и специалистов по контролю качества (например, тестировщиков ПО или рецензентов кода), для охвата всего процесса разработки [4], [187], [191], [193], [194], [198].

В дополнение к этим общим ролям существуют специальные роли для решения узкоспециализированных задач. Например, роль Scrum-мастера также включается в задачи анализа требований и планирования для агентов с рабочим процессом Scrum [194], [198], роли генерального директора/технического директора также включаются в некоторых агентах для выполнения задачи проектирования [186], [197]. Кроме того, в некоторых агентах есть специальные роли супервизоров для обеспечения бесперебойного процесса совместной работы (например, координация или критика), такие как роли оракула в предыдущей работе [185] и наблюдатель действий в AutoAgents [189].

Вместо моделирования реальных команд разработчиков некоторые агенты делят роли в соответствии с рабочим процессом фреймворка агента. Например, CodeS [195] разделяет сложную задачу генерации кода на реализацию уровней репозитория, файлов и методов и устанавливает роли RepoSketcher, FileSketcher и SketchFiller. Co-Learning [190] и его последующая работа [196] абстрагируют процесс генерации кода в пары инструкция-ответ, устанавливая таким образом только роли инструктора и ассистента.

Агенты на основе LLM для end-to-end разработки
Агенты на основе LLM для end-to-end разработки

5. Анализ LLM-агентов для разработки

Основываясь на общей архитектуре LLM-агентов, этот раздел описывает парадигмы планирования, восприятия, памяти и действий в существующих агентах.

5.1. Планирование

Планирование — важный компонент для агентов, поскольку сложные задачи, такие как разработка и поддержка, требуют скоординированных действий множества агентов в течение нескольких итераций.

Стратегии планирования агентов на основе LLM
Стратегии планирования агентов на основе LLM

A. Один планировщик или несколько?

Планирование может осуществляться одним специализированным агентом [4, 61, 91, 98, 105, 144, 145, 183, 187, 191, 193] или быть обязанностью каждого агента [76, 82, 85, 86, 148, 162, 192]. Некоторые работы используют интерфейс вызова функций в GPT-3.5 или GPT-4, передавая задачу планирования высокопроизводительным моделям [82]. Однако, учитывая важность планирования, некоторые работы используют совместное планирование несколькими агентами для повышения точности и практичности планов [91, 186, 189, 195, 197, 198, 205].

B. Одноэтапное или многоэтапное планирование?

Базовая стратегия — создать полный план в начале и затем выполнять его поэтапно [4, 61, 82, 86, 91, 98, 105, 183, 186, 187, 191–193, 195, 197, 198, 205]. Многие агенты используют архитектуру, подобную ReAct [219], с многоэтапным планированием, где действия на следующем этапе определяются после получения обратной связи от предыдущего. Это позволяет динамически корректировать план и адаптироваться к изменяющимся условиям, например, при исправлении ошибок [76, 210], итеративной генерации кода [82, 85], тестировании мобильных приложений [144, 145, 148] и других задачах [162].

C. Планирование с одним или несколькими путями?

Большинство агентов используют планирование с одним путем, т.е. линейное выполнение задач [4, 61, 86, 105, 151, 186, 187, 191–195, 198, 205, 220]. Однако, агенты наследуют случайность от базовых LLM, что приводит к вариациям в декомпозиции задач. Некоторые подходы улучшают однопутевое планирование, используя обратную связь для динамического планирования следующего шага. Хотя эти стратегии остаются однопутевыми, они обеспечивают гибкость благодаря адаптации к прогрессу и результатам выполнения. Другой подход — многопутевое планирование, когда агенты генерируют или симулируют несколько планов и выбирают [76], переключаются [98] или объединяют [197] оптимальные пути для выполнения.

D. Представление плана

План может быть представлен в различных формах:

  • Естественный язык: Список процедурных шагов [4, 86, 91, 98, 105, 183] или функций для реализации [187, 191, 194, 198].

  • Полуструктурированный формат: AXNav [145] представляет список действий в формате JSON. Системы генерации кода могут выдавать каркас кода [61, 97, 192, 195] или исполняемый код [205].

  • Граф: Некоторые агенты моделируют план в виде графа для облегчения расширения и отслеживания путей выполнения [76, 88, 151].

5.2 Память

Память — ключевой механизм для хранения истории действий, наблюдений и рассуждений, позволяющий агентам поддерживать согласованность и решать сложные задачи. В разработке ПО сложные задачи разработки и поддержки требуют от агентов итеративных изменений, где промежуточная информация, такая как сгенерированный код и отчеты о тестировании, важна для целостности и непрерывности. Далее мы рассмотрим реализацию механизмов памяти с четырех точек зрения: продолжительность хранения, владение, формат и операции. На Рисунке ниже представлена таксономия компонентов памяти в существующих агентах.

Структура памяти у LLM-агентов
Структура памяти у LLM-агентов

A. Продолжительность хранения

  • Кратковременная память: Также известная как рабочая память [221], используется для поддержания траекторий текущей задачи и часто применяется при многоэтапном взаимодействии. Cуществуют следующие шаблоны кратковременной памяти:

    • Записи диалогов: Хранение истории диалогов между агентами в виде сводок [148, 189] или пар «инструкция-ответ» [186, 197, 198].

    • Записи «действие-наблюдение-критика»: Фокусируются на взаимодействии агента с окружающей средой, запоминая последовательности действий и наблюдений, а также критические замечания [144].

    • Промежуточные результаты: Хранение результатов предыдущих этапов для предотвращения переполнения памяти и избыточного влияния нерелевантной информации.

  • Долговременная память: Используется для запоминания ценного опыта прошлых задач, который может быть востребован при решении новых. Из-за большого объема данных используются методы дистилляции или хранение только ключевой информации:

    • Дистиллированная траектория: Сжатие полной траектории выполнения задачи с помощью методов, таких как суммирование [144, 187] и извлечение кратчайших путей [190, 196].

    • Избирательное хранение: Хранение только важных данных каждой задачи, например, конечных результатов [186, 189, 197, 198], выводов [62, 189] и пар «действие-наблюдение» [76, 144, 162].

B. Владение памятью

  • Индивидуальная память: Предназначена для ограниченной группы агентов и имеет четкие правила использования [62, 76, 88, 97, 98, 107, 139, 144, 148, 162, 186, 187, 189, 190, 196–198, 205].

  • Общая память: Доступна всем агентам и хранит записи их действий, служа динамическим центром обмена информацией [4, 57, 160, 187, 198].

C. Формат памяти

  • Естественные языки: Наиболее распространенный формат [4, 62, 139, 148, 186, 189, 194, 197, 198, 205], обеспечивающий гибкость и сохранность информации.

  • Языки программирования: Хранение сгенерированного кода для последующего использования [88, 97].

  • Структурированные сообщения: Организация памяти в виде списка сообщений с атрибутами, удобная для индексации, обработки и хранения метаданных [57, 107, 187].

  • Пары «ключ-значение»: Хранение информации во внешней памяти с ключами для запросов агентов [162, 190, 196].

  • Векторные представления: Встраивание памяти в вектор для поиска наиболее релевантного опыта [144].

  • Деревья: Использование деревьев или графов для запоминания, особенно в сценариях, требующих гибкого расширения или отслеживания путей [63, 76].

D. Операции с памятью

  • Запись в память: Включает предварительную обработку информации (например, дистилляцию [62, 107, 144, 148, 187, 190, 196, 205]) и обработку переполнения памяти.

  • Чтение из памяти: Получение необходимой информации из памяти с использованием различных критериев фильтрации ( давность [88, 139, 144, 148, 186, 187, 197, 198, 205], релевантность [88, 187, 198], схожесть [144, 190, 196]) и способов чтения ( рефлексия [189, 194], поиск [144, 190, 196], подписка [187, 198]).

5.3 Восприятие

Существующие LLM-агенты используют два основных типа восприятия: текстовое и визуальное.

Структура восприятия в LLM-агентах
Структура восприятия в LLM-агентах

A. Текстовое восприятие:

  • Входные данные на естественном языке: инструкции и дополнительная информация из среды.

  • Входные данные на языке программирования: контекст кода.

B. Визуальное восприятие:

Используется в задачах, связанных с изображениями, например, UML-диаграммами [187] или UI-страницами. В тестировании мобильных приложений визуальный ввод используется для определения кликабельных элементов на скриншотах [144, 145, 148]. Для обработки изображений агенты используют внешние модели компьютерного зрения, такие как SegLink++ [224] и ConvNeXts [225].

5.4 Компонент действия в агентах

В этом обсуждаются инструменты, используемые агентами на LLM для решения задач разработки. Эти инструменты расширяют возможности LLM за пределами обычного интерактивного диалога.

Структура компонентов действий в агентах на основе LLM для SE
Структура компонентов действий в агентах на основе LLM для SE

A. Инструменты поиска

Агенты используют инструменты поиска для извлечения информации, такой как документация или фрагменты кода.

  • A.1: Поиск в Интернете. Агенты [78], [96], [105], [153], [187], [193] используют поисковые системы, такие как Google, Bing, WikiSearch, для поиска информации на сайтах сообществ программистов и учебных ресурсах. Например, агенты [78], [81], [82], [188] используют DuckDuckgo [228] для поиска API. Paranjape1 et al. [102] используют SerpAPI [229] для извлечения сниппетов ответов или комбинирования первых двух результатов поиска.

  • A.2: Поиск в базе знаний. Агенты также могут искать информацию в собственной базе знаний, такой как пул памяти или репозиторий кода. Для этого используются методы сравнения на основе схожести (например, BM25 [78], [82] и плотные вложения текста [64], [77], [105], [110], [144], [151], [162], [190]) и строкового сопоставления [107], [171].

B. Работа с файлами

Агенты [113], [153], [171], [172], [207], [210] используют файловые операции, такие как команды оболочки (например, Linux shell) или утилиты кода (например, пакет os Python) для просмотра, добавления, удаления и редактирования файлов.

C. Работа с графическим интерфейсом

Для работы с ПО, имеющим графический интерфейс, агенты [15], [139], [145], [148] используют такие операции, как клики, ввод текста, прокрутка, смахивание, возврат и завершение. Для идентификации элементов интерфейса используются модели распознавания изображений и текста (например, SegLink++ [231], Screen Recognition [232] и ConvNeXts [233]), дампы (например, Android UIAutomator [147]) или анализ иерархии представлений интерфейса [15], [139]. Для тестирования используются виртуальные устройства Android (например, Genymotion [146], VirtualBox [140] и pyvbox [141]) и инструменты, такие как Android Debug Bridge [143].

D. Статический анализ программ

Инструменты статического анализа программ широко используются агентами для получения информации о коде (например, потоки данных и управления) для LLM.

  • D.1: Сбор статической информации. Агенты используют статический анализ для сбора информации о программе, такой как абстрактные синтаксические деревья (AST) [15], [77], [82], [88], [89], [107], [125], [126], [198], [206], [210], [226], графы потока управления (CFG) [75], [134], графы вызовов (CG) [125], [226], графы потока данных (DFG) [113], [134], графы зависимостей кода (CDG) [88], [198] и токены автодополнения кода [77], [88], [89], [227].

  • D.2: Проверка качества кода. Инструменты статического анализа также используются для проверки синтаксиса [77], [84], [197], форматирования кода [82], [192], сложности кода [134], уязвимостей [134], [174] и спецификаций [226].

E. Динамический анализ

Агенты используют динамический анализ для сбора информации о времени выполнения, такой как трассировка вызовов методов, значения переменных во время выполнения и охват кода тестами.

  • Трассировка вызовов методов. AgentFL [160] использует пакет java.lang.instrument [240] для записи трассировки вызовов методов.

  • Значения переменных во время выполнения. Некоторые агенты [75], [172] имитируют отладку для установки точек останова и получения значений переменных.

  • Охват кода тестами. Информация об охвате кода тестами используется агентами [125], [126], [134] для оценки качества тестов.

F. Инструменты тестирования

  • F.1: Проверка тестов. Агенты [62]–[67], [71]–[74], [79], [81]–[85], [87], [91], [92], [94], [95], [97], [98], [102], [122], [123], [125], [128], [133], [153], [159], [171], [172], [175], [187], [188], [191], [194], [198], [206], [210], [230] используют фреймворки для запуска тестов, такие как PyTest, unittest и JUnit, для выявления ошибок и сбоев.

  • F.2: Инструменты генерации тестов. Традиционные инструменты генерации тестов, такие как Pynguin [241], используются агентами [125] для создания набора модульных тестов.

  • F.3: Мутационное тестирование. Инструменты мутационного тестирования, такие как MutPy [242], используются агентами [127] для оценки качества тестов.

G. Инструменты локализации дефектов

Агенты [171], [206] могут использовать традиционные методы локализации дефектов, такие как GZoltar [243], для определения подозрительных элементов кода.

H. Системы управления версиями

Агенты, работающие с целыми репозиториями, используют системы управления версиями, такие как Git. Например, RepoAgent [227] использует Git для отслеживания изменений в коде и синхронизации документации.

5.5 Многоагентные системы

Более половины (52.8%) существующих агентов для разработки представляют собой многоагентные системы. Такие системы получают преимущество за счет разделения ролей и координации между агентами, что позволяет эффективно решать сложные задачи, особенно те, которые охватывают несколько этапов разработки.

Структура ролей агентов в многоагентных системах на основе LLM для SE
Структура ролей агентов в многоагентных системах на основе LLM для SE

1. Роли агентов

В многоагентной системе каждому агенту, как правило, назначается специализированная роль, предназначенная для решения конкретных задач. Рассмотрим наиболее распространенные роли:

A. Управляющие роли (Manager Roles)

  • A.1 Декомпозиция задач: Разбивают проект на управляемые подзадачи и составляют план для разработчиков и тестировщиков [98, 144, 145, 162, 193, 196, 198, 205].

  • A.2 Принятие решений: Координируют взаимодействие в команде и предоставляют рекомендации по выполнению задач.

  • A.3 Организация команды: Формируют состав команды агентов, выбирая роли для оптимального решения задач проекта.

B. Анализ требований (Requirement Analyzing Roles)

Анализируют требования к программному обеспечению, преобразуя идеи пользователей в структурированный формат.

C. Проектирование (Designer Roles)

  • C.1 Архитектура ПО: Разрабатывают высокоуровневую структуру программного обеспечения.

  • C.2 Дизайн UI/UX: Создают визуальные и интерактивные аспекты пользовательского интерфейса.

D. Разработка (Developer Roles)

Создают и совершенствуют код на различных уровнях (от функций до файлов и проектов).

E. Обеспечение качества ПО (Software Quality Assurance Roles)

  • E.1 Ревью кода: Выявляют потенциальные проблемы качества кода путем статического анализа.

  • E.2 Тестирование: Пишут тесты и генерируют тестовые сценарии.

  • E.3 Отладка: Анализируют отчеты о тестировании, воспроизводят ошибки и исправляют код.

F. Вспомогательные роли (Assistant Roles)

Оказывают помощь другим агентам, например, предоставляют информацию об архитектуре проекта или преобразуют ответы на естественном языке в формализованные отчеты об ошибках.

2. Механизмы коллаборации

В мультиагентных системах для разработки ПО (SE) эффективность напрямую зависит от механизма взаимодействия агентов. Выделяют четыре основных типа структур: слоистая, кольцевая, древовидная и звездообразная (рисунок ниже).

Механизм коллаборации в мультиагентных системах
Механизм коллаборации в мультиагентных системах

A. Слоистая структура. Задача разбивается на подзадачи, каждая из которых поручается отдельному агенту или группе агентов. Взаимодействие происходит последовательно: агенты получают данные от предыдущего уровня и передают результаты на следующий. Примеры: [105], [133], [160], [183], [191], [206]. Возможны вариации: агенты могут ссылаться на данные не только от соседних уровней [98], [187], [195], подзадачи могут решаться группами агентов [57], [91] или диалогом между двумя агентами с разными ролями [119], [186], [197]. Некоторые системы, например, LCG [194] и AgileCoder [198], задействуют еще больше агентов на одном уровне. В GPTLENS [104] несколько агентов-аудиторов независимо ищут уязвимости, а затем их результаты объединяются. В [69] используется механизм голосования, а DyLAN [70] представляет собой многослойную нейросеть.

B. Кольцевая структура. Основана на многоэтапных диалогах или механизмах обратной связи для итеративного улучшения результатов. Может включать два или более агента.

B.1: Две роли. В некоторых системах [63], [66], [67], [95], [174] реализован цикл «генерация-валидация», где один агент генерирует код, а другой проверяет его и предлагает улучшения. Например, INTERVENOR [65] использует «ученика» для генерации кода и «учителя» для его корректировки. Другие системы [68], [111], [190] используют диалог двух агентов для достижения общей цели, например, тестировщик и разработчик в [111] или «инструктор» и «ассистент» в [68], [190].

B.2: Несколько ролей. При увеличении числа агентов цикл становится более гибким. Например, в [62], [145], [193] задачи разделяются между несколькими агентами. DroidAgent [144] встраивает внутренний цикл между «актером» и «наблюдателем» в общий цикл между «планировщиком» и «аналитиком».

C. Древовидная структура. В отличие от слоистой структуры, агенты одного уровня не взаимодействуют друг с другом, а фокусируются на своих задачах. Например, SoA [97] динамически создает новых агентов для генерации кода, формируя древовидную структуру. В MASAI [210] тесты и патчи генерируются параллельно, а затем лучший вариант выбирается ранжировщиком.

D. Звездообразная структура. Центральный агент координирует работу остальных. Например, в RCAgent [162] контроллер вызывает экспертов-агентов по мере необходимости. В AutoGen [64] «командир» взаимодействует с «писателем» (генерация кода) и «охранником» (безопасность). В XUATCopilot [148] операционный агент получает данные от агента проверки и вызывает агента выбора параметров для планирования действий.

3. Взаимодействие человека и агента

Несмотря на стремление к максимальной автоматизации, исследования [183], [191] показывают, что LLM-агенты сталкиваются с трудностями. Поэтому некоторые системы внедряют участие человека на разных этапах: планирование, требования, разработка и оценка (рисунок ниже).

Схема взаимодействия человека и агента
Схема взаимодействия человека и агента

A. Планирование. LLM-платформа позволяет выбирать предопределенные действия для изменения сгенерированных сценариев. AISD [191] и LLM4PLC [192] дают возможность проверить и скорректировать дизайн системы, но это требует определенных навыков.

B. Требования. Нечеткие формулировки требований могут привести к несоответствию результата ожиданиям. Поэтому часто используются механизмы уточнения требований, например, диалоговые системы ClarifyGPT [94] и CodeAct [85], обратная связь в Sapper IDE [184] и MARE [57], оценка и корректировка use-кейсов в AISD [191]. HARA [245] генерирует краткое описание требований для экспертной оценки.

C. Разработка. Человек может направлять агентов, предлагать решения и помогать в случае ошибок. Flows [91] использует решения, созданные человеком, для генерации более качественного кода. AutoGen [64] и LLM4PLC [192] позволяют пользователям вносить коррективы в процесс. CodeS [195] строит репозиторий из трех частей, позволяя редактировать каждую из них.

D. Оценка. Человек проверяет результаты работы агентов, например, проводит ручное тестирование в AISD [191] и Prompt Sapper [184], чтобы убедиться в соответствие требованиям. ART [102] позволяет пользователям улучшать работу агентов, корректируя библиотеки задач и инструментов.

6. Перспективы исследования

  • Оценка агентов: Необходимо разработать более совершенные методы оценки агентов, выходящие за рамки простого измерения успешности выполнения задач. Важно анализировать промежуточные этапы работы агента, чтобы понимать причины его ошибок. Также нужно учитывать такие аспекты, как надежность, безопасность и этичность, а не только эффективность. Необходимо оценивать стоимость использования агентов, включая затраты на вызовы LLM, обработку данных и время работы.

  • Тестирование: Существующие бенчмарки для оценки агентов часто не отражают сложность реальных задач. Необходимо создавать более реалистичные бенчмарки, которые учитывают комплексный характер разработки ПО.

  • Взаимодействие человека и агента: Разработка ПО — это творческий процесс, поэтому важно обеспечить согласованность действий агентов с намерениями разработчиков. Необходимо исследовать способы более глубокой интеграции человека в жизненный цикл разработки ПО, управляемой агентами. Важно разработать удобные интерфейсы для взаимодействия человека и агента, которые позволят эффективно представлять информацию и получать обратную связь.

  • Многомодальность: Большинство агентов используют только текст или изображения. Необходимо исследовать потенциал других модальностей восприятия, таких как голос или жесты, для повышения гибкости и доступности агентов.

  • Новые задачи: LLM-агенты могут быть применены к большему числу задач разработки ПО, которые пока остаются малоизученными. Например, это задачи проектирования, верификации и поддержки функциональности.

  • Обучение LLM: Для решения сложных задач требуются LLM, обученные не только на коде, но и на других данных, отражающих весь жизненный цикл разработки ПО, таких как документация, обсуждения разработчиков, история изменений кода и информация о времени выполнения.

  • Экспертиза в области разработки ПО: Важно интегрировать в агентов знания и опыт, накопленные в области разработки ПО. Например, можно использовать существующие инструменты и методы разработки ПО в качестве компонентов агентов. Знание предметной области может помочь в управлении рабочими процессами агентов.

7. Итоги

LLM-агенты обладают большим потенциалом для автоматизации и улучшения процессов разработки ПО. Однако для их успешного применения необходимо решить ряд задач, связанных с оценкой, тестированием, взаимодействием с человеком, использованием различных модальностей восприятия, обучением LLM и интеграцией экспертизы в области разработки ПО.

Ссылки на референсы в исследовании можно также найти здесь.

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  • 12.09.25 13:11 grace

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  • 12.09.25 15:06 michaeldavenport218

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  • 14.09.25 00:54 robertalfred175

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  • 14.09.25 00:54 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

  • 14.09.25 02:37 luciajessy3

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  • 14.09.25 12:44 robertalfred175

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  • 14.09.25 12:44 robertalfred175

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  • 14.09.25 15:13 estherfords

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  • 14.09.25 17:48 robertalfred175

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  • 14.09.25 17:48 robertalfred175

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  • 14.09.25 20:49 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 22:16 Berrysmith

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  • 15.09.25 12:49 robertalfred175

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  • 15.09.25 12:49 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

  • 15.09.25 12:49 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

  • 16.09.25 12:25 aliceforemanlaw

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  • 16.09.25 12:26 aliceforemanlaw

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  • 16.09.25 13:25 marcushenderson624

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  • 16.09.25 13:25 marcushenderson624

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  • 17.09.25 02:56 peju1213

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  • 17.09.25 11:16 [email protected]

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  • 17.09.25 23:50 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

  • 17.09.25 23:50 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

  • 17.09.25 23:50 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

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 12:22 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

  • 18.09.25 12:22 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

  • 18.09.25 13:04 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 16:46 carolinehudso83

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  • 19.09.25 00:54 frank2025

    Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 15:27 tonykith01477

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 19.09.25 17:12 wendytaylor015

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

  • 19.09.25 17:12 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

  • 20.09.25 15:05 faithlawrence

    I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.

  • 20.09.25 15:53 blessing1198

    It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].

  • 21.09.25 12:05 star1121

    Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:54 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

  • 23.09.25 14:45 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 23.09.25 19:27 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 23.09.25 22:38 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 12:22 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 19:08 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:50 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:55 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 20:52 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

  • 24.09.25 20:52 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

  • 26.09.25 12:29 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 26.09.25 15:42 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

  • 26.09.25 15:42 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

  • 26.09.25 16:40 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 16:40 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 19:08 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 26.09.25 19:53 carolinehudso83

    You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 26.09.25 22:25 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 22:59 elizabethrush89

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

  • 26.09.25 22:59 elizabethrush89

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

  • 27.09.25 03:07 Angela_Moore

    I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.

  • 28.09.25 00:42 Anitastar

    Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 28.09.25 01:48 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

  • 28.09.25 01:48 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

  • 28.09.25 01:49 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

  • 13:47 thomassankara

    USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.

  • 16:32 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

  • 16:32 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

  • 19:46 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( recoveryfundprovider@gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 21:06 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

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