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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:

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.

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:

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.
Извлечение ответа из каждого сгенерированного ответа.
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

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.

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.

Скопируйте вывод из Таблицы 16 (без текста обертки bash ), и вставьте его в новый файл с названием: "rename_files.sh".
Откройте окно терминала и введите: . rename_files.sh. Он попросит ввести имя папки, например, test. и нажмите enter.
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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17 апр. 2025 г.

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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
08.08.25 22:01 abeggnatalie

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08.08.25 22:02 abeggnatalie

As the finance director of a humanitarian NGO, I have always exercised extreme diligence in how we handle our funding. So when I received an email from what appeared to be a prestigious global crypto foundation offering $500000 in matching grants for blockchain-based aid initiatives, I took notice. The proposal seemed credible, complete with polished branding, legal agreements, and referenced success stories. The only stipulation was an activation requirement: we had to transfer $250000 in USDT to initiate the grant process. After extensive internal consultation and document verification, we proceeded. The promise of doubling our operational funding could significantly amplify our outreach programs in conflict-affected regions. Then everything went silent. Follow-up emails were ignored, the contact number was disconnected, and within days, the foundation’s website vanished. The realization hit us hard; we had been defrauded. The emotional and reputational toll was immense. I felt personally culpable for having signed off on such a monumental error. It jeopardized not only our funding but also trust among our stakeholders. We turned to TECHY FORCE CYBER RETRIEVAL. Their response was immediate and professional. Within hours, we were assigned a dedicated case analyst. Their team operated with surgical precision. We learned we weren’t the only victims. This was a coordinated scam ring targeting nonprofits using highly customized and persuasive tactics. TECHY FORCE CYBER RETRIEVAL’s digital forensics experts tracked the stolen USDT through a labyrinth of six wallet addresses across various jurisdictions. Using advanced blockchain analytics, real-time monitoring software, and legal liaisons, they mapped the laundering trail with remarkable accuracy. They also coordinated directly with international regulators and the legal department of the real crypto foundation, which was alarmed to discover its identity had been fraudulently used. The recovery effort was rigorous and multifaceted, involving compliance teams at multiple exchanges, forensic IP tracing, and the audit of smart contracts linked to fraudulent addresses. Throughout the ordeal, we were provided with frequent updates and full transparency. In just 10 days, TECHY FORCE CYBER RETRIEVAL successfully retrieved $191000 of the lost funds. Beyond the monetary recovery, they provided us with a comprehensive post-incident report, enabling us to strengthen our cybersecurity protocols and conduct risk training for partner organizations. Their work was nothing short of extraordinary. TECHY FORCE CYBER RETRIEVAL did not just restore stolen assets; they restored our operational integrity, capacity, and sense of direction. WhatsApp (+156 172 636 97) Mail (support (At) techy forcecy berretrieval (Dot)com) Telegram (At) Techcyberforc
09.08.25 09:39 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
09.08.25 09:39 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
09.08.25 14:24 lisa111

Recovering lost money from scams calls for cooperation. Recovery professionals locate stolen funds by applying their expertise. Experts in law offer advice on the best course of action. This helps you recoup your investment. Scams teach us to be aware of the warning indications. Promises of large, rapid riches with minimal risk should be avoided. They may want you to make an investment right away. Get advice from Marie on how to prevent frauds in the future. She can help you recover your missing bitcoin as well. You can reach her at [email protected] or @Marie_consultancy on Telegram. Additionally, you can utilize WhatsApp at +1 7127594675.
09.08.25 16:31 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
09.08.25 16:43 meghanmarkle1998

I was scammed out $ 180,000 in BTC, but Spikes Assets Recovery came to my rescue. When my cryptocurrency investment fell into the wrong hands, I lost $115,330 in Bitcoin and was defrauded of my hard-earned money. I was on the verge of giving up after learning that the funds seemed unrecoverable, but then I came across a Google post about a legitimate recovery service called Spikes Assets Recovery, a firm specializing in stolen fund and crypto recovery. To my astonishment, after working with them, they successfully recovered the full $115,330 I had lost in BTC. I'm incredibly grateful and relieved that I was able to recover all of my missing Bitcoin. For inquiries or assistance with recovering your lost assets, you can contact Spikes Assets Recovery using the following details: Email: [email protected] Yahoo: [email protected]
09.08.25 17:24 Sophie Pugh

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10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 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
10.08.25 18:13 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
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:26 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 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
15.08.25 13:27 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
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 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
17.08.25 03:33 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
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 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
18.08.25 22:17 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