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Модели T-lite и T-pro: training report

Привет! Я Дима Стоянов, MLE в команде разработки фундаментальных моделей. Мы продолжаем рассказывать о наших моделях T-lite и T-pro. Общие характеристики и результаты бенчмарков описывали в предыдущей публикации. В этой статье раскроем детали предобучения: от подготовки данных до финальных экспериментов, а совсем скоро поделимся особенностями этапа post-training.

Открытые модели все увереннее конкурируют с проприетарными решениями, что наглядно демонстрирует успех DeepSeek R1 и реакция сообщества на ее выпуск.

Ситуация с русскоязычными моделями обстоит сложнее: в открытом доступе представлено ограниченное количество LLM. Крупные игроки чаще всего публикуют модели с ограничивающими лицензиями или же выкладывают легкие версии своих флагманских разработок.

В мире открытых моделей процесс обучения моделей часто описывается скудно, особенно это касается обработки данных. Мы хотели поддержать опенсорс-сообщество, выложив модели с открытой лицензией. А в этой статье детально раскроем наш процесс обучения: от философии проекта до технических нюансов предобработки данных. Поделимся успешными и неудачными экспериментами, рассмотрим актуальные исследования в этой области и наше видение дальнейшего развития.

Зачем адаптировать модели на русский язык

Большинство сильных открытых моделей англоцентричны, то есть их тренировочный датасет по большей части состоит из англоязычных текстов. Это происходит по естественным причинам: больше всего данных, особенно высококачественных, представлено именно на английском языке. Доля русского языка в таких моделях обычно не превышает нескольких процентов датамикса.

Англоязычность моделей и небольшая доля русского приводит к проблемам:

субоптимальное качество ответов на русском языке;
артефакты при генерации русскоязычного текста, например неестественные предложения;
code-switch, когда модель переключается между языками в ходе одного предложения;
недостаточное знание российской культуры.

Полное предобучение с нуля как один из способов решения перечисленных проблем требует значительных вычислительных ресурсов на каждый эксперимент и может быть дорогим в приложениях. Открытые модели не стоят на месте, постоянно улучшая качество.

Нашей целью было получить рецепт обучения, который позволит использовать прогресс open-source-моделей и одновременно улучшить качество для русского языка. Так мы пришли к многостадийному continual-pretraining c последующими general-alignment-ом. Это позволяет нам балансировать между забыванием исходного распределения данных, на котором предобучалась базовая модель, и глубиной адаптации под наши цели.

Помимо этого, наш рецепт можно повторить и для доменной адаптации на внутренние домены или, например, финансовый домен. В результате доменно адаптированная модель будет лучше решать банковские задачи.

Но, так как open-source не стоит на месте, мы каждый раз продолжаем проверять стадии нашего рецепта и наблюдаем, что каждая из них приносит значимый прирост на бенчмарках.

Стадии обучения языковой модели

Существуют различные подходы к обучению моделей: от создания моделей с нуля, включая все этапы обучения, до более легковесных решений.

Легковесные методы адаптации. Наименее затратным методом являются Parameter Efficient Fine-Tuning методы — когда обучают лишь часть параметров модели.Такое обучение можно легко завести на consumer-grade-видеокартах для большинства моделей, а для обучения зачастую достаточно сотен тысяч примеров. PEFT широко применяется для адаптации модели под конкретные бизнес-задачи, обеспечивая высокую эффективность при минимальных затратах.

Если качество обученной модели, дообученной с помощью PEFT, оказывается недостаточным, применяют Supervised Fine Tuning. В этом случае обучаются уже все параметры модели, что требует больше вычислительных ресурсов и позволяет значительнее влиять на поведение модели и целевые метрики.

Обучение моделей общего назначения, не ориентированных на узкоспециализированные сценарии, проходит с помощью General Post-Training.

General Post-Training включает:

General SFT — дообучение модели на разнообразных инструкциях для расширения ее функциональных возможностей.
Alignment — настройку модели в соответствии с человеческими предпочтениями и этическими принципами.

Обучение моделей с нуля дает максимальную гибкость, позволяя выбирать архитектуру, закладывать необходимые знания и адаптировать модель под конкретные задачи. Полное обучение включает:

Выбор архитектуры.
Обучение токенизатора.
General Pre-Training.
General Post-Training.

Хотя такой подход позволяет достичь передовых результатов (SOTA), он требует колоссальных ресурсов: тысячи видеокарт, так как SOTA-модели обучаются на десятках триллионах токенов. Еще нужны огромные вычислительные мощности и значительные инженерные усилия. Кроме того, циклы экспериментов могут длиться неделями, а полный процесс создания модели — занимать месяцы. За это время в опенсорсе может появиться более мощная модель, что делает вложенные ресурсы неэффективными.

Мы использовали гибридный подход Continual Pretraining, который сочетает элементы Pre-Training и Post-Training, но вместо обучения модели с нуля мы взяли за основу уже сильную открытую модель — Qwen2.5. Это позволило нам:

значительно снизить затраты;
ускорить процесс обучения;
сохранить преимущества глубокой адаптации.

Continual Pretraining дает баланс между качеством, гибкостью и стоимостью, обеспечивая эффективное развитие моделей для реальных задач.

Схема этапов обучения T-pro

Наш рецепт обучения состоит из шести стадий:

выбор оптимальной базовой модели;
опциональный этап по расширению токенизатора;
continual pretraining stage 1;
continual pretraining stage 2 с добавлением инструктивных данных;
SFT;
DPO.

Основная идея — дообучать уже сильные открытые модели, тратя на обучение на порядки меньше ресурсов, чем создатели текущих моделей лидеров индустрии.

Мы сохраняем возможность улучшать необходимые навыки, адаптировать модель к целевым доменам и нивелировать недостатки опенсорс-моделей, например переключение на китайский язык во время генерации.

Мы хотим обучать модель на сотнях миллиардах токенов: этого достаточно, чтобы оказать значимое влияние на способности модели, при этом осуществлять короткий цикл экспериментов и экономить ресурсы.

В релизе T-lite-it-1.0/T-Pro-it-1.0 мы не проводили этап расширения токенизатора, поскольку существующие токены родного токенизатора Qwen-2.5 были обучены на гораздо большем токен-бюджете и нам не хотелось рисковать деградацией способностей модели.

Нативный токенизатор Qwen-2.5 имеет не самую оптимальную плотность на русском языке, и этот этап действительно актуален. В будущих релизах планируем увеличить эффективность токенизации на русском языке.

Помимо стандартных методов расширения токенизатора с прогревом embdding-слоев и дообучением на большом корпусе претрейн-данных существуют менее вычислительно затратные методы, например подход Learned Embeddings Propogation от RuAdapt.

Выбор оптимальной LLM-модели

Первым этапом нашего рецепта был выбор сильной открытой модели. Мы оценивали кандидатов по нескольким критериям:

высокие бенчмарки на популярных англоязычных бенчмарках;
позиции на LMSYS Arena, включая срез русскоязычных запросов;
результаты на русскоязычной арене;
достойные показатели на русскоязычных бенчмарках (MERA, ru-arena-hard);
развитые мультиязычные способности;
субъективные впечатления от промптинга модели на различных задачах;
качество перевода на русский язык.

Мы начали с анализа опубликованных бенчмарков, поскольку это наиболее доступный и быстрый способ получить предварительное представление о модели. Затем самостоятельно протестировали кандидатов на MERA, оценивая их поведение в конкретных задачах.

Стоит учитывать, что некоторые задачи в MERA имеют специфический формат, непривычный для LLM. Это может приводить к неоптимальным результатам не из-за недостатка знаний или способностей модели, а из-за особенностей промптинга и формулировки заданий. Тем не менее оценки на MERA дают полезный сигнал для отбора моделей.

Статические бенчмарки помогают оценить уровень знаний модели, однако для понимания ее полезности в реальных сценариях важны диалоговые бенчмарки, такие как арены. В них пользователи голосуют за лучшие ответы, формируя лидерборд, который позволяет выявить модели с наиболее качественными и естественными ответами.

Поскольку наша цель — улучшение модели в русскоязычном сегменте, мы изначально ориентировались на мультиязычные модели, обладающие хорошими зачатками работы с русским языком. Это позволило существенно упростить процесс адаптации.

Хотя бенчмарки дают важную информацию, полностью полагаться на них нельзя: у них есть свои ограничения и недостатки, также их часто «гейнят». Поэтому ключевую роль в окончательном выборе сыграли реальные сценарии использования:

генерация синтетических данных;
перевод на русский язык;
решение In-Context Learning (ICL) задач.

На основе совокупности всех тестов и критериев мы выбрали семейство Qwen-2.5 в качестве базовой модели.

Как дообучать модель

После выбора модели возникает вопрос: с какой версии начинать дообучение — базовой или инструктивной?

С одной стороны, дообучение базовой модели дает полный контроль над ее диалоговыми способностями и логично дополняется этапом допредобучения. С другой стороны, передовые инструктивные модели уже обучены на миллионах, а иногда и на десятках миллионов инструкций, а их post-training включает значительные усилия по улучшению качества ответов. Это делает использование таких моделей привлекательным, поскольку позволяет сразу задействовать их сильные стороны.

Наши эксперименты показали, что дообучение на основе инструктивной модели оказалось более эффективным, чем на базовой. Но это объясняется относительно небольшим токен-бюджетом нашего обучения: веса модели не слишком сильно отклонились от исходного состояния, что минимизировало проблему катастрофического забывания.

При обучении на значительно больших объемах данных дообучение поверх базовой модели может быть более оптимальным, так как позволяет глубже интегрировать новые знания и настраивать модель под конкретные задачи.

Датасет для первой стадии предобучения

Бюджет первой стадии обучения составляет 100B токенов. Достаточно, чтобы значимо повлиять на знание русского языка, при этом позволяет сохранять короткий цикл экспериментов.

График показывает взаимосвязь между долей английского в претрейне и лоссом на английских текстах

При дообучении под русский язык все еще необходимо добавлять повтор на английском языке в датамикс для уменьшения эффекта деградации на английском языке. Но деградация все равно будет, и, как показывает статья авторов модели Sailor, существует компромисс между скоростью обучения целевому языку и снижением качества бенчмарков на доминирующем исходно, при этом такой деградации полностью не избежать. Авторы вывели зависимость валидационного лосса от доли повторов.

Для нас результаты модели на русском языке значительно важнее просадки на англоязычных бенчмарках, поэтому мы решили оставить лишь 10% англоязычных текстов в первой стадии обучения. В ходе проведенных аблейшнов эта конфигурация также проявила себя оптимальнее всего.

Распределение языков в первой стадии предобучения (Stage 1)

Помимо английского языка, необходимо выбрать долю кода в датамиксе. Основываясь на актуальных исследованиях по связи кода и навыков рассуждения, мы решили установить значительную долю кода в распределение датамикса — 25%.

Распределение по источникам Stage 1

Более половины распределения по источникам составляют очищенные и дедублицированные через CCNet-like пайплайн веб-страницы из Common Craw. Их объем позволяет масштабировать датамикс до триллионов токенов. Такие документы характеризуются большой разнообразностью, но содержат большое количество дублей, некачественного и бесполезного контента, который необходимо вычищать.

Относительно небольшой объем Stage 1 позволяет установить значительную долю таким высококачественным источникам, как Википедия, книги, синтетические инструкции и специализированные форумы.

При выборе весов макрогрупп мы ориентировались на четыре критерия:
1) известные распределения у сильных открытых моделей;

2) избегали чрезмерного повторения семплов в датамиксе;

3) приоритизация более высококачественных источников, таких как Википедия и книги;

4) разнообразность и качество источника, а также необходимые навыки.

Мы проводили аблейшны с различными долями макрогрупп для определения оптимальной доли кода, книг и синтетических данных.

Ребалансировка стилей документов в Common Crawl (СС)

СС содержит разнообразные документы по стилям и тематикам, но эти распределения не сбалансированы. Например, большую часть CC составляют новости и реклама — не самые полезные документы для обучения языковой модели. Мы сэмплировали документы, балансируя распределение тематик и стилей, при этом уменьшая долю малоинформативных групп.

Ребалансировка жанров книг

Среди книг доминируют жанры «Фэнтези» и «Проза», в то время как научные жанры составляют малую долю выборки. Поэтому по аналогии с CC мы ребалансировали распределение жанров, уменьшая долю доминирующих.

Значимость кодовых датасетов и связь с навыками рассуждения

Кодовые датасеты являются неотъемлемой частью любой сильной LLM. В Llama 3 доля кодовых данных составила 17% датамикса, а согласно исследованию Cohere добавление кодовых данных улучшает метрики не только на кодовых задачах, но и для любых других, требующих навыка рассуждения. Еще они пришли к выводу, что оптимальная доля кода — 25%.

В тренировочном датасете токенизатора Claude, вероятно, содержалось еще больше кодовых данных. Исследователи из Cohere с помощью атаки на токенизатор выяснили примерную долю доменов в датамиксе, и оказалось, что у модели Anthropic кодовые данные занимают больше половины датамикса! Тренировочный датасет токенизатора и самой LLM может отличаться, но обычно их делают похожими по распределению, чтобы модель эффективно «вложила» в эти токены знания.

Распределение весов доменов у различных моделей с помощью атаки на токенизаторы

Даже несмотря на то, что кодовые задачи не являются приоритетным сценарием использования для нашей модели, мы понимали необходимость улучшать пайплайн обработки кодовых данных.

Из открытых кодовых корпусов наиболее актуален The Stack v2 — примерно 900 миллиардов токенов на 600+ языках программирования. Он был использован для обучения Starcoder 2 — сильной кодовой модели своего времени. Многие опенсорс-модели продвинулись дальше в обработке кодовых данных и уже имели более сильные результаты на кодовых бенчмарках.

При дообучении базовой модели на новый язык необходимо приближать распределение и качество датасета к датасету оригинальной модели для избежания деградации в основных навыках. Если учить такую базовую модель, как Qwen-2.5, на кодовых данных хуже, чем в тренировочном датасете Qwen-а, мы рискуем ухудшить способности модели к рассуждению.

Пайплайн очистки The Stack

Создать полностью свой пайплайн сбора и очистки кодовых данных трудозатратно, поэтому нашей целью были быстрореализуемые методы фильтрации и преобразования данных для улучшения способностей к генерации кода с русскоязычными инструкциями. Мы сузили список из 600 языков программирования до 10 наиболее популярных, таких как Python, Java, C++, SQL и других, формата хранения данных JSON и языка разметки Markdown.

Мы применили Fill in the middle для кодовых данныхс вероятностью 50% по аналогии с Starcoder 2. Эта техника заключается в разбиении сэмпла на три случайные части: prefix, middle и suffix. Далее сэмпл форматируется в следующем формате:

<fim_prefix>filepath1 code1_pre<fim_suffix>code1_suf<fim_middle>code1_mid<|endoftext|>

Мы меняем местами середину и конец файла, и при обучении на следующий токен модель будет использовать контекст и префикса, и суффикса. При этом не делаем архитектурных изменений в декодере и все еще используем causal attention. Применение техники FIM позволяет улучшать навыки заполнения пропусков в коде, что полезно для кодовых ассистентов.

В статье phi-4 авторы использовали более продвинутый метод: они создали набор упражнений на восстановление осмысленной части текста, например части функции с пропущенной логикой. Логика пропущенного блока кода описывается текстом, и задача модели заключается в восстановлении кода сегмента. Такой подход позволяет создавать инструктивные пары, не требуя наличия пар контекста и верного ответа, и масштабировать его на сотни миллиардов токенов.

Для Python мы сделали этап дополнительной фильтрации. Отфильтровали все файлы с некорректным синтаксисом с помощью ast-парсинга. Большая часть таких файлов — python2-скрипты.

Мы отформатировали 80% файлов кода с помощью утилит unify, autopep8, black и isort. Так мы стандартизировали стиль и форматирование кода.

Помимо этого, использовали взвешенное семплирование. Вес семпла вычисляется из двух величин: логарифма от количества форков репозитория и средней оценки качества кода линтером.

Linter score получен из агрегации ошибок, найденных линтерами mypy, flake8, pylint с взвешиванием по типам ошибок. Например, ошибка в типе данных более критична, чем неиспользованный импорт. Метрика учитывает не только количество ошибок, но и объем файла. Метрики по файлам агрегируются в метрику по репозиторию, в результате у репозитория с более чистым кодом больше вероятность пройти этап фильтрации.

Альтернативный подход — фильтрация с помощью educational-классификаторов, например python-edu-scorer от HuggingFace. Авторы использовали LLM для оценки образовательной ценности фрагментов кода и выставляли оценку от 1 до 5. Полученные оценки были дистиллированы в легковесный классификатор, в результате предсказаний которого был получен датасет Python-Edu, использованный для обучения моделей SmolLM и SmolLM2.

Несмотря на перспективность подхода, его применение было у маленьких моделей (не более 1.7B). Такие модели могут иметь разные рецепты обучения, и не все идеи переносятся на больший размер.

Мы обратили внимание на то, что классификатор высоко оценивает короткие, чистые и простые блоки кода. Но в реальности полезный код бывает куда сложнее и менее похож на код из туториалов. В то время как для маленьких моделей резонно добавлять более простые и понятные паттерны обучения, мы не были уверены в применимости этого подхода для больших моделей. Тем не менее это интересная идея для дальнейших исследований.

Большинство написанного кода содержит англоязычные комментарии. Также такие форумы, как StackOverflow, имеют значительно большее количество контента на английском языке по сравнению с русским.

Чтобы улучшить способности понимать кодовые инструкции на русском языке, мы:

отфильтровали кодовые данные с русскоязычными комментариями и увеличили их долю в датамиксе;
перевели StackOverflow на русский язык с помощью опенсорс-моделей с сильными мультиязычными способностями;
перевели комментарии на русский для части Python-данных.

При переводе StackOverflow от модели переводчика необходимо глубокое понимание концепций кода, терминов и, естественно, хорошие мультиязычные способности.

Также необходимо контролировать «ленивость» моделей: часто на задаче перевода длинного контекста модель генерирует лишь частичный перевод.

Есть два способа бороться с проблемой: переводить только данные с небольшим контекстом (обычно не более 4000 токенов) или делить текст на чанки ограниченной длины, а после объединять переводы.

Недостаток деления на чанки — отсутствие полного контекста в запросе, который получает LLM. В некоторых случаях это может влиять на качество перевода. В промпт помимо чанка можно добавить исходный вопрос пользователя, при этом просить LLM переводить только часть текста, нивелируя проблему генерации длинного контекста.

Еще при переводе необходимо проверять специальные теги и не модифицировать код, то есть проверять, что исходный код не исказился при переводе LLM.

Одним из вариантов подобной проверки может быть такая эвристика:

проверка на зацикливание модели (симптом — если модель не сгенерировала eos-токен);
переключение на неожиданные языки (например, появление языка, отличного от исходного и от того, на который вы переводите);
совпадение количества блоков кода, элементов разметки, реплик и любых других известных элементов структуры;
значительное изменение длины переведенного текста относительно исходного;
создание blacklist-а наиболее частых фраз, не относящихся к переводу (Here is a translated text…).

Для облегчения постпроцессинга переводов можно использовать структурированную генерацию, например JSON-формат с заранее заданной схемой. LLM не всегда отвечает корректным JSON, однако в большинстве случаев этот ответ близок к корректному JSON-объекту и/или его можно восстановить с помощью специальных библиотек.

Технические детали тренировки Stage 1

Мы подготовили датасет для обучения Stage 1. Теперь перейдем к техническим деталям тренировки:

на каком оборудовании обучалась модель;
какие ключевые нюансы возникли в процессе;
с какими гиперпараметрами проводилось предобучение;
как мы оценивали результаты Stage 1.

В обеих стадиях предобучения у нас есть существенный процент данных, состоящих из сконкатенированных в один семпл коротких текстов. Это, в свою очередь, требует маскирования для разделения контекстов между текстами.

Визуализация маскирования примеров в последовательности

В статье Fewer truncations improve language modeling предложили алгоритм конкатенации семплов, минимизирующий долю обрезаемых токенов.

В претрейн-обучении для более высокой производительности не используются паддинги. Вместо этого происходит конкатенация сэмплов в последовательность фиксированной длины. Обычно порядок семплов в конкатенации никак не контролируется, и это приводит к проблеме обрезанных семплов. В результате модель обучается на неполном контексте.

В худшем случае в конец одного сиквенса может попасть текст и вопрос по тексту, а в следующий сиквенс — ответ на эту инструкцию. В результате модель будет учиться отвечать на незаданный вопрос по отсутствующему тексту, то есть галлюцинировать.

Авторы статьи предложили жадный алгоритм, который минимизирует количество обрезаний последовательностей текстов. Полное решение такой задачи является NP сложной задачей, но существуют быстрые и достаточно точные аппроксимации с временной асимптотикой O(n*log(n)). Результаты исследования показали, что меньшее количество обрезаний улучшает работу с текстом, значительно улучшает следование инструкциям и эффективно уменьшает долю галлюцинаций.

Визуализация Best-Fit Packing

Аппаратная конфигурация: обучение проводилось на H100-кластере, максимальный сетап для обучения данной модели был 256 H100 80 Gb. Использовалась технология Fully Sharded Data Parallel (FSDP) для распределенного обучения с full shard/hybrid shard стратегиями. Модели 7B и 32B достигали производительности 1 900 и 4 500 токенов/сек/GPU соответственно. В ходе обучения MFU достигал 44%.

Гиперпараметры оптимизации: мы использовали оптимизатор AdamW с параметрами β1 = 0.9, β2 = 0.95, eps = 1.0e-8. Learning rate установлен на 1e-5 с константным расписанием и разогревом в течении 10 батчей.

Параметры тренировки:

Максимальная длина последовательности: 8192.
Глобальный batch размер: 768 батчей (где 768 × 8192 = около 6 млн токенов).
Длительность тренировки: 16000 батчей.
Интервал оценки: 2000 батчей.
Количество токенов на стадии 1: до 100B, все данные уникальны.

Метрики, которые мы отслеживали в ходе обучения:

Perplexity.
Cross Entropy Loss.
ruMMLU и Mera бенчмарки.

График train loss для Stage 1. В ходе обучения возникали кратковременные всллески лосса (loss spikes), которые не привели к ухудшению метрик

Результаты MERA для Qwen-2.5-32B-it как бейзлайн для сравнения

Результаты MERA после обучения Qwen-2.5-32B-Instruct на Stage 1. Заметен прирост по MaMuRaMu (русскоязычный аналог популярного MMLU), ruCodeEval (аналог humaneval), CheGeKa, ruTiE

Мы решили использовать недавно ставшую популярной идею двухстадийного предобучения. Первая стадия содержит больше данных, в основном это веб-страницы, за счет объема и разнообразности она закладывает основные знания. Вторая стадия может быть на порядки меньше, при этом содержит более высококачественные данные, такие как инструктивные данные.

Распределение Stage 1 и Stage 2 для модели MiniCPM

Например, в модели MiniCPM в первой стадии обучения доля Common Crawl (CC) подобных данных составляет 64%, еще 25% занимает код. Во второй стадии за счет меньшего объема такие высококачественные данные, как Википедия и набор инструктивных данных, уже не размываются в общем распределении и оказывают значительное влияние на качество модели.

Двухстадийное обучение позволяет более эффективно обучать модели, демонстрируя преимущества по сравнению со стандартным одностадийным подходом. Исследования подтверждают, что этот метод приводит к улучшению метрик. Хотя на второй стадии используются инструктивные данные, частично перекрывающиеся с этапом SFT, модель, прошедшая оба этапа предобучения, показывает более высокие результаты после стадии алаймента.

Визуализация четырехстадийного обучения в SmolLM

В недавно вышедшей модели SmolLM2 и вовсе использовали четыре стадии предобучения. Свой выбор исследователи объясняют принципами:

Модель обучается с нуля и модель небольшого размера, математические навыки развиваются не сразу. Поэтому не имеет смысла значительно добавлять математические данные в первые стадии обучения.
Высококачественные данные добавляются в последние фазы обучения, поскольку таких данных меньше. Авторы стараются избегать чрезмерного повторения данных, а именно не повторять один пример более 5 раз.
В последней фазе обучения используется learning rate annealing. Как было показано в техрепорте Llama 3, этот метод отлично работает, как бы полируя накопленные знания в модели и превращает их в полезные навыки.
Датасеты средних размеров вводятся в середине обучения, чтобы избежать их размытия в наиболее крупных первых стадиях.

Стоит заметить, что предыдущие статьи описывали подход обучения с нуля, но мы собираемся дообучать открытую модель, которая уже была обучена на десятках триллионах токенов и уже обладает сильными способностями. Правда ли, что двухстадийное обучение все еще имеет смысл?

Для ответа на этот вопрос мы обратились к статье от Nvidia Reuse, Don’t Retrain: A Recipe for Continued Pretraining of Language Models. В ней авторы используют двухстадийное дообучение: на первой стадии обучают на данных, максимально похожих по распределению на данные, которые могли использоваться для обучения базовой модели, увеличивая вес у более высококачественных источников, и навыках, в которых качество модели недостаточное. Во второй стадии датамикс в основном состоит из QA-пар и диалоговых данных.

Визуализация оптимального момента переключения Stage 1 → Stage 2 в зависимости от learning rate

Авторы статьи подчеркивают, что необходимо оптимально выбирать момент переключения распределения данных и что он зависит от расписания learning rate и токен-бюджета.

В статье описываются эксперименты с разными составляющими первой стадии обучения. Оказалось, что датамикс без данных веб-страниц показал наилучшее качество, но авторы решили использовать смесь веб-данных и заапсемпленных высококачественных данных для большей стабильности.

Скейлинг допретрена. Другое интересное исследование — зависимость качества модели от токен-бюджета дообучения. Авторы статьи масштабируют свой подход от 100 миллиардов токенов до триллиона, при этом метрики растут с ростом обучающего датасета.

Эффект дообучения в зависимости от токен-бюджета

Во время обучения T-lite и T-pro мы пробовали увеличивать размер первой стадии с 100B до 500B токенов, но не получили значительного прироста, а по некоторым метрикам получили даже незначительную просадку.

Одной из гипотез является разница в распределении обучающего датасета исходной модели и нашего: в нашей модели большую часть датасета составляют русскоязычные тексты, в то время как в базовой модели их доля была значительно меньше.

При большем дообучении модель сильнее отклоняется от изначального распределения и может потерять ранее имевшиеся навыки. Кроме того, мы видели более эффективным улучшение второй стадии обучения, также как и масштабирование алайнмента стало более значимо, чем улучшения в предобучении. Поэтому для ускорения циклов экспериментов мы остановились на бюджете 100B токенов в первой стадии обучения.

Датасет второй стадии предобучения

Распределение Stage 2 по языкам

Вторая стадия обучения охватывает 40 миллиардов токенов и основана на текстах повышенного качества. В этой стадии доля английского языка существенно возрастает — до 38,1% по сравнению с первой стадией.

Увеличение обусловлено тем, что высококачественные обучающие материалы доступны преимущественно на английском языке, особенно наборы инструкций. Хотя перевод подобных датасетов на целевой язык является общепринятой практикой, он может привести к неточностям и искажениям смысла. Поэтому для достижения оптимальных результатов рекомендуется включать в обучающую выборку как переведенные материалы, так и оригинальные англоязычные тексты.

Распределение второй стадии предобучения (Stage 2) по типам источников

Stage 2 включает в себя разнообразные источники, смешивая данные, используемые на этапе предобучения и на этапе SFT. Эта стадия характеризуется более высококачественными данными, поэтому для каждого типа источников мы старались фильтровать или сбалансировать распределение данных внутри этого источника. Например, мы увеличивали долю образовательных и научных жанров книг.

СС содержит триллионы токенов, но не все из них полезные. Помимо стандартных способов очистки из CCNet pipeline можно оценивать качество данных — насколько такой пример будет полезен при обучении языковой модели.

Textbooks are all you need — статья от Microsoft, в которой они обучают классификатор образовательной ценности и фильтруют данные для предобучения.

Примеры документов высокой и низкой образовательной ценности

На основе подхода fineweb-edu мы составили промпт для оценки образовательной ценности документа.

Ниже приведено содержание веб-страницы.

Оцените, имеет ли страница высокую образовательную ценность и может ли она быть полезной в образовательной среде для обучения от начальной до средней школы, используя описанную ниже пятибалльную систему оценки. Очки накапливаются на основе удовлетворения каждого критерия:

— Добавьте 1 балл, если фрагмент содержит некоторую базовую информацию, актуальную для образовательных тем, даже если он включает в себя некоторые несущественные или неакадемические материалы, такие как рекламные материалы.

— Добавьте еще 1 балл, если фрагмент затрагивает определенные элементы, важные для образования, но не полностью соответствует образовательным стандартам.

Он может смешивать образовательный контент с необразовательным материалом, предлагая поверхностный обзор потенциально полезных тем, или представлять информацию в беспорядочной манере и несогласованном стиле письма.

— Назначьте третий балл, если фрагмент подходит для образовательного использования и вводит ключевые концепции, актуальные для школьных учебных программ.

Он согласован, хотя и может быть неполным или может включать в себя некоторую постороннюю информацию. Он может напоминать вводный раздел учебника или базовый учебник, который подходит для обучения, но имеет значительные ограничения, например обрабатывает концепции, слишком сложные для учеников начальной школы.

— Присвойте четвертый балл, если фрагмент очень актуален и полезен для образовательных целей для уровня не выше начальной школы, демонстрируя четкий и последовательный стиль письма.

Он может быть похож на главу из учебника или учебник, предлагающий значительный образовательный контент, включая упражнения и решения, с минимальным количеством несущественной информации, и концепции, не слишком сложные для учеников начальной школы. Контент согласован, сфокусирован и ценен для структурированного обучения.

— Предоставьте пятый балл, если фрагмент выдающийся по своей образовательной ценности, идеально подходит для обучения в начальной или средней школе.

Он следует подробному обоснованию, стиль письма легко следовать и предлагает глубокие и тщательные знания по предмету, не содержащие никаких необразовательных или сложных материалов.

Материал: {}.

После рассмотрения материала:

— Кратко обоснуйте свой общий балл, до 100 слов.

— Закончите с оценкой в формате: «Образовательный балл: <общий балл>»

Получив 10 000+ размеченных документов из СС с помощью модели-оракула, мы обучили BERT-like-модель на задачу многоклассовой классификации. Далее использовали обученный классификатор для предсказаний образовательной ценности по всем веб-документам. В Stage 2 оставили только те документы, которые получили 3 балла или выше.

Фильтрация «мета»-документов. В результатах отфильтрованных данных мы обнаружили много примеров, которые можно отнести к образовательным. Однако некоторые примеры не содержали полезной нагрузки, а были лишь «мета»- информацией — например, описание учебника, оглавление, описание образовательного товара и так далее. Для фильтрации «мета»-документов мы обучили fasttext-классификатор на основе разметки из нескольких тысяч документов.

Ранее были попытки обучать языковые модели на курируемых высококачественных датасетах. Например BERT обучался на текстах из Википедии, датасет Pile содержал различные источники: книги, научные статьи — и использовался для обучения GPT-J. Но позже RefinedWeb показали, что использование только данных из СС позволяет превзойти курируемые датасеты при грамотном пайплайне очистки данных.

Применение классификаторов качества вносит определенное смещение в оригинальное распределение данных и является спорным вопросом. Refined Web избегают использования классификаторов и полагаются только на эвристики для очистки данных. Тем не менее многие передовые LLM в том или ином виде используют классификаторы качества. Результаты fine-web-edu показывают, что фильтрация по образовательной ценности увеличивает метрику на MMLU-бенчмарке, делая обучение более эффективным. Мы обнаружили похожий эффект при использовании нашего классификатора качества данных.

В нашем случае фильтрация по образовательной ценности привела к смещению тематик и стилистик документов: чаще стали появляться образовательные статьи. Для сохранения высокой разнообразности мы применили более агрессивную ребалансировку по сравнению с первой стадией дообучения. К тому же фильтрация по образовательной ценности значительно уменьшает размер тренировочной выборки. Так, образовательную оценку от 3 баллов получило только 22% исходных документов, а выше 4 баллов — только 6% документов. Объем русскоязычных данных в СС сильно меньше англоязычных, это может быть проблемой для обучения больших языковых моделей с нуля, но имеет существенно меньшее влияние на вторую стадию из-за меньшего токен-бюджета.

Книги — один из наиболее богатых источников качественных данных. Для получения данных из книжек мы использовали источники открытых библиотек и OCR-пайплайн распознавания контента из .pdf- и .djvu-файлов.

В итоге мы получили больше 30 тысяч документов на русском языке. Распознанные документы могут содержать артефакты, особенно в структурированных данных типа таблиц. Для улучшения качества документов мы разработали refine-пайплайн, используя большие открытые языковые модели, так как эмпирически выяснили, что они хорошо справляются с такими задачами, как исправление ошибок в LaTeX-формулах, таблицах, опечатках и других небольших искажениях текста после распознавания. Как и в пайплайнах выше, длинные документы чанковались по эвристике, оставляя контекст до 2 тысяч токенов во избежание «оптимизации» текста моделями, после чего возвращались в исходную структуру.

Рефайн состоял из нескольких последовательных вызовов с шагами рефлексии на основании вывода формальных парсеров, чтобы увеличить долю корректных чанков и, как следствие, документов. Как и для СС, применялись классификаторы определения языка, тематик, стиля и образовательной ценности контента с последующей фильтрацией. Дополнительно очистили артефакты markdown’а, оглавлений и повторяющихся элементов.

Математические навыки — ключевые для развития способностей к рассуждению. Последний год создатели передовых LLM пытались улучшить значения математических бенчмарков, направив свои усилия на создание масштабных и высококачественных математических корпусов. Например, доля математических данных и данных, связанных с рассуждениями, в Llama 3 составляет 25%!

Помимо образовательных русскоязычных учебников по STEM-предметам мы перевели такие англоязычные ресурсы, как Math StackExchange. Этот источник — QA-форум по различным математическим тематикам с системой голосования за более качественные ответы. Наличие тегов позволяет балансировать датасет по охватываемым тематикам, а реакции пользователей — выбирать наиболее интересные вопросы и полные ответы.

Другой подход сбора математического корпуса — фильтрация математических документов из веб-страниц CommonCrawl. Один из таких корпусов — OpenWebMath, состоящий из почти 15B токенов. Префильтрация осуществляется за счет классификатора, обученного на определение схожести страницы на математический контент. Источниками тренировочных данных для такого классификатора являлись домены известных математических крупных сайтов.

Пайплайн сбора математического корпуса OpenWebMath

Мы также перевели OpenWebMath на русский язык и добавили в датамикс обучения.

Альтернативным решением является повторение методологии OpenWebMath для русскоязычных страниц CC. Из недостатков корпуса OpenWebMath можно выделить достаточно низкое качество некоторых документов, связанное с ошибками парсинга или очистки.

Стоит обратить внимание на интересное исследование GAIR Lab, в ходе которого обучили небольшую языковую модель (SLM) для улучшения контента документа. Языковая модель генерирует вызов заранее заданных правил: оставить или удалить целый документ, удалить набор строк или нормализовать строку. Даже такого ограниченного набора правил хватило, чтобы значительно улучшить качество документов и получить прирост на бенчмарках. Авторы выложили датасет OpenWebMath-Pro на huggingface.

Programming every example: LIFTINGlifting data quality like experts at scale

Исследование продемонстрировало эффективность применения моделей машинного обучения (SLM) на этапах предварительной очистки массивных текстовых корпусов с высоким уровнем шума, таких как Common Crawl, архивы форумов, научные публикации и программный код. Генерируемые с помощью SLM эвристики демонстрируют существенно большую гибкость по сравнению с традиционными правилами, которые были разработаны и верифицированы вручную в существующих системах очистки данных (Gopher, CCnet, RefinedWeb и других).

Хотя использование SLM требует значительно больших вычислительных ресурсов по сравнению с применением простых эвристик, эта технология не заменяет традиционные методы полностью, а служит дополнительным инструментом для повышения качества очистки данных.

Параллельные данные представляют собой пары соответствующих друг другу текстов или предложений на разных языках, которые используются для улучшения качества машинного перевода (MT) языковых моделей.

Исследование Alma продемонстрировало, что даже небольшой объем параллельных данных в сочетании с дообучением на целевом языке значительно повышает качество перевода. Основываясь на этих результатах, мы включили в наш датасет параллельные данные из открытых источников, таких как xP3x и Aya Dataset. Дополнительно обогатили данные переводами инструктивных пар с английского на русский, специально собранными для расширения русскоязычной составляющей тренировочного набора данных.

Инструктивные данные — важная составляющая второй стадии обучения. Они отличаются по формату от обычных данных для предобучения, поскольку состоят из нескольких реплик с разными ролями, в то время как данные предобучения — просто сплошной текст. Мы смешиваем инструктивные и обычные данные предобучения, а для инструктивных данных применяем все по аналогии с SFT-обучением: чат теплейт, маскирование лосса для запроса пользователя.

Fun fact: баг с токенизацией, который мы нашли не сразу

Хотя токенизация данных с помощью библиотеки transformers обычно выполняется одним вызовом функции, подготовка токенизированных инструктивных диалогов требует более сложного подхода. Основная причина заключается в особенностях работы функции tokenizer.apply_chat_template(), которая не формирует тензор меток (labels) автоматически.

При обучении модели на диалогах необходимо правильно настроить маску потерь (loss mask), чтобы модель училась только на ответах ассистента. Для этого требуется токенизировать каждую реплику диалога отдельно и вручную присваивать метки: −100 для реплик пользователя и системных сообщений (чтобы исключить их из расчета функции потерь) и фактические значения токенов для ответов ассистента.

Такой подход позволяет корректно обучать модель, фокусируясь только на генерации ответов ассистента и игнорируя остальные части диалога при вычислении потерь.

Наш код:

python
result_tokens = []
enable_loss = []

for msg in chat:
   templated_msg = self.tokenizer.apply_chat_template([msg], tokenize=False,
                                                      chat_template=chat_template,
                                                      add_generation_prompt=False)
   templated_msg = self.remove_eos_and_bos(templated_msg)
   msg_tokens = self.tokenizer(templated_msg, truncation=False, padding=False, add_special_tokens=False)[
       'input_ids']
   result_tokens += msg_tokens
   fill = 0 if msg.get('disable_loss') else 1
   enable_loss += [fill] * len(msg_tokens)

result_tokens = self.bos_tokens + result_tokens + self.eos_tokens
if self.bos_tokens:
   enable_loss = [1] + enable_loss
enable_loss = enable_loss + [1]

При переходе с модели Gemma-2 на Qwen-2.5 мы столкнулись с неочевидной проблемой токенизации, которая привела к деградации метрик. Корень проблемы заключался в различиях chat template между моделями.

Особенность токенизатора Qwen-2.5 в том, что он всегда добавляет системное сообщение в диалог, даже если его нет в исходных репликах. В нашем коде мы вызывали функцию apply_chat_template для каждой реплики отдельно, что приводило к многократному добавлению дефолтного системного промпта в токенизированные данные. При этом на бенчмарках использовался стандартный подход с единым вызовом apply_chat_template для всего диалога. Расхождение между форматами обучения и инференса привело к снижению качества модели. Хотя падение производительности оказалось менее критичным, чем обычно наблюдается при ошибках токенизации, это затрудняло своевременное обнаружение бага.

Этот опыт позволил сделать важные выводы:

Необходимо тщательно тестировать код токенизации, поскольку ошибки в нем могут иметь серьезные последствия для качества модели.
При интеграции новых моделей критически важно детально изучать их chat template. Поскольку шаблоны реализованы на языке Jinja, который предоставляет большую гибкость, единого стандарта для них не существует.
Любые модификации стандартного процесса токенизации требуют особенно тщательной проверки и валидации.

Мы собрали открытые инструктивные датасеты с huggingface по различным доменам:

General (OpenAssistant, WildChat, Synthetic LMSys-Chat-1M, UltraFeedback, OpenHermes-2.5, capybara, InfinityInstruct, Magpie-Ultra, neo_sft_phase2, tulu v3.1 mix, Synthia).
Knowledge (Flan v2, WebInstructSub, Dolphin).
Math (Numina-CoT, MetaMathQA, MathInstruct, TemplateGSM).
Reasoning (Numina-TIR, OpenPlatypus).
Code (Self-OSS-Instruct-SC2, Evol CodeAlpaca, OASST-Code-Octopack, CommitPackFT).
IF (ifeval-like, SystemChat).
Multilingual (xP3x, Aya).

Англоязычные датасеты перевели на русский язык с помощью открытых LLM. Набор промптов инструкций почти полностью пересекается с SFT-сетом, но отличается большим объемом за счет менее строгих критериев качества и фильтрации.

Поскольку многие источники инструкций содержат пересекающиеся наборы промптов, необходимым этапом подготовки является глобальная дедупликация всех инструктивных данных. Мы использовали LSH-дедупликацию для минимизации количества дублей в тренировочном датасете.

Генерация синтетических инструктивных данных — популярный подход как для обогащения и формирования датамиксов предобучения, так и для получения SFT-like инструктивных данных.

Одним из известных примеров синтетического корпуса предобучения является Cosmopedia. Суть подхода состоит в том, чтобы на основании отрывка веб-страницы и выбранных высококачественных источников сгенерировать длинный текст, расширяющий контекст данного отрывка, а вариативность достигается с помощью применения разных стилей.

MAmmoTH2: Scaling Instructions from the Web

Наш пайплайн

Подход Cosmopedia лишь частично обусловлен по данному на вход контексту, но без ограничений генераций на внесение дополнительной информации как на уровне промптинга, так и на уровне фильтраций в постпроцессинге такой подход может приводить к галлюцинациям.

Мы решили больше концентрироваться на второй стадии пайплайна обучения и инструктивных данных в ней, потому что она меньше по объему, содержит более высококачественные данные и больше влияет на финальное качество модели. Основная проблема, с которой мы столкнулись во время сбора инструктивных датамиксов, — отсутствие качественных и достаточно больших датасетов на русском языке, а существующие недостаточно покрывали common knowledge будучи в большей степени переводами соответствующих англоязычных источников. Мы рассматривали два варианта получения синтетики:

перевод, как и с открытыми наборами данных;
генерация синтетических инструктивных и question answering (как отдельный вид инструкций) пар, обусловленных на некоторый контекст.

Первый подход применялся на формализуемых доменах, таких как математика. Как и в случае кодовых наборов данных, перевод проводился большими открытыми языковыми моделями с последующей фильтрацией по эвристикам. Отличие заключалось в дополнительном шаге — проверке совпадения блоков LaTeX / MathJax.

Важно, что доменно специфичные термины часто искажаются при подобном подходе, но неточности языка в нашем случае в последующем выравниваются на post-training-стадиях.

В качестве источника формирования инструктивных пар рассматривались поддомены StackExchange с фильтрацией по частотным тэгам, голосам как вопроса, так и комментариев.

В случае с математическим доменом дополнительно сформировали blacklist тегов, покрывающих узкоспециализированные тематики, где перевод терминов был наиболее неточный и плохо верифицируемый. Брались только данные, теги которых покрывают 90% запросов пользователей, пост и комментарии к нему должны были быть оценены минимум одним пользователем. Итоговая пара «запрос — ответ» формировалась по правилу: ответ, который принят инициатором треда и автоматически считается верным, и ответ с самым высоким рейтингом, если он отличен от принятого.

Генерация синтетических инструктивных данных стала достаточно популярной после выхода статьи, описывающей Self-Instruct-подход. Он без дополнительных ограничений склонен вырождаться, и полученный датасет может обладать малым разнообразием, более того, как и в случае с Comopedia, никак не ограничиваются галлюцинации.

Чтобы побороть эти две основные проблемы, мы, опираясь на работы MAmmoTH2: Scaling Instructions from the Web и Nemotron-4 340B Technical Report, использовали подмножество сбалансированных СС-данных с метрикой образовательной ценности большей или равной 4, и книги с образовательной ценностью как минимум 3 в качестве контекста для генерации. Далее для фиксированного чанка контекста генерировалась пара «инструкция — ответ» и список вопросов и ответов, опирающихся на текст, что ограничивалось напрямую в затравке наряду с образовательной ценностью сгенерированного ответа.

Следующим этапом пайплайна стала фильтрация данных на основе оценки их согласованности с контекстом и корректности с точки зрения языковой модели. Использование абстрактных шкал оценивания на этом этапе приводило к тому, что калибровку порога оценки необходимо было производить для каждой модели, что в общем случае не масштабируемо. Мы пришли к списку бинарных критериев. В итоге доля синтетических данных в первой стадии дообучения составила 5,7% и 4,7% — во второй.

Технические детали второй стадии предобучения

Мы описали особенности сбора датасета обучения для второй стадии предобучения. Перейдем к описанию технических деталей обучения.

Инструктивные маски. Во второй стадии в датамиксе появляются инструктивные данные, состоящие из запроса пользователя и ответа ассистента. Для таких данных мы маскировали loss для токенов, соответствующих запросу, и учили модель только на токенах ответа так же, как это делают при SFT-обучении.

Аблейшны показали эффективность этого метода. Маскирование промпта способствует тому, что модель лучше фокусируется на выполнении задачи, снижая риск переобучения на некачественные или дублирующиеся запросы. При этом ответы в инструктивных датасетах, как правило, являются сгенерированными и проходят контроль качества, в отличие от исходных пользовательских запросов.

Пример маскирования инструкции

Помимо маскирования промта существуют подходы смешанного маскирования, например с использованием Prompt Loss Weight. Увтерждается, что на датасетах с короткими генерациями использование ненулевого PLW превосходит стандартное SFT-like-обучение с полным маскированием промптов. Но для длинных генераций эффект нивелируется.

Стоит отметить, что многие инструктивные задачи, такие как Natural Language Instruction, имеют короткие ответы. Мы не пробовали этот подход, но он выглядит перспективным. Необходимо следить не только за распределением общей длины инструктивных примеров, но и за соотношением длинных и коротких промптов и генераций.

Мы использовали те же гиперпараметры оптимизации, что и в Stage 1. Единственное отличие — расписание learning rate. После разогрева learning rate достигает 1e-5 и постепенно затухает до 1e-6 (alpha_f = 0.1).

Параметры тренировки:

Максимальная длина последовательности: 8192.
Глобальный batch размер: 768 батчей (где 768 × 8192 = около 6 млн токенов).
Длительность тренировки: 6500 батчей.
Интервал оценки: 2000 батчей.
Количество токенов на стадии 2: до 40B (20/40), где 1 эпоха — 20B.

Метрики:

График Train loss для Stage 2

Результаты на MERA после обучения Stage 2

После Stage 2 значимый прирост наблюдается в следующих бенчмарках: USE (ЕГЭ), RWSD, MultiQ (multi-hop QA), CheGeKa, математических ruMultiAr и MathLogicQA.

Как видно по результатам замеров, претрейн-чекпоинт получает даже больший результат, чем T-pro-it-1.0 (то есть заалайненная модель). Заметим, что при составлении SFT-сета главной целью было развитие диалоговых способностей модели, что может отражаться на бенчмарках, нацеленных на знания модели.

На прощание

Мы подробно раскрыли процесс предобучения наших моделей T-lite и T-pro, сосредоточившись на детальном описании каждого этапа: от подготовки данных до финальных экспериментов.

Наш опыт показывает, что гибридный подход позволяет значительно сократить вычислительные затраты при сохранении высокого качества моделей. Обучение на сотнях миллиардов токенов оказывается достаточным для существенного улучшения способностей модели в работе с русским языком, при этом позволяя сохранить преимущества базовой архитектуры и знания, заложенные в исходной модели.

В следующей статье мы планируем раскрыть особенности этапа post-training, который включает SFT и alignment.

P.S. Спасибо всей команде, которая помогла этой статье быть: Оле Цымбой, Мише Гашкову, Герману Абрамову и Толе Потапову.

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12 мар. 2025 г.

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

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13.08.25 06:11 tyler231

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 08:26 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 10:37 babatunde162

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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

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13.08.25 14:23 Morris Jason

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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
19.08.25 02:26 Jacksonbash

You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].
19.08.25 18:15 keith

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19.08.25 18:54 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 patricialovick86

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19.08.25 18:54 patricialovick86

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20.08.25 12:01 Official

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20.08.25 17:00 lisared

Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.
20.08.25 20:42 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.
21.08.25 01:54 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
21.08.25 01:54 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
21.08.25 01:54 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
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 wendytaylor015

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22.08.25 08:00 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
22.08.25 08:00 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
23.08.25 05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com
01:05 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
06:32 amy

I have lost all hope to recover my investment in pragmatic trade which I lost $125,000 in the process of investment. I'm here to say thank you to anthony davies for being a man of your word got my funds recovered back plus a bonus within a week of working with [email protected] I hope people make use of this opportunity as well and don't give up on getting your funds back. is also available on Telegram: @anthonydavies01
17:13 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
17:13 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
17:13 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
18:39 nelly young

Getting your USDC stolen feels like the ground has been pulled out from under you. It’s not just about the money you’ve been violated, and your security is at risk. And since crypto lives on the blockchain, there’s no bank to call and no quick refund. That’s why you need someone who knows exactly what to do. Agent Jasmine Lopez has helped countless victims trace stolen USDC and lock down their accounts before more damage happens. Time matters reach her today at [email protected] WhatsApp at +44 736-644-5035 and take the first step toward getting your funds and peace of mind back.