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Поиск данных, прокачанная тренировка и судейская оценка. Как с минимальными ресурсами улучшить качество дообучения LLM

Привет, Хабр! Меня зовут Анна Щеникова, я аналитик в Центре RnD в МТС Диджитал. Почти всегда при адаптации LLM-моделей встает вопрос нехватки ресурсов на проверку гипотез. Обычно у меня есть собственное рабочее время и две карточки GPU, а распределяются они на несколько задач. Бизнес же просит приемлемый результат как можно быстрее.

В прошлом посте я рассказала про разделение адаптации open-source-моделей на четыре уровня, а в этом раскрою работу с последним из них — дообучением. Под катом покажу, как быстро получить приемлемое качество, когда базовые подходы не помогают.

Исходная задача

Допустим, нужно обучить модель работать с технологией RAG или с помощью LLM генерировать инсайты по нашим данным. Как это сделать быстро, дешево и сердито?

Нужен подход, который легко применять локально. Чтобы его отработать и использовать на реальных кейсах, мы решили обучить модели русскому языку. Так мы не замкнемся на одной задаче и протестируем большое количество гипотез.

Да, логичнее было бы использовать подходы адаптации к новому языку. Например, обучить новый токенайзер и адаптировать эмбеддинги. Но с точки зрения бизнеса нам нужен успешный опыт, чтобы получить быстрое решение задач без проверки множества гипотез.

Для хорошего обучения требуется собрать данные, понять и оформить тренировочный пайплайн и, самое важное, определиться с оценкой качества. С этого и начнем.

Оценка качества

Есть разные подходы для оценки ответов моделей. Мы выделили для себя три группы:

Бенчмарки, отвечающие на вопрос «Есть ли ответ в сгенерированном тексте?» Пример: MMLU, Russian SuperGLEU (RSG), MERA. Они хорошо проверяют факты, но плохо оценивают сам язык. Например, не подсвечивают, что модель ошибается в правилах грамматики и пунктуации, путает слова, генерирует один и тот же текст без конца и много чего еще. Забавный факт: мы оценили модель с большими проблемами в грамматике, но она неожиданно была лучшей по RSG.
Бенчмарки типа LLM-судьи. Одна LLM сравнивает ответы других моделей по десятибалльной шкале. Так более или менее учитывается качество языка, и можно получить неплохую приближенную оценку ответов.
Ручная Side-by-side (SBS) оценка. Самый точный, но дорогой и долгий вариант. Берем заранее определенный тестовый набор данных, модели инференсят на нем и получают некоторые ответы. Люди вручную сравнивают их и выставляют перекрестные оценки: лучший/худший, одинаково хороший/плохой ответ.

При любом из этих подходов результаты своей модели можно подогнать так, что они будут лучше, чем на самом деле. Например, обучить модель на открытых тестовых данных. Также метрики станут нерепрезентативными при использовании данных для few-shot-инференса в качестве обучающих.

Самым надежным остается вариант, когда проводится самостоятельная SBS-оценка. От обычной SBS-оценки она отличается только отсутствием тестового набора данных для сравнения. Пользователи просто задают и сравнивают ответы. Так работает ChatBot Arena. С появлением детерминированного набора проверяемых данных возникает соблазн пойти нечестным путем и подогнать метрики.

Чтобы сравнивать ответы моделей на разных итерациях обучения, я использую оценку GPT-судьей. Давайте посмотрим на подход поближе: в качестве судьи выступает GPT-4o, которая показывает самые высокие метрики, в том числе и на арене, а еще это одна из самых дешевых моделей из семейства GPT.

Промпт для LLM-судьи выглядит так:

Please act as an impartial judge and evaluate the quality of the responses provided by two AI assistants to the user question displayed below. You should choose the assistant that follows the user's instructions and answers the user's question better. Your evaluation should consider factors such as the helpfulness, relevance, accuracy, depth, creativity, and level of detail of their responses. Begin your evaluation by comparing the two responses and provide a short explanation. Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision. Do not allow the length of the responses to influence your evaluation. Do not favor certain names of the assistants. Be as objective as possible. After providing your explanation, output two values on a scale of 1 to 10 indicating the scores for Assistant A and B, respectively. Output your final verdict by strictly following this format: [[{{Assistant A score}} {{Assistant B score}}]].

[User Question]
{instruction}

[The Start of Assistant A's Answer]
{answer_a}
[The End of Assistant A's Answer]

[The Start of Assistant B's Answer]
{answer_b}
[The End of Assistant B's Answer]

Судье передается вопрос и два ответа: от эталонной модели A (gpt-4-turbo) и оцениваемой модели B (например, llama3-8b)

Важно учитывать несколько моментов:

Анонимность ответов. Судья не знает и не учитывает, от какой модели приходит ответ.
Судья и эталонная модель должны различаться.
Ответы нужно рандомно менять местами, чтобы избежать смещения в пользу какой-то одной модели. Существует гипотеза, что первый ответ выбирается чаще.
В промпте можно менять требования к ответам.
Можно смотреть долю соответствия с эталонной моделью и средние оценки. На основе промпта для LLM судьи ставят оценки по десятибалльной шкале и подробно объясняют, почему. Это гораздо интереснее, чем смотреть по четырем категориям: «ответ А лучше Б, ответ Б лучше А, оба хороши, оба плохи».

Такой способ не требует ручных действий и не отнимает мое время. Он оценивает не только качество языка, но и соответствие ответа требованиям. В результате оценки я получаю такую диаграмму:

Тут видно, что у модели есть проблема с чатом и советами

Теперь мы можем выбирать оценочный датасет и отрасли под конкретные задачи и мониторить состояние модели сразу по всем подзадачам.

Данные

Краеугольным камнем в общении с бизнесом становятся данные для обучения. Их нужно получить с учетом специфики задачи, и для этого есть два пути: оттолкнуться от чего-то готового или сделать все самому.

Где найти данные

При первом пути для прототипа (Proof-of-Concept) и теста гипотезы в большинстве случаев достаточно двух вариантов получения данных:

Поиск готовых датасетов. Их можно взять на huggingface и перевести, если они на другом языке. На этом ресурсе много различных датасетов по самым разным задачам. Их можно использовать для обобщения какого-то навыка модели.
Например, мы хотим качественно суммаризировать данные внутри компании по структуре, но нам необязательно собирать внутреннюю информацию, чтобы получить навык. Достаточно использовать датасеты для суммаризации и обработать их так, как нам надо.
Генерация синтетики по существующим данным: базам текстов, примеров запросов от пользователей и так далее. При этом подходе мы сами «генерируем» датасет, если у нас есть какой-то материал, но его мало или ему нужно преобразование. Главное для нас — возможность определять требования для генерации данных и уточнять нужные моменты.
Например, у вас есть десяток диалогов с пользователями и нужно получить их варианты с небольшими отличиями — их можно сгенерировать на основе имеющихся. Или есть база документов, и чат-бот должен отвечать по ней и иметь общие знания по теме. Мы можем с помощью ChatGPT или какой-то локальной модели (например, LLama 3.1 70b) сгенерировать пары «вопрос-ответ» по тексту так, чтобы использовать его как релевантный контекст в RAG-системе.

Второй путь — сделать все самому — подразумевает ручные сборку и оформление данных, написание текстов. Как-то раз редакторы заказчика сделали около восьмидесяти подписей к картинкам, чтобы обучить нейросеть. Даже этого набора хватило для дообучения модели и получения работающего результата.

В текущей задаче мы сфокусировались на поиске максимально готовых решений, которые даже не нужно переводить.

Как должны выглядеть данные для обучения

Если мы говорим про LLM, то есть два типа моделей:

Базовая — это продвинутый T9, предсказывающий только следующий токен. На вход подается какой-то текст, и она его просто продолжает. Пример: meta-llama/Meta-Llama-3.1-8B.
Instruct-версия — это базовая модель, которая была дообучена общаться в чате или в instruct-формате. Она поддерживает роли пользователя и ассистента, и мы можем ей задавать вопросы и получать на них ответ. Наши данные должны выглядеть как-то так:

Базовой модели на вход для обучения нужен просто текст. Для instruct-версии определяем роли, а данные должны представлять собой список сообщений для каждой из них.

Но не все так просто с instruct-версией. На самом деле для модели методы Prompt (base) и Instruct кардинально ничем не отличаются. Instruct-версия — это модель, обученная определенной структуре текста. Мы специфично оформляем промпт, а Instruct так же, как и базовая, предсказывает только следующий токен, но в определенной структуре. И эту структуру мы можем распарсить и выделить ответ от ассистента. Она называется темплейт и различается у каждой модели:

Желтым помечен вход модели, а все остальное — то, что она генерирует

Да, это такой же текст, просто оформленный с разными дополнительными специальными токенами. Он красиво парсится в UI и преобразуется в привычный нам вид:

В процессе дообучения модели важно оформлять данные в предназначенном для нее виде. Базовой достаточно отдать просто текст, а для instruct все данные оформляются в ее чат-темплейте, а уже потом используются в обучении.

С чего мы начали

Мы нашли на Hugging Face датасеты Saiga, нагенерировали запросов в ChatGPT, взяли переведенный на русский язык d0rj/OpenOrca-ru, все в instruct-версии.

Так у нас появилась база, на которой мы обучили модель и оценили ее с помощью LLM-судьи:

Дальше мы добавили русскоязычных данных на специфические задачи:

spellcheck — проверяет и исправляет грамматику русского языка;
wikiomnia — отвечает на вопросы по тексту из «Википедии» (QCA);
gsm8k — базовые задачи по математике.

После обучения и замеров мы получили такие результаты:

Видно, что добавление данных по отдельности повышает соответствие с GPT-4, но есть две проблемы:

Хороших русскоязычных данных действительно мало, зато много переводов, которые могут быть плохого качества. Мы замечали, что плохо переводится код — где-то даже был переведен на русский синтаксис Python. Нужна либо проверка на адекватность, либо умная фильтрация. А на них, увы, времени нет.
Чем больше данных, тем хуже качество. Например:

Задача: Перепиши текст, исправь грамматические, орфографические и пунктуационные ошибки.
«Если бы сказали мне год назад сегодня я бежать марафон, я бы смеяться. Ваша поддержка иметь мне огромное влияние!»
base и base + gsm8k:
Если бы сказали мне год назад, что сегодня я бегу марафон, я бы смеялся. Ваша поддержка имеет огромное значение для меня!
base + spellcheck + wikiomnia + gsm8k:
Если бы сказали мне год назад сегодня я бежать марафон, я бы смеяться. Ваша поддержка имеет мне огромное влияние!

Мы добавляем больше данных, чтобы улучшить качество языка, но оно только падает.

Тут мы подумали, что проблема может быть в разнообразии данных, и собрали еще больше двадцати датасетов по специфическим задачам на русском и английском языках. Отревьюили их на адекватность и стали искать минимальную комбинацию, которая даст лучшее качество. Для нас идеальным датасетом оказался микс из базы, задач на код, логику, математику, грамматику, QCA. Все они были русскоязычными.

А что, если пытаться подтянуть одну отрасль?

Мы увидели, что на графике просаживается roleplay, и решили в наши данные добавить датасет на эту задачу. Мы надеялись улучшить метрики по этой области. Но нет, метрики упали, а по этой отрасли изменения практически не было.

Разнообразие данных помогло нам чуть улучшить метрики, но не сильно. Главным препятствием оставалось падение качества при увеличении объема данных. Мы поняли, что нам пора изменить подход.

Тренировочный пайплайн

Чтобы разобраться со снижением качества, мы решили глубже взглянуть на наш подход. Начали свое исследование мы, конечно, с Low-Rank Adaptation (LoRA):

В этой статье описано, что такое LoRA и как применить ее к конкретным задачам. А тут есть код использования LoRA для LLM

Мы делаем копию весов некоторых слоев обученной модели, например Mistral. Чтобы уменьшить количество обучаемых параметров, копия разбивается на две матрицы A и В. Они перемножаются для получения оригинальной размерности, а исходные веса замораживаются. Обучаемая копия и оригинальные веса конкатенируются на выходе, а в процессе инференса мержатся по этой конкатенации.

Понятный пример: у нас есть дом, и мы хотим выделить место для хранения инструментов. Чтобы не лезть в конструкцию и не переделывать все внутри, мы пристраиваем к нему сарай (LoRa adapter) и получаем нужную функциональность, ничего не сломав.

Изначально мы использовали не только LoRA на float16 (обучение полноразмерной модели), но и обучение на основе квантизованных моделей, например LoRA 8 bit. Такой подход требует меньше памяти и сразу адаптируется к условиям инференса в квантизации. Но он увеличивает время обучения и ухудшает грамматику.

Чтобы улучшить качество ответов, мы решили потюнить гиперпараметры, но толку было мало:

Практически все итерации с большим количеством данных хуже, чем без них

К тому же мы заметили, что при обучении ровно одной эпохи лучшее качество получается в ее середине:

Наша валидационная лосс-функция имела форму колокола. Качество было выше, когда использовалось ровно определенное количество данных: чем больше мы учили модель, тем хуже она показывала результаты.

Меняем подход

Мы много тестировали и остановились на LoRA с префикс-тюнингом:

Префикс-тюнинг заключается в добавлении LoRa-весов к соответствующим матрицам W в механизме внимания и виртуальных эмбеддингов к матрицам К и V. Так мы чуть расширяем пространство эмбеддингов внутри внимания. Подробности есть в статье «Parameter-Efficient Fine-Tuning (PEFT): методы LoRA, Prefix tuning, Prompt tuning и Adapters».

Мы сразу заметили улучшение метрики:

У нас чуть старые GPU, поэтому в квантизации все становится сииильно долго по времени

Увы, памяти стало требоваться больше, но проблему «больше данных — хуже качество» мы пофиксили. Ура!

При тюнинге подхода к обучению мы еще обращали внимание на:

Гиперпараметры LoRA. Даже с интеграцией префикс-тюнинга мы искали хорошие гиперпараметры rank и rank_alpha для LoRA.
Learning rate. А куда без него? С его помощью мы хорошо контролировали момент переобучения.
Время обучения. Чем быстрее гипотезы проходят проверку, тем лучше.

Улучшаем подход к дообучению

Direct Preference Optimization

В процессе работы мы с коллегами увидели статью про DirectPreferenceOptimization (DPO) и решили попробовать внедрить его к себе.

Если мы используем какую-то готовую модель, то знаем, что она прошла множество разных этапов обучения. Instruct-версии обычно проходят несколько после претрейна:

Подробнее про каждый из этапов я рассказала в прошлой статье

Мы заметили, что наш подход LoRA + Prefix tuning можно обозначить как своего рода SFT. Значит, для повышения качества можно использовать обучение с подкреплением. Таких подходов много, и один из самых последних — это ORPO, но нам хватило DPO:

Допустим, у нас есть запрос от пользователя write me a poem about the history of jazz и ответы $y_1$ и $y_2$, где $y_1$ лучше $y_2$. Мы выбираем победителем первый ответ.

Такие данные мы можем использовать для обучения с подкреплением на основании человеческого фидбэка (RLHF). Здесь мы одновременно тренируем модель вознаграждения, которая будет оценивать генерируемые ответы и саму LLM.

Или можно применить DPO, где напрямую, без модели вознаграждения, будем учить LLM в соответствии с данными, размеченными на хорошие и плохие. Подробнее об этом методе можно почитать в этой статье.

После интеграции DPO в наш пайплайн обучения мы получили такие результаты:

Сначала качество выросло при интеграции LoRa с префикс-тюнингом, а затем метрики улучшились с DPO на 9-13%

У этого подхода есть свои особенности:

DPO просто реализовать. Он дает более быструю сходимость, больший контроль над LLM и эффективность вычислений, чем RLHF. При этом ему нужно меньше ресурсов, чем RLHF.
Для DPO нужно много памяти (160 Гб GPU на 2к контекста для 7B-модели) и больше времени (добавляется от 12 до 24 часов на обучение).
Интересно, что DPO задает ограничения, а RLFH показывает возможности. На примере родителей и детей: DPO скажет «а ну не суй пальцы в розетку», а RLFH — «время порисовать». C помощью DPO мы можем лучше контролировать поведение модели и ограничивать ее, а RLHF создает более творческий, но менее управляемый процесс. Не факт, что обучение им приведет к качественному результату.
Для DPO подойдут как русско-, так и англоязычные датасеты. Мы брали с Huggingface.

Комбинации способов адаптации

После обучения решили потюнить системный промпт у модели и получили интересные результаты:

Несмотря на долю среднего соответствия в 1.21, модель оказалась где-то лучше, а где-то хуже GPT-4. Например, в подзадачах открытых и закрытых вопросов, чате и переводе оценки у нее в среднем выше, чем у GPT-4. Однако у них сильный разбег доверительных интервалов. Есть большое количество оценок соответствия меньше 1.0, то есть наша модель часто отвечает хуже GPT-4. Около 18 пунктов среднего соответствия модели с GPT-4 нам дало обучение, а еще 20 — модификация системного промпта. Это значительный прирост показателей.

Другой график также показывает, что модель работает на уровне GPT-4:

Ответы распределились примерно поровну: половина лучше GPT-4 (зеленый цвет), а половина хуже (оранжевый).

Выводы

На этом у меня все. Если вы столкнетесь с похожей задачей, то выбирайте подход к оценке качества во время тюнинга крайне аккуратно. От него зависит, как хорошо вы увидите недостатки модели и сформулируете гипотезы для ее улучшения.

В нашем решении мы использовали качественного LLM-судью в виде GPT-4o. При работе с данными оказался эффективным микс open-source русскоязычных и англоязычных данных, которые мы проверяли на адекватность перевода. Хорошо показал себя тренировочный пайплайн из LoRa c префикс-тюнингом и DPO.

Повысить качество можно с помощью комбинации разных подходов адаптации, тюнинга промптов, внедрения агентов. Об этом я рассказывала в своей прошлой статье. Если у вас возникли вопросы, пишите в комментариях.

Полезные ссылки

Github-репозиторий, где описана вся методология работы LLM-судьи.
Github-репозиторий Ильи Гусева (@Takagi), который много сделал для open-source русскоязычных моделей.
Статья про LoRa и Prefix tuning.
OpenRLHF — github-репозиторий с методами RLHF и DPO.
DPO paper — описание метода Direct Preference Optimization.
Prefix tuning paper — описание метода префикс-тюнинга.
Lora paper — описание подхода Low-Rank Adaptation.

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19 сент. 2024 г.

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17.10.25 21:42 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
17.10.25 21:42 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
17.10.25 21:42 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
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

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22.10.25 11:59 elizabethrush89

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22.10.25 11:59 elizabethrush89

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22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 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
23.10.25 01:52 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
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 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
23.10.25 21:43 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
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 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
24.10.25 18:18 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
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

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25.10.25 05:05 victoriabenny463

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25.10.25 10:13 wendytaylor015

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25.10.25 10:13 wendytaylor015

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26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 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
29.10.25 10:56 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
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

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