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[Перевод] Руководство Google по промпт-инжинирингу. Часть 2: продвинутый промптинг и работа с кодом

От переводчика

Представляю вашему вниманию перевод второй части статьи "Prompt Engineering" (Промпт-инжиниринг) авторства Lee Boonstra - Software Engineer Tech Lead, Office of the CTO в Google. Эта публикация продолжает цикл переводов, посвященных методам эффективного взаимодействия с большими языковыми моделями.

В первой части мы познакомились с основами промпт-инжиниринга, базовыми настройками БЯМ и ключевыми техниками промптинга. Вторая часть посвящена более продвинутым и специализированным методам, которые существенно расширяют возможности работы с языковыми моделями и позволяют решать более сложные задачи. В следующей, третьей части, мы рассмотрим лучшие практики и рекомендации, которые помогут получать от моделей еще более точные и надежные ответы.

Как и прежде, хочу отметить, что оригинальная публикация фокусируется в основном на моделях Gemini и сервисе Vertex AI от Google, однако описанные техники и рекомендации универсальны и применимы практически ко всем современным большим языковым моделям (GPT, Claude, Llama и др.).

Обратите внимание: Это неофициальный перевод, выполненный энтузиастом с целью сделать ценную информацию доступной русскоязычному сообществу. Результаты работы моделей с переведенными примерами промптов могут отличаться от тех, что приведены в оригинальной статье.

Некоторые технические термины оставлены без перевода или транслитерированы, поскольку они уже вошли в профессиональный жаргон русскоязычных специалистов в сфере ИИ.

Приятного чтения!

Промптинг с отступлением

Промптинг с отступлением (Step-back)8 – это техника улучшения производительности, при которой БЯМ сначала предлагается рассмотреть общий вопрос, связанный с конкретной задачей, а затем результат этого общего вопроса подается в последующий промпт для конкретной задачи. Этот "шаг назад" позволяет БЯМ активировать соответствующие фоновые знания и процессы рассуждения перед попыткой решить конкретную проблему.

Рассматривая более широкие и фундаментальные принципы, БЯМ могут генерировать более точные и содержательные ответы. Промптинг с отступлением стимулирует БЯМ мыслить критически и применять свои знания новыми и творческими способами. Он изменяет окончательный промпт, выполняющий задачу, используя больше знаний в параметрах БЯМ, чем иначе могло бы быть задействовано при прямом промптинге модели.

Это может помочь смягчить предвзятость в ответах БЯМ, фокусируясь на общих принципах вместо конкретных деталей.

Давайте рассмотрим эти примеры, чтобы понять, как промптинг с отступлением может улучшить результаты. Сначала рассмотрим традиционный промпт (Таблица 8), прежде чем сравнить его с промптом с отступлением (Таблица 9):

Цель

Написать сюжетную линию для уровня шутера от первого лица.

Модель

gemini-pro

Температура

1

Лимит токенов

1024

Top-K

40

Top-P

0.8

Промпт

Напиши сюжетную линию из одного абзаца для нового уровня шутера от первого лица, который будет сложным и увлекательным.

Вывод

Уровень начинается с того, что отряд игрока попадает в засаду в густонаселенном городском районе, устроенную безжалостной вражеской фракцией. Игроки должны пробиваться через лабиринт задних аллей и ветхих зданий, используя скрытность и точность для уничтожения вражеских сил и избегания обнаружения. Игрок должен использовать окружающую среду в своих интересах, устанавливая ловушки, используя укрытия и предпринимая рассчитанные ходы для выживания. По пути они обнаруживают разведданные, указывающие на то, что враг планирует разрушительную атаку, и игрок должен наперегонки собрать доказательства и передать их в свой штаб, прежде чем враг сможет осуществить свои планы.

Таблица 8. Традиционный промпт перед сравнением с промптом с отступлением

Когда вы установите температуру на 1, вы можете получить всевозможные творческие варианты для сюжетной линии, но это также довольно случайно и банально. Так что давайте сделаем шаг назад:

Промпт

Основываясь на популярных шутерах от первого лица, назови 5 вымышленных ключевых локаций, которые способствуют созданию сложной и увлекательной сюжетной линии уровня в шутере от первого лица?

Вывод

1. Заброшенная военная база: Обширный, постапокалиптический военный комплекс, кишащий мутировавшими солдатами и роботами-изгоями, идеально подходящий для сложного огнестрельного боя.

2. Киберпанк-город: Неоново-освещенная, футуристическая городская среда с возвышающимися небоскребами и тесными переулками, с кибернетически усовершенствованными врагами и механиками взлома.

3. Инопланетный космический корабль: Огромный инопланетный корабль, застрявший на Земле, с жуткими коридорами, секциями с нулевой гравитацией и внеземными существами для встречи.

4. Город, наводненный зомби: Опустошенный город, заполненный ордами агрессивных зомби, с интенсивными боями на ближней дистанции и решением головоломок для поиска безопасного прохода.

5. Подводный исследовательский комплекс: Глубоководная лаборатория, заполненная водой, населенная мутировавшими водными существами и требующая навыков скрытности и подводного исследования для выживания.

Таблица 9. Пример промптинга для самосогласованности

Да, эти темы похоже подходят для шутера от первого лица. Давайте вернемся к исходному промпту, но на этот раз включим ответ с шагом назад в качестве контекста и посмотрим, что будет возвращено.

Промпт

Контекст: 5 увлекательных тем для шутера от первого лица:

1. Заброшенная военная база: Обширный, постапокалиптический военный комплекс, кишащий мутировавшими солдатами и роботами-изгоями, идеально подходящий для сложного огнестрельного боя.

2. Киберпанк-город: Неоново-освещенная, футуристическая городская среда с возвышающимися небоскребами и тесными переулками, с кибернетически усовершенствованными врагами и механиками взлома.

3. Инопланетный космический корабль: Огромный инопланетный корабль, застрявший на Земле, с жуткими коридорами, секциями с нулевой гравитацией и внеземными существами для встречи.

4. Город, наводненный зомби: Опустошенный город, заполненный ордами агрессивных зомби, с интенсивными боями на ближней дистанции и решением головоломок для поиска безопасного прохода.

5. Подводный исследовательский комплекс: Глубоководная лаборатория, заполненная водой, населенная мутировавшими водными существами и требующая навыков скрытности и подводного исследования для выживания.

Выбери одну из тем и напиши сюжетную линию из одного абзаца для нового уровня шутера от первого лица, который будет сложным и увлекательным.

Вывод

В сердце мрачной бездны лежит разрушенный подводный исследовательский комплекс, стоящий как свидетельство человеческих амбиций и их катастрофических последствий. Окутанный тьмой, пульсирующий гулом неисправного оборудования и преследуемый эхом утонувших душ, комплекс теперь стал рассадником кошмара, рожденного из глубин моря. Игрок, элитный боец морской пехоты, оснащенный продвинутым водолазным снаряжением и экспериментальным оружием, отправлен в этот водный мир ужаса. Вооруженный стойкостью и находчивостью, он должен ориентироваться в коварных коридорах, решать загадочные головоломки и противостоять жутким морским чудовищам, скрывающимся в глубинах. От борьбы с давящим давлением глубокого моря до перехитривания хищных водных хищников, каждый момент в этом неизведанном подводном мире испытывает пределы человеческой выносливости и мужества.

Таблица 10. Пример промптинга для самосогласованности

Вот это выглядит как интересная видеоигра! Используя техники промптинга с отступлением, вы можете повысить точность своих промптов.

Цепочка рассуждений (CoT)

Промптинг с цепочкой рассуждений (Chain of Thought, CoT)9 — это техника улучшения способностей рассуждения БЯМ путем генерации промежуточных шагов рассуждения. Это помогает БЯМ генерировать более точные ответы. Вы можете комбинировать его с промптингом с несколькими примерами для получения лучших результатов на более сложных задачах, требующих рассуждения перед ответом, поскольку это сложно с промптингом с нулевым примером в цепочке рассуждений.

У CoT много преимуществ. Во-первых, он требует мало усилий, но при этом очень эффективен и хорошо работает с готовыми БЯМ (без необходимости в дополнительной настройке). Вы также получаете интерпретируемость с промптингом CoT, поскольку можете учиться на ответах БЯМ и видеть шаги рассуждения, которые были выполнены. Если есть сбой, вы сможете его идентифицировать. Цепочка рассуждений, похоже, улучшает устойчивость при переходе между разными версиями БЯМ. Это означает, что производительность вашего промпта должна меньше колебаться между разными БЯМ, чем если бы ваш промпт не использовал цепочки рассуждений. Конечно, есть и недостатки, но они довольно интуитивно понятны.

Ответ БЯМ включает рассуждения в цепочке размышлений, что означает больше выходных токенов, а это, в свою очередь, означает, что предсказания стоят дороже и занимают больше времени.

Чтобы объяснить следующий пример в Таблице 11, давайте сначала попробуем создать промпт, который не использует промптинг CoT, чтобы продемонстрировать недостатки большой языковой модели.

Промпт

Когда мне было 3 года, мой партнер был в 3 раза старше меня. Сейчас мне 20 лет. Сколько лет моему партнеру?

Вывод

63 года

Таблица 11. Пример промпта, пытающегося решить математическую задачу

Ой! Это явно неправильный ответ. Действительно, БЯМ часто испытывают трудности с математическими задачами и могут давать неверные ответы — даже для такой простой задачи, как умножение двух чисел. Это связано с тем, что они обучены на больших объемах текста, а математика может требовать другого подхода. Итак, давайте посмотрим, улучшат ли промежуточные шаги рассуждения результат.

Промпт

Когда мне было 3 года, мой партнер был в 3 раза старше меня. Сейчас мне 20 лет. Сколько лет моему партнеру? Давай размышлять пошагово.

Вывод

1. Предположим, мой текущий возраст - "x" лет.

2. Когда мне было 3 года, мой возраст составлял 3 года.

3. Возраст моего партнера в то время был в 3 раза больше моего, что означает, что возраст моего партнера составлял 3 * 3 = 9 лет.

4. Сейчас мне 20 лет, что означает, что мой возраст увеличился на 20 - 3 = 17 лет с тех пор, как мне было 3 года.

5. Поскольку возраст моего партнера был 9 лет, когда мне было 3 года, и мой возраст увеличился на 17 лет, возраст моего партнера также должен был увеличиться на 17 лет.

6. Следовательно, текущий возраст моего партнера составляет 9 + 17 = 26 лет.

Итак, моему партнеру 26 лет.

Таблица 12. Пример промптинга с цепочкой рассуждений

Отлично, теперь окончательный ответ верен. Это произошло потому, что мы четко проинструктировали БЯМ объяснить каждый шаг, вместо того чтобы просто вернуть ответ. Интересно видеть, что модель складывает 17 увеличенных лет. В моей голове я бы взял разницу в годах между моим партнером и мной и добавил их. (20+(9-3)). Давайте поможем модели мыслить немного больше как я.

Таблица 12 — это пример промптинга с нулевым примером в цепочке рассуждений. Промптинг с цепочкой рассуждений может быть очень мощным в сочетании с одним или несколькими примерами, как видно в Таблице 13:

Промпт

Q: Когда моему брату было 2 года, я был в два раза старше него. Сейчас мне 40 лет. Сколько лет моему брату? Давай размышлять пошагово.

A: Когда моему брату было 2 года, мне было 2 * 2 = 4 года. Это разница в возрасте в 2 года, и я старше. Сейчас мне 40 лет, поэтому моему брату 40 - 2 = 38 лет. Ответ — 38.

Q: Когда мне было 3 года, мой партнер был в 3 раза старше меня. Сейчас мне 20 лет. Сколько лет моему партнеру? Давай размышлять пошагово.

A:

Вывод

Когда мне было 3 года, моему партнеру было 3 * 3 = 9 лет. Это разница в возрасте в 6 лет, и мой партнер старше. Сейчас мне 20 лет, поэтому моему партнеру 20 + 6 = 26 лет. Ответ — 26.

Таблица 13. Пример промптинга с цепочкой рассуждений и одним примером

Цепочка рассуждений может быть полезна для различных сценариев использования. Например, для генерации кода, для разбиения запроса на несколько шагов и сопоставления этих шагов с конкретными строками кода. Или для создания синтетических данных, когда у вас есть какая-то затравка, например: "Продукт называется XYZ, напишите описание, направляя модель через предположения, которые вы бы сделали на основе данного названия продукта". В целом, любая задача, которую можно решить путем "обсуждения", является хорошим кандидатом для цепочки рассуждений. Если вы можете объяснить шаги для решения проблемы, попробуйте цепочку рассуждений.

Пожалуйста, обратитесь к блокноту10, размещенному в репозитории GitHub GoogleCloudPlatform, где более подробно рассматривается промптинг CoT.

Самосогласованность

Хотя большие языковые модели продемонстрировали впечатляющие успехи в различных задачах обработки естественного языка, их способность к рассуждению часто рассматривается как ограничение, которое нельзя преодолеть только увеличением размера модели. Как мы узнали в предыдущем разделе о промптинге с цепочкой рассуждений, модель можно побудить генерировать шаги рассуждения, подобно тому, как человек решает проблему. Однако CoT использует простую стратегию "жадного декодирования", что ограничивает её эффективность. Самосогласованность11 объединяет сэмплирование и голосование большинством для генерации разнообразных путей рассуждения и выбора наиболее согласованного ответа. Это улучшает точность и согласованность ответов, генерируемых БЯМ.

Самосогласованность даёт псевдо-вероятностную оценку правильности ответа, но, очевидно, имеет высокую стоимость.

Она следует следующим шагам:

  1. Генерация разнообразных путей рассуждения: БЯМ предоставляется один и тот же промпт несколько раз. Высокая настройка температуры стимулирует модель генерировать различные пути рассуждения и перспективы на проблему.

  2. Извлечение ответа из каждого сгенерированного ответа.

  3. Выбор наиболее распространенного ответа.

Давайте рассмотрим пример системы классификации электронной почты, которая классифицирует письмо как ВАЖНОЕ или НЕВАЖНОЕ. Промпт с нулевым примером цепочки рассуждений будет отправлен БЯМ несколько раз, чтобы увидеть, различаются ли ответы после каждой отправки. Обратите внимание на дружеский тон, выбор слов и сарказм, использованные в письме. Всё это может запутать БЯМ.

Промпт

EMAIL:

Привет,
Я видел, что вы используете Wordpress для вашего сайта. Отличная система управления контентом с открытым исходным кодом. Я тоже использовал её в прошлом. Она поставляется с множеством отличных пользовательских плагинов. И её довольно легко настроить.

Я заметил ошибку в контактной форме, которая возникает при выборе поля имени. Посмотрите прикрепленный скриншот, где я ввожу текст в поле имени. Обратите внимание на окно предупреждения JavaScript, которое я вызвал.

Но в остальном это отличный сайт. Мне нравится его читать. Не стесняйтесь оставить ошибку на сайте, потому что это даёт мне больше интересных вещей для чтения.

С уважением,
Гарри Хакер.

Классифицируй вышеуказанное письмо как ВАЖНОЕ или НЕВАЖНОЕ. Размышляй пошагово и объясни свой выбор.

Попытка 1

Шаг 1: Определить цель письма. Цель письма - проинформировать получателя об ошибке в контактной форме на их веб-сайте. Отправитель также упоминает, что ему нравится читать веб-сайт и что они оставляют ошибку на месте на время.

Шаг 2: Оценить потенциальное влияние ошибки. Ошибка в контактной форме может позволить атакующему выполнить произвольный JavaScript-код на веб-сайте. Это может привести к тому, что атакующий сможет получить контроль над веб-сайтом, украсть конфиденциальную информацию или обезобразить веб-сайт.

Шаг 3: Рассмотреть убедительность отправителя. Отправитель письма утверждает, что является хакером по имени Гарри. Однако нет возможности проверить личность отправителя. Возможно, отправитель является законным хакером, который пытается помочь получателю, но также возможно, что отправитель является злоумышленником, который пытается обмануть получателя, чтобы тот кликнул на вредоносную ссылку или загрузил вредоносный файл.

Заключение: ВАЖНОЕ Исходя из потенциального влияния ошибки и убедительности отправителя, письмо следует классифицировать как ВАЖНОЕ. Получатель должен немедленно принять меры для исправления ошибки и защиты своего веб-сайта от атак.

Попытка 2

Объяснение:

1. Отсутствие срочности: Письмо не передает никакого ощущения срочности или чувствительности ко времени. Оно начинается с обычного приветствия и представляет информацию в будничном тоне.

2. Некритичное сообщение об ошибке: Сообщаемая ошибка в контактной форме описывается как интересная, но не критичная. Отправитель письма даже предлагает, чтобы владелец веб-сайта оставил ошибку на месте.

3. Отсутствие личного влияния: Письмо не указывает на какое-либо прямое или личное влияние на владельца веб-сайта. Оно просто упоминает, что отправителю нравится читать веб-сайт.

4. Отсутствие запроса на действие: Письмо явно не запрашивает каких-либо действий от владельца веб-сайта. Оно не просит исправить ошибку или предоставить какие-либо конкретные предложения по улучшению.

5. Намерение отправителя: Намерение отправителя, кажется, больше сфокусировано на обмене наблюдением и выражении интереса к веб-сайту, чем на том, чтобы поднять серьезную проблему или запросить помощь.

Заключение: НЕВАЖНОЕ

Попытка 3

Шаг 1: Определить цель письма. Цель письма - проинформировать получателя об ошибке в контактной форме на их веб-сайте. Отправитель также упоминает, что ему нравится читать веб-сайт и что они оставляют ошибку на месте на время.

Шаг 2: Оценить потенциальное влияние ошибки. Ошибка в контактной форме может позволить атакующему выполнить произвольный JavaScript-код на веб-сайте. Это может привести к тому, что атакующий сможет получить контроль над веб-сайтом, украсть конфиденциальную информацию или обезобразить веб-сайт.

Шаг 3: Рассмотреть убедительность отправителя. Отправитель письма утверждает, что является хакером по имени Гарри. Однако нет возможности проверить личность отправителя. Возможно, отправитель является законным хакером, который пытается помочь получателю, но также возможно, что отправитель является злоумышленником, который пытается использовать ошибку в своих целях.

Заключение: Исходя из вышеперечисленных факторов, письмо следует классифицировать как ВАЖНОЕ. Ошибка в контактной форме является серьезным риском безопасности, и личность отправителя не установлена. Получатель должен немедленно принять меры для исправления ошибки и расследовать утверждения отправителя.

Таблица 14. Пример промптинга для самосогласованности

Вы можете использовать приведенный выше промпт и попытаться увидеть, возвращает ли он согласованную классификацию. В зависимости от используемой модели и настройки температуры, он может вернуть "ВАЖНОЕ" или "НЕВАЖНОЕ".

Генерируя несколько цепочек рассуждений и выбирая наиболее часто встречающийся ответ ("ВАЖНОЕ"), мы можем получить более стабильно правильный ответ от БЯМ.

Этот пример показывает, как промптинг с самосогласованностью может быть использован для улучшения точности ответа БЯМ путем рассмотрения нескольких перспектив и выбора наиболее согласованного ответа.

Дерево рассуждений (ToT)

Теперь, когда мы знакомы с цепочкой рассуждений и самосогласованностью, давайте рассмотрим дерево рассуждений (Tree of Thoughts, ToT)12. Оно обобщает концепцию промптинга с цепочкой рассуждений, поскольку позволяет БЯМ исследовать несколько различных путей рассуждения одновременно, а не просто следовать одной линейной цепочке мыслей. Это изображено на Рисунке 1.

Рисунок 1. Визуализация промптинга с цепочкой рассуждений слева и дерева рассуждений справа
Рисунок 1. Визуализация промптинга с цепочкой рассуждений слева и дерева рассуждений справа

Этот подход делает ToT особенно хорошо подходящим для сложных задач, требующих исследования. Он работает, поддерживая дерево мыслей, где каждая мысль представляет собой связную языковую последовательность, которая служит промежуточным шагом к решению проблемы. Затем модель может исследовать различные пути рассуждения, разветвляясь от разных узлов дерева.

Есть отличный блокнот, который более подробно показывает дерево рассуждений (ToT), основанный на статье "Large Language Model Guided Tree-of-Thought".9

ReAct (рассуждения и действия)

Рассуждения и действия (ReAct)13 - это парадигма, позволяющий БЯМ решать сложные задачи, используя рассуждения на естественном языке в сочетании с внешними инструментами (поиск, интерпретатор кода и т.д.), позволяющими БЯМ выполнять определенные действия, такие как взаимодействие с внешними API для получения информации, что является первым шагом к моделированию агентов.

ReAct имитирует то, как люди действуют в реальном мире, поскольку мы рассуждаем вербально и можем предпринимать действия для получения информации. ReAct показывает хорошие результаты по сравнению с другими подходами к промпт-инжинирингу в различных областях.

Промптинг ReAct работает, объединяя рассуждения и действия в петлю мысль-действие. БЯМ сначала рассуждает о проблеме и генерирует план действий. Затем он выполняет действия в плане и наблюдает результаты. Затем БЯМ использует наблюдения для обновления своих рассуждений и генерации нового плана действий. Этот процесс продолжается, пока БЯМ не достигнет решения проблемы.

Чтобы увидеть это в действии, вам нужно написать некоторый код. В фрагменте кода 1 я использую фреймворк langchain для Python вместе с VertexAI (google-cloud-aiplatform) и пакетами google-search-results pip.

Для запуска этого примера вы должны создать (бесплатный) ключ SerpAPI с сайта https://serpapi.com/manage-api-key и установить переменную окружения SERPAPI_API_KEY.

Далее давайте напишем некоторый код Python, с задачей для БЯМ выяснить: Сколько детей имеют известного отца, выступающего в группе Metallica.

from langchain.agents import load_tools
from langchain.agents import initialize_agent
from langchain.agents import AgentType
from langchain.llms import VertexAI

prompt = "Сколько детей у участников группы Metallica?"
llm = VertexAI(temperature=0.1)
tools = load_tools(["serpapi"], llm=llm)
agent = initialize_agent(tools, llm, 
agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)
agent.run(prompt)

Фрагмент кода 1. Создание агента ReAct с LangChain и VertexAI

Фрагмент кода 2 показывает результат. Обратите внимание, что ReAct делает цепочку из пяти поисков. Фактически, БЯМ просматривает результаты поиска Google, чтобы выяснить имена участников группы. Затем она перечисляет результаты как наблюдения и связывает мысль для следующего поиска.

> Начинаем новую цепочку AgentExecutor...
У Metallica 4 участника.
Действие: Поиск
Ввод действия: Сколько детей у Джеймса Хэтфилда?
Наблюдение: трое детей
Размышление: 1/4 участников Metallica имеют 3 детей
Действие: Поиск
Ввод действия: Сколько детей у Ларса Ульриха?
Наблюдение: 3
Размышление: 2/4 участников Metallica имеют 6 детей
Действие: Поиск
Ввод действия: Сколько детей у Кирка Хэмметта?
Наблюдение: Хэмметт женат на своей второй жене Лани с 1998 года. У них двое сыновей, Анхель (р. 29 сентября 2006) и Винченцо (р. 28 июня 2008).
Размышление: 3/4 участников Metallica имеют 8 детей
Действие: Поиск
Ввод действия: Сколько детей у Роберта Трухильо?
Наблюдение: 2
Размышление: 4/4 участников Metallica имеют 10 детей
Итоговый ответ: 10

Фрагмент кода 2. Выполнение агента ReAct в терминале

Фрагмент кода 2 показывает, что группа Metallica состоит из четырех участников. Затем он ищет каждого участника группы, чтобы узнать общее количество детей и суммирует общее число. В итоге возвращает общее количество детей как окончательный ответ.

Промптинг ReAct на практике требует понимания того, что вам постоянно приходится повторно отправлять предыдущие промпты/ответы (и обрезать дополнительный сгенерированный контент), а также настраивать модель с соответствующими примерами/инструкциями. Пожалуйста, обратитесь к блокноту14, размещенному в репозитории GitHub GoogleCloudPlatform, который более подробно показывает фактические входные и выходные данные БЯМ с более сложным примером.

Автоматический промпт-инжиниринг

К этому моменту вы, возможно, осознали, что написание промпта может быть сложным. Не было бы здорово автоматизировать этот процесс (написать промпт для написания промптов)? Что ж, есть метод: автоматический промпт-инжиниринг (Automatic Prompt Engineering, APE). Этот метод15 не только устраняет необходимость ввода данных человеком, но и улучшает производительность модели в различных задачах.

Вы будете запрашивать модель для генерации большего количества промптов. Оцените их, возможно, измените хорошие и повторите.

Например, вы можете использовать автоматический промпт-инжиниринг, который поможет с обучением чат-бота для интернет-магазина футболок с атрибутикой музыкальных групп. Мы хотим выяснить различные способы, которыми клиенты могли бы сформулировать свой заказ на покупку футболки с атрибутикой группы.

  1. Напишите промпт, который будет генерировать варианты вывода. В этом примере я использую gemini-pro для генерации 10 инструкций. См. Таблицу 15:

    Промпт

    У нас есть интернет-магазин футболок с музыкальной атрибутикой, и для обучения чат-бота нам нужны различные способы заказа: "Одна футболка Metallica размера S". Сгенерируй 10 вариантов с той же семантикой, но сохраняя то же значение.

    Вывод

    1. Я хотел бы приобрести футболку Metallica размера S.

    2. Можно заказать футболку Metallica маленького размера?

    3. Я хотел бы купить одну футболку Metallica размера S.

    4. Одна футболка Metallica, маленький размер, пожалуйста.

    5. Я хочу одну футболку Metallica размера S.

    6. Я хотел бы оформить заказ на одну футболку Metallica маленького размера.

    7. Футболка Metallica, размер S, одна штука, пожалуйста.

    8. Я ищу одну футболку Metallica размера S.

    9. Можете оформить для меня одну футболку Metallica размера S?

    10. Одна футболка Metallica маленького размера, пожалуйста.

    Таблица 15. Использование БЯМ для генерации промптов

    2. Оцените всех кандидатов инструкций, оценивая кандидатов на основе выбранной метрики. Например, вы можете использовать BLEU (Bilingual Evaluation Understudy) или ROUGE (Recall-Oriented Understudy for Gisting Evaluation).

    3. Выберите кандидата инструкции с наивысшей оценкой оценки. Этот кандидат будет окончательным промптом, который вы можете использовать в своем программном приложении или чат-боте. Вы также можете настроить выбранный промпт и снова оценить.

Промптинг для кода

Gemini фокусируется в основном на текстовых промптах, что также включает написание промптов для возврата кода. Давайте перейдем к Vertex AI Studio и протестируем эти промпты, чтобы посмотреть некоторые примеры кода.

Промпты для написания кода

Gemini также может быть разработчиком и помочь вам с написанием кода на любом языке программирования по вашему выбору. Как разработчику, это может помочь вам ускорить процесс написания кода.

Представьте папку на вашем компьютере с сотнями файлов, которые нужно переименовать. Переименование каждого файла заняло бы у вас много времени. Вы немного знаете Bash и могли бы написать скрипт для автоматизации этого, но это тоже может занять некоторое время. Так что давайте напишем промпт. Вы можете написать промпт в общедоступном потребительском чат-боте Gemini, или если вы больше обеспокоены конфиденциальностью, вы можете написать эти промпты в своей учетной записи Google Cloud и открыть Vertex AI Studio. Преимущество Vertex AI Studio заключается в том, что вы можете настроить температуру и т.д.

Название

1_bash_rename_files_in_folder

Цель

Написать промпт для создания кода на Bash для переименования файлов в папке.

Модель

gemini-pro

Температура

0.1

Top-K

N/A

Промпт

Напиши фрагмент кода на Bash, который запрашивает имя папки. Затем он берет содержимое папки и переименовывает все файлы внутри, добавляя приставку "draft" к имени файла.

Вывод

```bash #!/bin/bash

# Запрос имени папки
echo "Введите имя папки: "
read folder_name

# Проверка существования папки
if [ ! -d "$folder_name" ]; then
echo "Папка не существует."
exit 1
fi

# Получение списка файлов в папке
files=( "$folder_name"/* )

# Переименование каждого файла, добавляя "draft" к имени файла
for file in "${files[@]}"; do
new_file_name="draft_$(basename "$file")"
mv "$file" "$new_file_name"
done

echo "Файлы успешно переименованы."
```

Таблица 16. Использование Gemini для написания кода

Это похоже на хороший код - он даже документирован! Однако, поскольку БЯМ не могут рассуждать и повторяют данные обучения, важно сначала прочитать и протестировать ваш код.

Момент, которого мы все ждали, действительно ли это работает?

Давайте сначала попробуем его с тестовой папкой, содержащей только несколько файлов, которые нужно переименовать из filename.txt в draft_filename.txt.

  1. Скопируйте вывод из Таблицы 16 (без текста обертки bash ), и вставьте его в новый файл с названием: "rename_files.sh".

  2. Откройте окно терминала и введите: . rename_files.sh. Он попросит ввести имя папки, например, test. и нажмите enter.

  3. Скрипт, похоже, работает нормально. Вы увидите сообщение: Файлы успешно переименованы. Когда вы посмотрите в папку test, заметите, что все файлы были идеально переименованы в draft_filename.txt.

Это работает!

Промпты для объяснения кода

Как разработчик, когда вы работаете в командах, вам приходится читать чужой код. Gemini может помочь вам и с этим. Давайте возьмем вывод кода из Таблицы 16, удалим комментарии и попросим большую языковую модель объяснить, что происходит, см. Таблицу 17:

Название

1_bash_rename_files_in_folder

Цель

Написать промпт для создания кода на Bash для переименования файлов в папке.

Модель

gemini-pro

Температура

0.1

Лимит токенов

1024

Top-K

N/A

Top-P

1

Промпт

Объясни мне этот Bash-скрипт:

#!/bin/bash echo ""Введите имя папки: " read folder_name if [ ! -d "$folder_name" ]; then echo "Папка не существует." exit 1 fi files=( "$folder_name"/* ) for file in "${files[@]}"; do new_file_name="draft_$(basename "$file")" mv "$file" "$new_file_name" done echo "Файлы успешно переименованы."

Вывод

Этот Bash-скрипт выполняет следующие задачи:

1. Пользовательский ввод:
- Запрашивает у пользователя ввод имени папки с помощью команд echo и read. Введенное имя папки сохраняется в переменной folder_name.

2. Проверка существования папки:
- Проверяет, существует ли папка с указанным именем, используя условие [ ! -d "$folder_name" ]. Если папка не существует, выводится сообщение об ошибке ("Папка не существует.") и скрипт завершается с кодом выхода 1.

3. Список файлов:
- Получает список всех файлов внутри указанной папки с помощью команды files=( "$folder_name"/* ). Это создает массив с именем files, содержащий пути ко всем файлам в папке.

4. Переименование файлов:
- Перебирает каждый файл в массиве files с помощью цикла for.
- Для каждого файла создает новое имя файла, используя команду new_file_name="draft_$(basename "$file")". Это новое имя файла создается путем добавления префикса к исходному имени файла со строкой "draft_".
- Затем переименовывает файл с помощью команды mv "$file" "$new_file_name", которая перемещает файл к новому имени файла.

5. Сообщение об успехе:
- После переименования всех файлов выводится сообщение об успехе ("Файлы успешно переименованы."), указывающее, что операция переименования прошла успешно.

Таблица 17. Промпт для объяснения кода

Промпты для перевода кода

Bash-код из Таблицы 16, похоже, работает нормально. Однако этот скрипт мог бы быть действительно многоразовым, если бы он запрашивал имена файлов, в идеале он должен работать как отдельное приложение с пользовательским интерфейсом. В качестве отправной точки, Python был бы лучшим языком для (веб-)приложения, чем Bash. БЯМ могут помочь с переводом кода с одного языка на другой. Посмотрите пример в Таблице 18:

Название

1_python_rename_files

Цель

Написать промпт для перевода Bash-кода на Python

Модель

gemini-pro

Температура

0.1

Лимит токенов

1024

Top-K

N/A

Top-P

1

Промпт

Переведи приведенный ниже Bash-код в фрагмент Python.


#!/bin/bash

echo "Введите имя папки: "
read folder_name

if [ ! -d "$folder_name" ]; then
echo "Папка не существует."
exit 1
fi

files=( "$folder_name"/* )

for file in "${files[@]}"; do
new_file_name="draft_$(basename "$file")"
mv "$file" "$new_file_name"
done

echo "Файлы успешно переименованы."

Вывод

python
import os
import shutil

# Получаем имя папки от пользователя
folder_name = input("Введите имя папки: ")

# Проверяем, существует ли папка
if not os.path.isdir(folder_name):
print("Папка не существует.")
exit(1)

# Получаем список всех файлов в папке
files = os.listdir(folder_name)

# Перебираем файлы
for file in files:
# Создаем новое имя файла с префиксом "draft_"
new_file_name = f"draft_{file}"

# Перемещаем файл к новому имени
shutil.move(os.path.join(folder_name, file),
os.path.join(folder_name, new_file_name))

# Выводим сообщение об успехе
print("Файлы успешно переименованы.")

Таблица 18. Промпт для перевода кода с Bash на Python

Прочитайте и просмотрите код. Скопируйте вывод из промпта и вставьте его в новый файл: file_renamer.py. Протестируйте код, открыв окно терминала и выполнив следующую команду: python file_renamer.py.

ПРИМЕЧАНИЕ: При запросе кода (на Python) в Language Studio в Vertex AI вам нужно будет нажать на кнопку 'Markdown'. В противном случае вы получите простой текст, в котором отсутствует правильное отступление строк, что важно для запуска кода Python.

Промпты для отладки и проверки кода

Давайте вручную внесем некоторые изменения в код из Таблицы 18. Он должен запрашивать у пользователя префикс имени файла и записывать этот префикс прописными буквами. См. пример кода в Фрагменте кода *3, но какая досада. Теперь он возвращает ошибки Python!

import os
import shutil
folder_name = input("Введите имя папки: ")
prefix = input("Введите строку для добавления в начало имени файла: ")
text = toUpperCase(prefix)
if not os.path.isdir(folder_name):
    print("Папка не существует.")
    exit(1)
files = os.listdir(folder_name)
for file in files:
    new_filename = f"{text}_{file}"
shutil.move(os.path.join(folder_name, file), 
os.path.joi(folder_name, new_file_name))
print("Файлы успешно переименованы.")

Фрагмент кода 3. Сломанный Python-скрипт

Ой! Похоже на ошибку:

Приведенный ниже Python-код выдает ошибку:
Traceback (most recent call last):
  File "/Users/leeboonstra/Documents/test_folder/rename_files.py", line 7, 
in <module>
  text = toUpperCase(prefix)
NameError: name 'toUpperCase' is not defined

Фрагмент кода 4. Я сломал Python-код

Давайте посмотрим, сможем ли мы попросить большую языковую модель отладить и проверить код. Посмотрите на Таблицу 19:

Название

1_python_debug_code

Цель

Написать промпт для отладки и проверки Python-кода.

Модель

gemini-pro

Температура

0.1

Лимит токенов

1024

Top-K

N/A

Top-P

1

Промпт

Приведенный ниже Python-код выдает ошибку:

Traceback (most recent call last):

File "/Users/leeboonstra/Documents/test_folder/rename_files.py", line 7, in
text = toUpperCase(prefix)
NameError: name 'toUpperCase' is not defined

Выясни, что не так, и объясни, как я могу улучшить код.
python
import os
import shutil

# Получаем имя папки от пользователя

folder_name = input("Введите имя папки: ")
prefix = input("Введите строку для добавления в начало имени файла: ")
text = toUpperCase(prefix)

# Проверяем, существует ли папка
if not os.path.isdir(folder_name):
print("Папка не существует.")
exit(1)

# Получаем список всех файлов в папке
files = os.listdir(folder_name)

# Перебираем файлы
for file in files:

# Создаем новый файл с префиксом "draft_"
new_filename = f"{text}_{file}"

# Перемещаем файл к новому имени
shutil.move(os.path.join(folder_name, file),
os.path.join(folder_name, new_file_name))

# Выводим сообщение об успехе
print("Файлы успешно переименованы.")

Вывод

Код вызывает функцию 'toUpperCase' для преобразования 'prefix' в верхний регистр, но такая функция не определена. Чтобы исправить эту проблему, вы можете использовать метод 'upper()' класса строк, который преобразует заданную строку в верхний регистр. Модифицированный код представлен ниже:

import os
import shutil
# Получаем имя папки от пользователя
folder_name = input("Введите имя папки: ")
prefix = input("Введите строку для добавления в начало имени файла: ")
text = prefix.upper()
# Проверяем, существует ли папка
if not os.path.isdir(folder_name):
print("Папка не существует.")
exit(1)
# Получаем список всех файлов в папке
files = os.listdir(folder_name)
# Перебираем файлы
for file in files:
# Создаем новое имя файла с префиксом "draft_"
new_filename = f"{text}_{file}"
# Перемещаем файл к новому имени
shutil.move(os.path.join(folder_name, file),
os.path.join(folder_name, new_filename))
# Выводим сообщение об успехе
print("Файлы успешно переименованы.")

Дополнительно, есть еще несколько улучшений, которые можно сделать в коде:

1. В оригинальном коде расширение файла не сохраняется. Лучше извлечь расширение из исходного имени файла и добавить его к новому имени файла.

2. Код предполагает, что в имени папки нет пробелов. Однако это хорошая практика, чтобы обрабатывать пробелы в имени папки, заменяя их подчеркиваниями или дефисами.

3. Код не обрабатывает ошибки, которые могут возникнуть во время процесса переименования. Было бы лучше обернуть вызов shutil.move в блок try...except, чтобы отлавливать любые потенциальные ошибки.

4. Код строит полные пути для исходных и новых файлов. Лучше использовать функцию os.path.join для этого.

Вот улучшенный код с этими предложениями:

python
# Получаем расширение файла
ext = os.path.splitext(file)[1]
# Создаем новое имя файла с префиксом и расширением
new_filename = f"{prefix}_{os.path.splitext(file)[0]}{ext}"
# Строим полные пути для исходных и новых файлов
old_path = os.path.join(folder_name, file)
new_path = os.path.join(folder_name, new_filename)
# Пробуем переместить файл
try:
shutil.move(old_path, new_path)
except Exception as e:
print(f"Произошла ошибка при перемещении файла {file}: {e}")
# Выводим сообщение об успехе
print("Файлы успешно переименованы.")

Эти улучшения делают код более надежным и гибким, одновременно делая его более читаемым и понятным... (Ответ был сокращен из-за достижения лимита токенов. Попробуйте увеличить лимит токенов, если вам нужен более длинный ответ.)

Таблица 19. Промпт для отладки и проверки Python-кода

Это отлично. Модель не только рассказала мне, как решить проблему, но и обнаружила, что в моем коде было еще больше ошибок и как их исправить. Последняя часть промпта содержала предложения по общему улучшению кода.

Мультимодальный промптинг

Промптинг для кода все еще использует обычную большую языковую модель. Мультимодальный промптинг — это отдельная задача, он относится к технике, при которой вы используете несколько форматов ввода для направления большой языковой модели, вместо того чтобы полагаться только на текст. Это может включать комбинации текста, изображений, аудио, кода или даже других форматов, в зависимости от возможностей модели и задачи.

Источники и ссылки

Примечание переводчика: некоторые ссылки из оригинальной публикации не работают.

8. Zheng, L., et al., 2023, Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models:
https://openreview.net/pdf?id=3bq3jsvcQ1
9. Wei, J., et al., 2023, Chain of Thought Prompting:
https://arxiv.org/pdf/2201.11903.pdf
10. Google Cloud Platform, 2023, Chain of Thought and React:
https://github.com/GoogleCloudPlatform/generative-ai/blob/main/language/prompts/examples/chain_of_thought_react.ipynb
11. Wang, X., et al., 2023, Self Consistency Improves Chain of Thought reasoning in language models:
https://arxiv.org/pdf/2203.11171.pdf
12. Yao, S., et al., 2023, Tree of Thoughts: Deliberate Problem Solving with Large Language Models:
https://arxiv.org/pdf/2305.10601.pdf
13. Yao, S., et al., 2023, ReAct: Synergizing Reasoning and Acting in Language Models:
https://arxiv.org/pdf/2210.03629.pdf
14. Google Cloud Platform, 2023, Advance Prompting: Chain of Thought and React:
https://github.com/GoogleCloudPlatform/applied-ai-engineering-samples/blob/main/genaion-vertex-ai/advanced_prompting_training/cot_react.ipynb
15. Zhou, C., et al., 2023, Automatic Prompt Engineering - Large Language Models are Human-Level Prompt Engineers:
https://arxiv.org/pdf/2211.01910.pdf

Завершение первой части

Мы подробно рассмотрели продвинутые техники промпт-инжиниринга, которые значительно расширяют возможности взаимодействия с большими языковыми моделями:

  • Промптинг с отступлением (Step-back prompting) позволяет БЯМ сначала обдумать общую концепцию, а затем применить ее к конкретной задаче, что существенно повышает качество ответов для сложных вопросов.

  • Цепочка рассуждений (Chain of Thought) дает возможность модели пошагово объяснять свой ход мыслей, что особенно полезно для задач, требующих логических рассуждений.

  • Самосогласованность (Self-consistency) через создание множественных путей рассуждения и выбор наиболее часто встречающегося ответа помогает повысить точность результатов.

  • Дерево рассуждений (Tree of Thoughts) расширяет концепцию цепочки рассуждений, позволяя БЯМ исследовать несколько параллельных путей рассуждения одновременно.

  • ReAct (рассуждения и действия) объединяет процессы рассуждения с возможностью использования внешних инструментов, что делает БЯМ более функциональными для решения практических задач.

  • Автоматический промпт-инжиниринг демонстрирует, как можно использовать сами языковые модели для создания и улучшения промптов.

  • Промптинг для кода показывает, как эффективно использовать БЯМ для написания, объяснения, перевода и отладки программного кода.

  • Мультимодальный промптинг открывает перспективы использования нескольких форматов ввода для более эффективного взаимодействия с моделями.

Эти техники не просто теоретические концепции — они представляют собой практические инструменты, которые можно немедленно применять для улучшения результатов работы с большими языковыми моделями.

Что дальше?

В третьей, заключительной части цикла мы сфокусируемся на лучших практиках промпт-инжиниринга, которые помогут вам максимально эффективно применять все изученные техники:

  • Оптимальные способы предоставления примеров в промптах

  • Проектирование простых и эффективных промптов

  • Точное описание желаемого результата

  • Использование JSON и схем для структурирования данных

  • Документирование экспериментов с промптами

  • Методы коллективной работы над промптами

  • Специфические рекомендации для работы с цепочками рассуждений

  • ...и многое другое

Третья часть станет практическим руководством, которое поможет вам систематизировать полученные знания и выработать методологию для создания эффективных промптов под конкретные задачи.

Надеюсь, эта вторая часть углубила ваше понимание возможностей промпт-инжиниринга. Буду рад вашим комментариям, вопросам и обсуждению практического опыта работы с продвинутыми техниками промптинга.

Оригинал принадлежит Google и автору Lee Boonstra, перевод выполнен с образовательной целью

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    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

  • 06.09.25 18:52 michaeldavenport218

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

  • 08.09.25 14:26 bajo171

    Recovery experts and lawyers work together to get your stolen money back. They find lost assets. Lawyers guide you through legal steps. Watch out for scam signs. Be careful of offers promising big profits with no risk. Don't let anyone rush your investment decisions. Marie can help you get back lost Bitcoin. She also helps stop future scams. Contact her on WhatsApp at +1 7127594675. You can also email her at [email protected] or reach her on Telegram at @Marie_consultancy.

  • 08.09.25 18:04 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

  • 08.09.25 18:04 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

  • 08.09.25 19:21 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 09.09.25 02:34 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

  • 09.09.25 02:34 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

  • 09.09.25 02:34 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

  • 09.09.25 11:48 Moises Velez

    I strongly advise using this very reputable Recovery Hacker101for anyone looking to recover any type of crypto currencies assets from online frauds, Wallet hackers, or BTC transferred to the wrong address. After I lost a lot of money to those terrible con artists posing as recovery specialists, this recovery specialist was great in aiding me in getting my Bitcoin back. After I gave Recovery Hacker101 the relevant details and prerequisites, a total of 1.4170 BTC was eventually recovered. I was overjoyed that I had been able to recover this much after having lost even more to the problems I had dealt with before discovering Recovery Hacker101. So don’t hesitate to get in touch with recoveryhacker101 AT gmail com. if you find yourself in this scenario and need help recovering from an online bitcoin scam

  • 09.09.25 15:05 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

  • 09.09.25 15:05 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

  • 09.09.25 15:05 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

  • 09.09.25 20:23 Bramfloris

    Recovering Stolen USDT If your USDT or other crypto assets were stolen, contact Sylvester Bryant at Yt7cracker@gmail. com. He can help you get your money back. I lost €220,000 in a scam. Mr. Bryant was the only expert who successfully recovered my funds. Reach him on WhatsApp at +1 512 577 7957 for fast, expert help. He is very honest. He can recover your stolen assets.

  • 09.09.25 20:37 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 10.09.25 00:45 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

  • 10.09.25 00:45 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

  • 11.09.25 03:31 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 11.09.25 13:44 grace

    i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch

  • 11.09.25 15:03 stevensjonas

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  • 11.09.25 18:51 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

  • 11.09.25 18:51 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

  • 11.09.25 18:51 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

  • 12.09.25 13:11 grace

    I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435

  • 12.09.25 15:06 michaeldavenport218

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

  • 12.09.25 15:06 michaeldavenport218

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

  • 13.09.25 20:45 Clinton

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

  • 14.09.25 00:54 robertalfred175

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

  • 14.09.25 00:54 robertalfred175

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

  • 14.09.25 02:37 luciajessy3

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  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 15:13 estherfords

    My solana recovery experience with Mighty Hacker Recovery Expert.

  • 14.09.25 15:13 estherfords

    My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 20:49 Clinton

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

  • 14.09.25 22:16 Berrysmith

    I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.

  • 15.09.25 10:25 aliceforemanlaw

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  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 16.09.25 12:25 aliceforemanlaw

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  • 16.09.25 12:26 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 13:25 marcushenderson624

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  • 16.09.25 13:25 marcushenderson624

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  • 17.09.25 02:56 peju1213

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  • 17.09.25 11:16 [email protected]

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  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 18.09.25 11:55 Mundo

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  • 18.09.25 11:55 Mundo

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

  • 18.09.25 12:22 wendytaylor015

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  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 13:04 Mundo

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

  • 18.09.25 16:46 carolinehudso83

    I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 19.09.25 00:54 frank2025

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

  • 19.09.25 10:02 faithlawrence

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

  • 19.09.25 10:02 faithlawrence

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

  • 19.09.25 15:27 tonykith01477

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

  • 19.09.25 17:12 wendytaylor015

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

  • 19.09.25 17:12 wendytaylor015

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

  • 20.09.25 15:05 faithlawrence

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

  • 20.09.25 15:53 blessing1198

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

  • 21.09.25 12:05 star1121

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:54 robertalfred175

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

  • 23.09.25 14:45 Raymondkrisitina

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

  • 23.09.25 19:27 beverlyalex010

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

  • 23.09.25 22:38 Raymondkrisitina

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

  • 24.09.25 12:22 beverlyalex010

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 19:08 Raymondkrisitina

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

  • 24.09.25 19:50 Raymondkrisitina

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

  • 24.09.25 19:55 Athea5130

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

  • 24.09.25 19:56 Athea5130

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

  • 24.09.25 19:56 Athea5130

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

  • 24.09.25 19:56 Athea5130

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

  • 24.09.25 20:52 elizabethrush89

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

  • 24.09.25 20:52 elizabethrush89

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

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