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ИИ в тестировании ПО: возможности, ограничения, эксперименты и практический опыт

Вот уже пару лет чат-боты, основанные на больших языковых моделях, «гремят» на весь интернет. Поражают своими возможностями и делают то, о чем около 15 лет назад можно было услышать только в фантастических сюжетах. При этом важно что, сейчас Large Language Model (LLM) дошли до широкого круга потребителей и все могут их увидеть и протестировать. В связи с этим возникают дискуссии, размышления, статьи-прогнозы на тему того, как искусственный интеллект (ИИ) изменит рынок труда, кого заменят, сократят, а кто останется и т.д. Профессия QA и процессы тестирования тоже не остались без подобных рассуждений.

Привет, Хабр! Меня зовут Андрей, я QA-специалист в компании SimbirSoft. В этой статье хочу поделиться опытом и впечатлениями моих коллег в использовании ИИ для рабочих задач.

Содержание статьи:

Введение

Применение ИИ в анализе ТЗ и создании тестов

Анализ ошибок и локализация багов

Создание отчетности о тестировании

ИИ в автоматизации тестирования (написании автотестов)

Заключение

Если сильно упростить работу QA, то получится следующее:

  • Анализ требований (ТЗ) и создание тестов

  • Выполнение тестирования

  • Локализация багов

  • Отчетность о тестировании

  • Работы по автоматизации тестирования

Мы не будем рассматривать пункт «Выполнение тестирования» в его прямой формулировке, поскольку выполнить тесты можно автоматизированным или ручным способом. Написанию автотестов посвятим отдельный блок, а по ИИ-инструментам, которые заменяют ручное тестирование консистентных результатов, пока опыта не набралось :)

Таким образом, можно выделить следующие сферы, в которых рассмотрим применение ИИ:

  • Анализ ТЗ и написание тестовой документации

  • Анализ ошибок и локализация багов

  • Создание отчетности о тестировании

  • ИИ в автоматизации тестирования (написании автотестов)

Перед началом основной части статьи хочется обозначить некоторые моменты:

  • В данном материале понятия «ИИ», «Нейросеть», «LLM», «Языковая модель», «GPT», «бот» и т.д. предлагаю считать синонимами. Да, это не совсем корректно, но это и не научная статья, а скорее обзорная :)

  • Механики обучения, работы, формирования ответа ИИ рассматривать подробно и отдельно не будем, так как на эту тему уже есть много отличных материалов.

  • Практический опыт будет представлен в виде работы с «собирательным образом» ИИ, но с учетом того, какой именно GPT-бот применялся.

Применение ИИ в анализе ТЗ и создании тестов

Начнем с классики – того, что считается одной из трудоемких работ QA-специалиста — написание тестовой документации (ТД). Что нужно, чтобы создать тесты? Прочитать требования (ТЗ). Писать тестовую документацию долго и трудно, особенно, если это тест-кейсы, а не чек-листы. Чем сложнее и объемнее функционал, тем объемнее нужна документация. Поэтому от ее создания часто отказываются или сильно сокращают этот этап. И часто впоследствии возникают проблемы, связанные с падением качества ПО — общеизвестный факт в профессиональной среде QA.

Но писать ТД надо. Правильная тестовая документация приносит больше пользы, чем издержек. В конце концов, тестирование ПО — та же программа и методика испытаний (ПМИ), только в IT, а любая ПМИ предполагает список проверок, а также порядок их проведения.

Итак, мы определили, что писать тестовую документацию все же придется. Здесь напрашивается очевидное решение — отправить в нейросеть ТЗ и попросить написать тест-кейсы (или чек-листы).

Вот как описывает свой опыт Ирина, QA-специалист SimbirSoft:

Было необходимо очень быстро написать чек-листы и тест-кейсы на всю функциональность, поскольку предыдущий тестировщик этим не занимался. Чтобы ускорить процесс, я отправляла ТЗ частями и писала свой запрос ИИ. В итоге тестовая документация получалась очень скудной и «джуновской», никакую конкретику чат не дал. Все равно пришлось все руками писать.

Не так давно узнала, что есть отдельная профессия – промт-инженер, которые, по сути, такие же тестировщики, которые тестируют ИИ и обучают их верно распознавать входящий текст, обрабатывать и выдавать результат.

Если очень кратко, то в моем случае нужно было написать следующее: «Ты тестировщик бэкенда с опытом работы 5 лет, тебе необходимо сделать то и то. Если будут уточняющие вопросы, задавай». Так чат должен был понять, какого уровня ему выдавать ответы.

Кроме того, я использовала чат для написания мок-заглушек на Groovy. Ни одна заглушка без ошибок не прошла. Более того, она была составлена некорректно.

Я пробовала задать чату вопросы, на которые заранее знала ответ, понимая, что он не всегда отвечает со 100% точностью. Поэтому, на мой взгляд, он еще не настолько хорош в доступных версиях, чтобы его использовать в работе по вопросам, в которых сам кое-как разбираешься.

Сразу следует уточнить важное: отправлять в GPT-боты ТЗ, код и другие реальные артефакты строго не рекомендуется, поскольку, во-первых, таким образом, вы 100% нарушаете NDA, во-вторых, снижаете безопасность проекта (закрытая информация утекает во внешние системы).

Исходя из выводов Ирины выше — ответ бота по документации оказался неудовлетворительным, требующим серьезных доработок. Однако, я считаю, что главным препятствием для дальнейшего использования такого ответа является вопрос безопасности.

Но есть другой вариант — попросить нейросеть написать проверки для некой абстрактной страницы, формы, сущности.

Вот что получалось с разной периодичностью обращения к Chat GPT:

Запрос пользователя:

Напиши 3 тест-кейса для проверки формы регистрации

Ответ чата GPT:

Тест кейсы для формы регистрации:

1. Проверка обязательных полей:

* Описание: Проверить, что форма не позволяет отправить данные без заполнения обязательных полей (например, имя, пароль, email).

* Шаги:

1. Открыть форму регистрации.

2. Оставить одно или несколько обязательных полей пустыми.

3. Попытаться отправить форму.

4. Проверить, выводится ли сообщение об ошибке, указывающее на незаполненные обязательные поля.

* Ожидаемый результат: Форма не должна быть отправлена, и должно быть выведено сообщение об ошибке, указывающее на незаполненные обязательные поля.

2. Проверка валидации email:

* Описание: Проверить, что форма валидирует email адрес пользователя, чтобы он был в правильном формате.

* Шаги:

1. Открыть форму регистрации.

2. В поле email ввести некорректный адрес, например, без символа "@" или с неправильным доменом.

3. Попытаться отправить форму.

4. Проверить, выводится ли сообщение об ошибке, указывающее на некорректный формат email.

* Ожидаемый результат: Форма не должна быть отправлена, и должно быть выведено сообщение об ошибке, указывающее на некорректный формат email.

3. Проверка пароля на соответствие требованиям:

* Описание: Проверить, что форма валидирует пароль пользователя, чтобы он соответствовал установленным требованиям (например, минимальная длина, наличие цифр и специальных символов).

* Шаги:

1. Открыть форму регистрации.

2. В поле пароль ввести пароль, не соответствующий требованиям (например, слишком короткий, без цифр).

3. Попытаться отправить форму.

4. Проверить, выводится ли сообщение об ошибке, указывающее на несоответствие пароля требованиям.

* Ожидаемый результат: Форма не должна быть отправлена, и должно быть выведено сообщение об ошибке, указывающее на несоответствие пароля требованиям.

Все адекватно — классические проверки начала тестирования.

Что если попросить написать более сложные кейсы?

Запрос пользователя:

Напиши 3 более сложных тест-кейса для проверки формы регистрации

Ответ чата GPT:

Более сложные тест кейсы для проверки формы регистрации:

1. Проверка обработки ошибок при невалидных данных:

* Описание: Проверить, как форма реагирует на ввод невалидных данных, например, очень длинных строк, символов, не относящихся к языку ввода, и др.

* Шаги:

1. Открыть форму регистрации.

2. Ввести невалидные данные в различные поля формы, например:

* В поле "Имя" - ввести очень длинную строку, символы не из латиницы или кириллицы, специальные символы.

* В поле "Email" - ввести адрес с некорректным форматом или несуществующим доменом.

* В поле "Пароль" - ввести очень короткий пароль, пароль без цифр, пароль без специальных символов, пароль с одинаковыми символами.

3. Попытаться отправить форму.

4. Проверить, выводится ли сообщение об ошибке, корректно ли оно сформулировано и указывают ли ошибки на конкретную проблему в введенных данных.

5. Проверить, что форма не отправляется с невалидными данными и остается в том же состоянии, что и до отправки (например, не перенаправляется на другую страницу).

* Ожидаемый результат:

* Форма не должна быть отправлена с невалидными данными.

* Должно быть выведено сообщение об ошибке, которое ясно и понятно указывают на проблему с введенными данными (например, "Пожалуйста, введите корректный email адрес", "Пароль должен быть не менее 8 символов", "Имя может содержать только буквы и цифры").

* Форма должна оставаться в том же состоянии, что и до отправки (например, не перенаправляется на другую страницу).

2. Проверка работы формы при ограниченном подключении к Интернету:

* Описание: Проверить, как форма работает, когда интернет-соединение ограничено или отсутствует.

* Шаги:

1. Открыть форму регистрации.

2. Искусственно ограничить или отключить интернет-соединение.

3. Заполнить форму валидными данными.

4. Попытаться отправить форму.

5. Проверить, выводится ли сообщение об ошибке, связанное с отсутствием интернет-соединения.

6. Восстановить интернет-соединение.

7. Повторить попытку отправки формы.

8. Проверить, отправляются ли данные на сервер после восстановления интернет-соединения.

* Ожидаемый результат:

* При отсутствии интернет-соединения форма не должна быть отправлена.

* Должно быть выведено сообщение об ошибке, связанное с отсутствием интернет-соединения.

* После восстановления интернет-соединения форма должна быть отправлена на сервер.

3. Проверка безопасности форм при атаках XSS:

* Описание: Проверить, что форма защищена от атак XSS (Cross-Site Scripting), которые могут быть использованы для инъекции вредоносного кода на сайт.

* Шаги:

1. Изучить документацию по безопасности приложений, чтобы понять, как XSS атаки работают и как защититься от них.

2. Использовать инструменты для тестирования на уязвимости XSS (например, Burp Suite, OWASP Zap).

3. Попытаться ввести вредоносный код в форму регистрации через различные поля.

4. Проверить, как форма реагирует на ввод вредоносного кода (например, блокирует его, предотвращает его исполнение).

* Ожидаемый результат:

* Форма должна быть защищена от атак XSS.

* Вредоносный код не должен быть исполнен и не должен влиять на работу сайта.

Важно: Для тестирования на уязвимость XSS необходимо иметь достаточно знаний в области безопасности приложений и использовать специализированные инструменты.

Хорошие ответы :)

А если еще усложнить задачу?

Запрос пользователя :

Напиши 1 сложный тест-кейс для проверки формы регистрации

Ответ чата GPT:

Тест кейс: Проверка устойчивости формы регистрации к атаке SQL-инъекции

Описание: Проверить, что форма регистрации защищена от атак SQL-инъекции, которые могут быть использованы для несанкционированного доступа к базе данных.

Шаги:

1. Изучение:

* Просмотреть документацию по безопасности приложений, чтобы понять, как атаки SQL-инъекции работают и как защититься от них.

* Изучить основные методы предотвращения SQL-инъекций, такие как валидация ввода, использование prepared statements, и escape-символов.

2. Подготовка:

* Выбрать инструмент для тестирования на уязвимость SQL-инъекции (например, Burp Suite, OWASP Zap, SQLMap).

* Изучить структуру базы данных и поля, используемые в форме регистрации.

3. Проведение теста:

* Ввести специальные символы и SQL-команды в разные поля формы регистрации (например, имя, email, пароль) с целью изменить запрос к базе данных.

* Использовать инструменты для анализа ответа сервера и проверки на присутствие в нем данных из базы данных (например, имена других пользователей, пароли, конфиденциальная информация).

* Проверить логи сервера на присутствие подозрительных запросов к базе данных.

4. Анализ результатов:

* Оценить уязвимость формы регистрации к атаке SQL-инъекции.

* Определить причины уязвимости (например, отсутствие валидации ввода, использование неподготовленных запросов).

* Предложить решения для устранения уязвимости (например, внедрить валидацию ввода, перейти к использованию prepared statements).

Ожидаемый результат:

* Форма регистрации должна быть защищена от атак SQL-инъекции.

* Сервер не должен отвечать на вредоносные запросы к базе данных.

* В логи сервера не должны попадать подозрительные запросы к базе данных.

Дополнительные заметки:

* Тестирование на уязвимость SQL-инъекции должно проводиться опытной командой разработчиков, имеющей знание о безопасности приложений и баз данных.

* Не рекомендуется проводить такие тесты на живом сервере, так как это может привести к непредвиденным последствиям.

* Тестирование на уязвимость SQL-инъекции должно быть интегрировано в процесс разработки и регулярно проводиться для обеспечения безопасности приложения.

Важно: Тестирование на SQL-инъекцию требует значительных знаний в области безопасности приложений и должно проводиться опытной командой разработчиков.

Предложения Chat GPT по тест-кейсам получились хорошие и адекватные. И в целом нейросети с данной задачей справляются неплохо, но следует отметить несколько моментов:

  • Во всех примерах даны только негативные проверки, хотя в первую очередь должны проверяться позитивные сценарии. Для улучшения тестового покрытия в промте стоит указать создавать позитивные и негативные проверки.

  • Сгенерированные «сложные кейсы» не направлены на проверку редких кейсов и неочевидных логик, а просто требуют больших хардскилов для выполнения. Тут без специфики конкретного ТЗ не обойтись. Кейсы со сложной логикой придется делать самостоятельно.

  • Возможный разрыв между предложением нейросети и уровнем тестировщика. Проблема в следующем: если тестировщик сам не в состоянии накидать проверки, сможет ли он их провести?

Однако в процессе создания тестовой документации есть одна задача, с которой ИИ справляется на отлично — это генерация тестовых данных. Дайте чат-боту шаблон в любом формате и попросите сгенерировать по нему сущностей — в ответ получите десятки готовых вариантов.

Запрос пользователя:

Сгенерируй 5 JSON-объектов, содержащих информацию о пользователях, используя шаблон.

Шаблон - {

"id": 0,

"username": "string",

"firstName": "string",

"lastName": "string",

"email": "string",

"phone": "string",

"userStatus": 0

}

Ответ:

Вот пример реализации для создания пяти JSON-объектов пользователей, используя предоставленный вами шаблон:

[

{

"id": 1,

"username": "JohnDoe",

"firstName": "John",

"lastName": "Doe",

"email": "[email protected]",

"phone": "+1 425-678-9012",

"userStatus": 1

},

{

"id": 2,

"username": "JaneSmith",

"firstName": "Jane",

"lastName": "Smith",

"email": "[email protected]",

"phone": "+1 206-789-1011",

"userStatus": 1

},

{

"id": 3,

"username": "SamWashington",

"firstName": "Sam",

"lastName": "Washington",

"email": "[email protected]",

"phone": "+1 987-654-3210",

"userStatus": 1

},

{

"id": 4,

"username": "AliceGreen",

"firstName": "Alice",

"lastName": "Green",

"email": "[email protected]",

"phone": "+1 123-456-7890",

"userStatus": 1

},

{

"id": 5,

"username": "BobWhite",

"firstName": "Bob",

"lastName": "White",

"email": "[email protected]",

"phone": "+1 098-765-4321",

"userStatus": 1

}

]

Можно также попросить бота превратить все это в Insert-скрипт:

Запрос пользователя:

Теперь напиши INSERT SQL-скрипт, который вставит сгенерированные тобой объекты в таблицу с именем TABLE_1.

Ответ:

Для вставки сгенерированных JSON объектов в таблицу с именем TABLE_1 вам потребуется подготовить SQL скрипт. Предполагаем, что у вас есть столбцы, соответствующие каждому полю в JSON объекте. Ниже приведен пример SQL скрипта, который вставляет пять объектов в таблицу TABLE_1:

INSERT INTO TABLE_1(id, username, firstName, lastName, email, phone, userStatus) VALUES (1, 'JohnDoe', 'John', 'Doe', '[email protected]', '+1 425-678-9012', 1), (2, 'JaneSmith', 'Jane', 'Smith', '[email protected]', '+1 206-789-1011', 1), (3, 'SamWashington', 'Sam', 'Washington', '[email protected]', '+1 987-654-3210', 1), (4, 'AliceGreen', 'Alice', 'Green', '[email protected]', '+1 123-456-7890', 1), (5, 'BobWhite', 'Bob', 'White', '[email protected]', '+1 098-765-4321', 1);

Этот скрипт вставляет каждый объект в строку таблицы. Обратите внимание, что вам нужно будет адаптировать этот скрипт под вашу конкретную базу данных и структуру таблицы.

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Кроме этого, можно генерировать тесты-заглушки (рыба-тексты), изображения с различными сюжетами и в любом стиле и т.д. Так благодаря нейросетям данные для тестов и демо стали максимально приближенными к реальным.

Анализ ошибок и локализация багов

С созданием ТД с помощью ИИ мы разобрались. Проведение тестирования мы пропустили по причинам, которые объяснялись в вводной части. Переходим к следующему этапу работы QA – локализации дефектов. Это нетривиальный процесс и часто не быстрый, а так хочется отправить в нейросеть “error message” и попросить найти причину. Для начала проверим, может ли ИИ локализовывать логически.

Для этого дадим одну из стандартных задач собеседований:

Запрос пользователя:

В веб интерфейсе программы есть страница с формой создания пользователя и страница со списком пользователей. в форме создания пользователя есть три поля «Имя», «Фамилия», «Отчество». При создании мы ввели в каждое поле валидные данные и отправили форму. На странице со списком пользователей у созданного пользователя отчество отображается не целиком, а только первые 5 символов. Это баг – должно быть целое отчество.

Предложи варианты локализации этого бага учитывая клиент-серверную сущность приложения.

Ответ:

Баги, подобные этому, могут возникать как на стороне клиента (веб-интерфейс), так и на стороне сервера (логика приложения). Вот несколько возможных вариантов локализации проблемы:

Варианты локализации бага:

Вариант 1: Ограничение длины строки на стороне сервера

Ошибка может заключаться в том, что на стороне сервера ограничена длина строки для поля Отчество. Например, на сервере могут быть установлены ограничения на максимальную длину строк при записи данных в базу данных или при передаче данных между клиентом и сервером.

Вариант 2: Проблема с фронтендом

Возможно, проблема связана с тем, как фронтенд отображает данные. Если используется шаблонный язык типа React или Vue, то возможно, что в компоненте, отвечающем за вывод списка пользователей, имеется ошибка в шаблоне. Проверьте код, отвечающий за вывод списка пользователей, и убедитесь, что он корректно обрабатывает все возможные значения и правильно показывает их на экране.

Вариант 3: Ошибка на уровне базы данных

Серверная часть приложения может записывать в базу данных только первые пять символов отчества вместо всего отчества. Это может происходить из-за неверной конфигурации базы данных или проблем с индексами. Проверьте, нет ли ограничений на длину столбца в базе данных и как он отображается в модели данных на сервере.

Вариант 4: Проблемы с передачей данных между клиентом и сервером

При обмене данными между клиентом и сервером может возникнуть ошибка, которая приводит к тому, что сервер получает неполные данные. Убедитесь, что все данные корректно отправляются и принимаются на сервере.

Пошаговый план действий:

Анализ формы:

Убедитесь, что форма создания пользователя правильно принимает и передает данные. Используйте инструменты разработчика браузера для проверки сетевого трафика и структуры HTTP-запросов.

Работа с базой данных:

Проверьте структуру таблицы в базе данных, где хранятся пользователи. Убедитесь, что столбец Отчество допускает достаточно большую длину строки.

Контроль серверной логики:

Проанализируйте обработку данных на сервере. Убедитесь, что весь объем переданных данных сохраняется без сокращений.

Тестирование фронтенда:

Запустите автоматические тесты для страницы со списком пользователей. Они помогут выявить возможные ошибки в рендеринге данных.

Обновление кода:

Обновите соответствующую часть кода фронтенда и серверной части, чтобы устранить проблему с отображением отчества.

Подведение итогов

Для полной локализации проблемы необходимо провести комплексный анализ всех компонентов системы – от фронтенда до бэкенда и базы данных. Проверьте каждый шаг процесса передачи и обработки данных, чтобы найти источник ошибки и исправить его.

Довольно неплохо — предложения хорошие. Здесь стоит отвлечься и сказать, что соискатели до уровня мидл- в среднем отвечают на этот вопрос хуже в половине случаев. Какой-то из пунктов могут пропустить либо из-за очевидности, либо потому что не знают. У нейросети есть важное преимущество — очевидное она не пропускает.

А как ИИ справляется с анализом error message, стек-трейсов и т.д.? Это может быть очень полезно, потому что часто стек-трейсы очень длинные, а корневая причина скрыта где-то внутри них. Вот пример анализа стек-трейса на 32 000 символов:

a04412d1cbec32be5fc9a1474bb0d2d4.jpgb02406360b2add3db0b7778e9d8f5c20.jpg

Хороший результат, однако данный пример довольно простой — указание ошибки уже в нем было. Кроме того, в диалоговое окно поместилось только 3200 знаков, при том что полный стек-трейс содержит 32 000.

Продолжаем анализировать логи, после чего выявим несколько следствий:

  • Чем меньше в стек-трейсе явных указаний на ошибку, тем более общий неконкретный и бесполезный ответ даст нейросеть.

  • Запоминание контекста диалога приводит к деградации ответов. Все знают, что ИИ помнит предыдущие сообщения в чате — это позволяет ему хранить контекст и улучшать ответы. Но он делает это всегда, даже когда не требуется. В результате, если в один и тот же диалог присылать все новые и новые логи с ошибками, то в какой-то момент бот начнет путаться в вопросах, своих ответах, сращивать их и выдавать все более невалидные ответы. Данный факт был проверен на нескольких чат-ботах, и рано или поздно деградация ответов случалась, причем это происходило неожиданно. Вот пример анализа одного и того же стек-трейса в «замусоренном» диалоге (1) и в «чистом» (2):

6bc06ea127b3d323906332ed4e0efe3a.jpg

В первом ответе ошибка никак не связана с кэшем, в логе об этом вообще не было сказано, однако рассуждения о кэше и о запросах select были подтянуты из других, не относящихся к данной ошибке логов.

Во втором ответе из «чистого» диалога нет конкретики, но в целом суть происходящего передана верно.

Совет: если анализируете много ошибок, почаще обновляйте диалог, особенно, если ошибки разнородные.

Создание отчетности о тестировании

Написать обзорный отчет по прогону тестирования — не такая простая задача, как кажется, а точнее, не всегда простая. Если мы говорим о регрессионном тестировании стабильного, долгоживущего продукта, то делать отчеты легко: можно взять предыдущий, ввести новые цифры, артефакты и выводы – готово. И это нормально, поскольку что-то принципиально новое происходит редко. Но если ваш продукт находится в стадии активных изменений или вы делаете отчет не о регрессе, тогда все сложнее. Набор тестов каждый раз разный, проблемы, выводы и заключения — тоже уникальные. Поэтому хочется сэкономить время и автоматизировать написание отчетов с помощью ИИ.

Для проверки возможности генерации отчета тестирования в «закромах» нашелся старый чек-лист о тестировании одного pet-проекта. В нем есть таблица с номерами, приоритетами, названиями и статусам прохождения проверок. Все это было превращено в CSV и отправлено в один из чат-ботов с запросом:

bf26e92be2d7f14d4cbfbb2542a710bf.jpg

Бот подумал несколько секунд и дал ответ:

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Примечание: «пройдено с багом» — авторский статус, указанный в источнике. Чем он отличается от «провалено» — неизвестно.

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Что ж, обзорный отчет составлен неплохо. Раздела «Дополнительные проверки» в оригинальном файле нет, но, возможно, нейросеть сама вывела его. В целом основные моменты подсвечены и сделан краткий вывод. Попробуем улучшить отчет и добавить в него диаграммы. В этом же треде (чате) пишем запрос: «сделай диаграмму по статусам проверок». Получаем следующий ответ:

c2fdf7b211e3d601c2589f46741251e8.jpg

Здесь есть явные проблемы. И дело не в том, что диаграмма не очень «красивая», а в том, что статусы подсчитаны неверно. В представленном файле в статусе «пройдено» — 20 кейсов, а не 24; в статусе «пройдено с багом» — 7 проверок, а не 9. Всего в файле 28 кейсов, а не 35. Интересно, что 35 — это общее количество строк в файле.

Эксперименты в других чат-ботах по созданию отчета о тестировании на основе файла дали схожие результаты. Общий вывод такой: обзорный отчет «по верхам» нейросеть делает хорошо, но чем дальше углубляться и просить больше значимых деталей, тем больше ИИ спотыкается.

ИИ в автоматизации тестирования (написании автотестов)

Конечно, этот обзор был бы неполным без экспериментов по использованию автотестов с помощью ИИ. Создание набора рабочих автотестов — трудоемкий процесс, требующий времени и специалистов с определенными навыками. Но это выгодно, потому что автоматизируется, ускоряется и удешевляется регресс (в первую очередь), а также другие виды тестирования. Кроме того, о замене разработчиков ИИ-ботами в сети говорят очень много, так как тема довольно злободневная и актуальная. Но зачастую работу нейросетей с фреймворками тестирования в подобных дискуссиях и различных публикациях не обсуждается. А как же боты пишут код именно тестов?

Если Chat GPT попросить написать автотест на Java для проверки отправки POST-запроса с сериализацией данных класса в тело запроса, то ответ будет примерно таким:

3954504068dc7594477d8c39a13598b2.jpg

Код подробно задокументирован и выглядит неплохо. Стоит отметить, что использование Spring RestTemplate — довольно необычный ход. В тестах более распространен Rest Assured, но это не проблема. Однако такие примеры мне не нравятся, поскольку недостаточно показательны: они ничего конкретно не тестируют, а также не несут практической нагрузки. Подобный код-болванка легко находится с помощью поисковика, поэтому мы с вами разберем, как ИИ справляется с более прикладными задачами.

Представим, что нам нужно в коде получать значения переменных из файла .gitlab-ci.yml. Это очень удобно для тестов, так как с помощью такого приема вы сможете запускать тесты на разные стенды, выбирать обращения к эндпойнтам через различные варианты фасадов и прокси, а также многое другое.

Я сформулировал следующее задание и отправил его в один из чат-ботов:

Вопрос:

В файле .gitlab-ci.yml есть переменная PATH_TO_ENDPOINT, которая имеет value: "variant1". В коде программы есть класс Experiment.kt. В классе Experiment.kt есть переменная pathType значение, которой нужно взять из PATH_TO_ENDPOINT.

Напиши пример, как это сделать, используя язык программирования Kotlin.

Ответ:

Для того чтобы использовать значение переменной PATH_TO_ENDPOINT в вашем коде на Kotlin, вам потребуется загрузить значения конфигурации из вашего файла .gitlab-ci.yml. Предположим, что этот файл находится в корне проекта. Вот пример кода, который может вам помочь:

```kotlin

// Импортируем необходимые библиотеки для работы с конфигурацией

import com.intellij.openapi.diagnostic.Logger

import org.jetbrains.kotlin.config.KotlinCompilerVersion

import java.io.File

import javax.script.ScriptEngineManager

class EndpointLoader(private val logger: Logger) {

private val scriptEngine = ScriptEngineManager().getEngineByName("JavaScript")

fun loadEndpoint(): String? {

// Загружаем файл .gitlab-ci.yml

val gitLabCiYmlPath = File("./${System.getProperty("user.dir")}/.gitlab-ci.yml").absolutePath

try {

val result = scriptEngine.eval("var jsonContent = JSON.parse(require('fs').readFileSync(${gitLabCiYmlPath}, 'utf8')); return jsonContent['PATH_TO_ENDPOINT'];") as String

if (result == null || result.isEmpty()) {

throw IllegalArgumentException("Invalid value for PATH_TO_ENDPOINT in ${gitLabCiYmlPath}")

}

return result

} catch (e: Exception) {

logger.error("Error loading PATH_TO_ENDPOINT from $gitLabCiYmlPath", e)

return null

}

}

}

fun main() {

val logger = Logger.getInstance(Experiment::class.java)

val loader = EndpointLoader(logger)

val endpointValue = loader.loadEndpoint() ?: "DefaultEndPoint"

println("Loaded endpoint: $endpointValue")

// Теперь вы можете использовать endpointValue в вашем классе Experiment.kt

class Experiment {

var pathType: String = endpointValue

// Другие методы класса Experiment...

}

}

```

Пояснение:

1. Используем ScriptEngineManager и JSON.parse для чтения содержимого файла ``.gitlab-ci.yml.

2. Получаем значение переменной PATH_TO_ENDPOINT и возвращаем его.

3. Обрабатываем возможные исключения при чтении файла.

4. Вызываем метод main(), который создает экземпляр EndpointLoader, загружает значение переменной PATH_TO_ENDPOINT и использует его в классе Experiment.

Таким образом, ваш код будет загружать значение переменной PATH_TO_ENDPOINT из файла .gitlab-ci.yml и использовать его в вашем коде на Kotlin.

Тут и загрузка файла, и парсинг, и обработка ошибок. И, возможно, этот пример и будет работать, только в реальности он мало применим. К тому же Kotlin стремится к лаконичности функций, а это явно не похоже на упрощенку. Я решил использовать другую нейросеть и задал ей тот же самый вопрос путем копипасты. Без малейшего изменения.

При этом получил другой ответ:

Чтобы использовать переменную окружения из файла .gitlab-ci.yml в программе на Kotlin, вы можете воспользоваться стандартной библиотекой Kotlin для доступа к переменным окружения. Вот пример того, как это сделать.

1. Убедитесь, что переменная окружения PATH_TO_ENDPOINT правильно настроена в вашем .gitlab-ci.yml. Например:

yaml

variables:

PATH_TO_ENDPOINT: "variant1"

2. В вашем классе Experiment.kt вы можете получить значение переменной PATH_TO_ENDPOINT, используя функцию System.getenv(). Вот пример, как это можно реализовать:

kotlin

class Experiment {

val pathType: String? = System.getenv("PATH_TO_ENDPOINT")

fun printPathType() {

if (pathType != null) {

println("The path type is: $pathType")

} else {

println("PATH_TO_ENDPOINT is not set.")

}

}

}

fun main() {

val experiment = Experiment()

experiment.printPathType()

}

### Объяснение кода:

- System.getenv("PATH_TO_ENDPOINT") — это функция, которая возвращает значение переменной окружения с именем PATH_TO_ENDPOINT. Если переменная не существует, она вернет null.

- В классе Experiment мы инициализируем переменную pathType значением переменной окружения.

- Метод printPathType выводит текущее значение pathType.

Совсем другое дело. Строка val pathType: String? = System.getenv("PATH_TO_ENDPOINT") – то, что нужно. К слову, ту же самую информацию можно отыскать через классический поисковик по первой же ссылке. И еще: перед публикацией данной статьи я решил перепроверить это задание в первом чат-боте, и на этот раз он уже выдал «нормальный» совет — использовать System.getenv("PATH_TO_ENDPOINT"). При этом сама версия модели данного чат-бота не менялась, формулировка вопроса — тоже. Но во второй раз ИИ дал адекватный совет, непонятно почему.

Из всего этого можем сделать сразу несколько выводов:

  • Во-первых, качество советов по коду может значительно отличаться у нейросетей разных вендоров.

  • Во-вторых, даже одна и та же нейросеть может давать разную «адекватность» советов в разное время.

  • В-третьих, пользователь ИИ-бота должен уметь «на глаз» определять качество ответа, для этого ему необходимо должным образом разбираться в языке программирования.

Другой интересный пример. С помощью Awaitility (для асинхронного тестирования) и AssertJ (для выражения утверждений) была написана достаточно объемная тестовая функция, которая периодически делает запрос и проверяет ответ на наличие маркеров успеха или провала. Эта функция умеет выдавать Success или Exception в зависимости от проверки утверждений. Проблема в том, что для формирования отчетов использовался модуль Allure, который относит к failed-тестам только Assert Error, а любой Exception относит к broken-тестам, то есть, к кейсам, которые сломались и не дошли до конца. В данном случае требовалось завернуть тестовую функцию внутрь другой, которая будет сводить результат до Success или Assert Error. Для этого я написал такой промт:

У меня есть написанный на Kotlin тестовый метод customMessage, который выглядит так:

fun customMessage() { val integer = 1 assertThat(integer).isEqualTo(0) }

Мне нужно внедрить assertThat(integer).isEqualTo(0) внутрь другой конструкции assert, которая будет проверять, выполнен внутренний assertion или нет.

Ответ:

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И объяснение:

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Компактная функция, но меня сразу смутил assertFailsWith<AssertionError>. Я вчитывался в объяснение и попытался понять, почему так, после чего поменял в исходном промте assertThat(integer).isEqualTo(0) на assertThat(integer).isEqualTo(1).

Ответ сразу изменился:

fun customMessage() {

val integer = 1

assertThatCode { assertThat(integer).isEqualTo(1) }

.doesNotThrowAnyException()

}

В чем же дело? В блоке, кода я объявил integer = 1, но ожидал isEqualTo(0). Я сделал это специально, поскольку экспериментировал над трансформацией ошибок, а также с их текстами. Поэтому нужен был тест, который бы проваливался постоянно. Но я не учел (и не предполагал), что нейросеть посчитает такое поведение обязательным и подстроит под него весь дальнейший код.

То есть, понимание чат-бота, что в условии задачи важно, а что нет, может сильно отличаться от вашего. И чем больше контекста, тем больше вероятность расхождений. Поэтому для улучшения качества ответа, я бы дал следующие советы:

  • Указывайте в промте только необходимый объем информации. Старайтесь не предоставлять лишнего.

  • Если ответ нейросети кажется странным, внимательно посмотрите на промт — сделайте его более структурированным или поменяйте формулировку.

Однако есть и положительные примеры кода от нейросетей. Например, однажды у меня была задача парсить SQL-скрипты и извлекать из них имена таблиц. Делать это нужно было с помощью строковых функций PostgreSQL. Я мало работал со строковыми функциями, поэтому пошел читать документацию к PostgreSql. Прочитанное мне не очень понравилось, стиль изложения мне не подошел и я обратился к нейросети.

Запрос был таким:

Есть база данных на движке PostgreSQL. В Таблице Table_1 есть ячейка query_text, в которой содержится строка: “Равным образом дальнейшее развитие различных форм деятельности играет важную schema1_Customers роль в формировании системы schema1_Employees обучения кадров, соответствует насущным потребностям schema1_Categories.”

Напиши скрипт, который извлечет все подстроки schema1_

Содержание ячейки query_text я скомбинировал из текста-рыбы и случайных названий таблиц. Все это наиболее подходящим образом имитирует SQL-скрипты.

Нейросеть предоставила такой ответ:

SELECT unnest(regexp_matches(query_text, 'schema1_\w+', 'g')) AS match

regexp_matches – функция PostgreSQL, которая находит все совпадения регулярного выражения в строке.

unnest – функция PostgreSQL, которая служит для преобразования массива значений в набор строк. Она позволяет развернуть элементы массива в отдельные строки результата.

'schema1_\w+' – регулярное выражение, которое ищет строку, начинающуюся с schema1_, за которым следует одна или несколько букв, цифр или символов подчеркивания (\w+).

'g' – флаг, означающий глобальный поиск, то есть будут найдены все вхождения подстрок, а не только первое.

Полученный результат мне полностью подошел. Но особенно порадовало понятное мне объяснение. Я попросил пояснить и дать примеры функции regexp_matches с шаблонами и флагами, на что получил наиболее понятный (для меня) ответ, чем в документации.

По возможностям написания кода тестов с помощью нейросетей я сделал для себя следующие выводы. Чат-боты хорошо подходят для задач «последнего шага». То есть, когда вы точно знаете, какого поведения нужно добиться, какие входные данные (в метод/функцию/класс) должны быть, желаемый внешний вид кода, можете провалидировать результат, но не знаете, как конкретно сделать этот код. Нейросеть вам в этом поможет.

Кроме этого, чат-боты хорошо умеют объяснять какие-либо функции и фичи языков программирования. Большим плюсом здесь являются наглядные примеры, а также возможность уточнить любой момент или переформулировать ответ, если непонятно. Также, если нужен какой-то простой шаблон-скелет кода, то его также можно сгенерировать с помощью нейросети.

Заключение

Итак, на мой взгляд, общее впечатление от использования ИИ в тестировании неоднозначное. Хочу подытожить и выделить те задачи, с которыми нейросети справляются хорошо, с какими средне, а с какими не очень.

Что получается хорошо:

  • Генерация тестовых данных по шаблону. Отличная вещь! Самая правильная работа для нейросети – генерировать сущности, похожие на реальные.

  • Создание черновика для тестовой документации. Нейросеть не забывает банальные проверки и в целом базовый набор кейсов получается достойный.

  • Быть интерактивным учебником. ИИ обстоятельно и с примерами умеет объяснять код, функции ЯП. Чаще всего эти объяснения дельные и помогают решить проблему.

Что получается со средней эффективностью:

  • Написание кода тестов. Почему я отнес этот пункт к средним успехам? Качество генерации напрямую зависит от того, как ставятся задачи нейросети. Код хорошо работает только для простых и шаблонных тестов. Я часто пользуюсь ИИ для «последнего шага» при написании кода. Но вместе с этим качество кода резко снижается, если нужно написать что то нетривиальное, либо, например, создать свой микрофреймворк. Также существует проблема, что на один и тот же вопрос ответы разных чат-ботов могут быть разными, более того, у одного и того же бота сегодня могут быть ответы одни, а через неделю уже другие. В половине случаев нужно использовать другую LLM для перепроверки.

Что получается скорее плохо:

  • Локализация ошибок по стек-трейсам. Практически бесполезна. Работает хорошо, только если в стеке есть явное указание на ошибку. Локализация по описанию воспроизведения ошибки в действительности еще более бесполезна, потому что дольше придется описывать контекст, чем самостоятельно локализовывать. В целом, чем лучше знаешь систему, тем меньше пользы от ИИ в этом деле.

  • Создание отчетности о тестировании на основе входного файла. Все потому что LLM часто (почти в каждом случае) путает причину и следствие (особенно ИИ не любит названия тест-кейсов) и делает в отчете значимые ошибки в подсчетах и выводах. Вероятность этого получилось уменьшить путем подготовки входного файла, но время на такую подготовку затрачивается довольно много, а в итоге профит от использования LLM обнуляется.

Кроме всего этого, при использовании облачных нейросетей почти всегда приходится заменять названия, состав, контекст сущностей, чтобы не передавать чувствительную информацию. Это неприятно и неудобно, поскольку значительно расходуются время и фантазия.

Таким образом, ИИ может гораздо упростить вашу работу, показать отличный и качественный результат за минуты, за который еще вас и похвалят :) Но в то же время ИИ может выдать ошибочные данные, неверный вывод, код и т.д, что можно не сразу заметить, тогда за эти ошибки спросят именно с вас, а не с бота.

Удачи на проектах! :)

Спасибо за внимание!

Больше авторских материалов для QA-специалистов от моих коллег читайте в соцсетях SimbirSoft – ВКонтакте и Telegram.

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  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

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  • 15.10.25 21:52 harristhomas7376

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  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

  • 31.10.25 13:25 Lillian Lizzy

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

  • 31.10.25 13:25 Lillian Lizzy

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

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

  • 02.11.25 10:55 Christopherbelle

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

  • 02.11.25 10:56 Christopherbelle

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

  • 02.11.25 15:23 michaeldavenport238

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

  • 02.11.25 15:23 michaeldavenport238

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

  • 04.11.25 04:59 Christopherbelle

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

  • 04.11.25 09:30 robertalfred175

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

  • 04.11.25 09:30 robertalfred175

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

  • 05.11.25 02:43 jordan_11

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

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

    Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.

  • 05.11.25 16:20 robertalfred175

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

  • 05.11.25 16:21 robertalfred175

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

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