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Обучение и fine-tuning моделей простым языком: зачем, как, где

В нашей работе с большими языковыми моделями (LLMs), один из самых популярных вопросов касается их дообучения. Каждый второй клиент спрашивает, нужно ли проводить дополнительное обучение модели.

В большинстве случаев ответ — нет, это не требуется. Современные LLM достаточно хороши для многих коммерческих приложений даже без дообучения. Например, для бота, который помогает заказывать цветы в цветочном магазине. Более того, у них обычно нет данных для этого, и нет, 20 примеров диалогов которые у них есть (и даже 200) не подходят.

Обучение и дообучение моделей — это дорогостоящий процесс, и его действительно стоит избегать, если возможно. Сэкономленные средства лучше потратить на поездку на Арубу или любое другое место, где вы мечтаете провести отпуск.

Однако бывают случаи, когда дообучение действительно необходимо. Например, если вы хотите, чтобы LLM следовала очень специфическому формату общения, имела знания в узкоспециализированной области или вы хотите снизить затраты, обучив небольшую модель для выполнения одной задачи вместо использования большой модели с сотнями миллиардов параметров. Все это обоснованные причины для создания адаптированной модели через дообучение.

Давайте рассмотрим, как это сделать.

Когда нужно дообучать модель

Как уже говорилось, дообучение стоит делать только в случае необходимости. Сначала попытайтесь решить задачу с помощью настройки запросов (prompt engineering), и только если это не сработает — рассматривайте вариант дообучения.

Дообучение имеет следующие недостатки:

  • Это стоит денег и занимает время.

  • Вам понадобятся качественные обучающие данные в больших количествах, иначе обучение не сработает.

  • Может привести к более частым "галлюцинациям" модели, даже если выполнено правильно, так как добавляется новое поведение, для которого модель изначально не предназначалась. Если вы будете регулярно обновлять модель, на каком-то этапе это почти неизбежно и называется "дрейфом", поэтому вам придется оценивать модель на предмет таких изменений.

Если вы учли все вышеперечисленное и всё ещё считаете, что стандартной LLM недостаточно, — пора приступать к дообучению.

Данные

Для дообучения вам понадобятся данные в определённом формате, называемом инструкционным набором данных (instruction dataset).

Где взять данные

Существует множество открытых наборов данных, которые вы можете использовать. Например:

  • Anthropic HH-RLHF для выравнивания моделей,

  • MIMIC-III для здравоохранения,

  • CodeSearchNet для программирования.

Существуют:

  • Датасеты для конкретных областей: медицина, право, программирование и другие.

  • Датасеты для конкретных задач: полезны для обучения модели выполнению одной специфической задачи, например, для создания RPAs.

  • Датасеты общего назначения: содержат общие знания, обычно создаются на основе данных, собранных из интернета.

  • Датасеты для выравнивания: используются для обучению формату, стилю общения и обеспечения безопасности.

На платформе Hugging Face Hub представлено множество инструкционных датасетов для различных областей. Рекомендую начать оттуда.

Но если вы решили заняться дообучением, вероятно, у вас уже есть собственные данные, иначе зачем вы это делаете?

Если у вас недостаточно примеров, вы можете сгенерировать синтетические данные, используя большие LLM, как ChatGPT, экстраполируя из имеющихся данных. Об этом я расскажу позже.

Требования к данным

Объем набора данных зависит от размера модели, сложности задачи и метода обучения. Компании вроде OpenAI используют огромные датасеты с миллионами инструкций, что для большинства компаний финансово неосуществимо. Реалистичный вариант — это несколько тысяч примеров.

Для простых изменений, таких как выравнивание стиля общения, вам не потребуется много данных, достаточно нескольких сотен. Для обучения знаниям в узкой области может понадобиться от нескольких тысяч до сотен тысяч примеров в зависимости от области. В общем, чем больше данных, тем лучше, но рекомендуется иметь как минимум несколько тысяч примеров.

Качество данных не менее важно, а может быть, даже важнее количества. Вам нужно убедиться, что данные корректно отражают поведение, которому вы хотите обучить модель, как по смыслу, так и по формату. Особо хочу подчеркнуть формат: модель должна выдавать информацию в понятной для ваших пользователей форме, с точки зрения ясности и стиля. Нет смысла в модели, которая передает истину в форме рэп-куплетов, если только вы не создаете двойника Эминема.

Подготовка данных

Подготовка данных — это критический этап, так как качество данных напрямую влияет на производительность и точность вашей модели. Подготовка данных включает несколько процессов, чтобы убедиться, что они чистые, релевантные и подходят для обучения:

1. Дедупликация (Deduplication)

Дублирование данных может привести к увеличению затрат на обучение, создает лишний шум что может вызвать деградацию или предвзятость модели. Вот основные подходы для устранения дубликатов:

  • Нормализация текста (Text Normalization):

    • Приведение текста к нижнему регистру.

    • Удаление специальных символов, лишних пробелов и знаков препинания для стандартизации контента.

  • Дедупликация на основе хэширования (Hash-Based Deduplication):

    • Генерация хэша нормализованного текста.

    • Один из популярных методов — MinHash, который создаёт "семантический отпечаток" текста вместо точного копирования. Это позволяет выявлять дубликаты, даже если их формат или мелкие детали различаются.

      Можно использовать библиотеки, такие как datasketch, для реализации этого подхода.

    • Сравнение хэшей и удаление совпадающих записей.

  • Дедупликация на основе векторных представлений (Vector-Based Deduplication):

    • Элементы преобразовываются в векторные представления (эмбеддинги), чтобы измерить их семантическую схожесть.

    • Далее используются векторные базы данных, такие как Quadrant, Pinecone или Weaviate, для эффективного поиска схожих элементов.

    • Можно дополнительно использовать кросс-энкодер для точного вычисления коэффициента схожести между найденными элементами. Это поможет надёжно определить и удалить почти дублирующиеся по смыслу элементы.

2. Удаление персональной информации (Personal Information Removal)

Удаление персональных данных важно, чтобы модель не обучалась на них и не воспроизводила их. Это важно как с юридической, так и с этической точки зрения, особенно в условиях законодательства, такого как GDPR. Кроме того, личные данные, как правило, не имеют отношения к знаниям, необходимым для задачи.

  • Деидентификация (De-identification):

    • Используем регулярные выражения (Regex) для обнаружения по шаблонам таких вещей, как электронные адреса или номера телефонов.

    • Далее применяются заранее обученные NLP модели, такие как Named Entity Recognition (NER), для идентификации и сокрытия персональных данных.

  • Фильтрация, специфичная для домена (Domain-Specific Filtering):

    • Можно сделать фильтры, соответствующие контексту ваших данных. Например, в медицинских данных необходимо удалять идентификаторы, связанные со здоровьем, например в соответствии с требованиями HIPAA.

3. Очистка (Decontamination)

Ваш набор данных может содержать контент, который негативно влияет на поведение модели. Вот что важно учитывать:

  • Зловредный контент (Malicious Content): поиск и удаление команд, встроенные с целью манипулирования LLM, например, атаки с использованием инструкций (prompt injections), скрипты, XSS, SQL-инъекции и т.д.

  • Неподобающий язык (Inappropriate Language): фильтрация ругательств, оскорбительных слов, сленга и другие неприемлемых выражений.

4. Фильтрация на основе правил (Rule-Based Filtering)

Не все данные из вашего набора будут релевантны вашей задаче. Фильтрация по правилам помогает исключить нерелевантный или вредоносный контент.

  • Определите критерии исключения: основывайтесь на цели обучения. Например, если вы обучаете финансовую модель, исключите нефинансовые данные.

Общие рекомендации:
Я советую использовать гибридный подход:

  1. Начните с простых инструментов:

    • Поиск с помощью регулярных выражений (Regex) или ключевых слов для обнаружения шаблонов, таких как электронные адреса или номера телефонов.

  2. Для дальнейшей обработки применяйте продвинутые методы:

    • Используйте LLM как эксперта, чтобы оценить релевантность или качество данных. Например, попросите LLM определить, подходит ли элемент для задачи обучения.

    • Применяйте специализированные модели машинного обучения для сложных задач очистки, таких как обнаружение и фильтрация токсичного языка. На HuggingFace есть множество предобученных моделей для этого.

Оценка данных

После выполнения всех этих шагов я рекомендую создать отдельный конвейер для проверки качества данных. Это можно сделать вручную, и если у вас всего несколько сотен примеров. Но если у вас тысячи, это становится довольно сложно делать руками. В таком случае можно снова использовать подход "LLM как эксперт" или воспользоваться более простой моделью-классификатором для автоматической оценки. Например, вы можете использовать модели подобные HuggingFaceFW/fineweb-edu-classifier.

Пример использования LLM для оценки:

Вот промпт:

Скрытый текст

Ты — эксперт по оценке качества данных. Твоя цель — оценить качество инструкции и соответствующего ответа. Определи, насколько эффективно ответ выполняет поставленную задачу, а также оценьте его ясность, точность и полноту.

Критерии оценки:

1. Соответствие (Relevance): Насколько ответ соответствует инструкции?

2. Ясность (Clarity): Насколько понятно изложен ответ?

3. Полнота (Completeness):* Насколько ответ предоставляет всю необходимую информацию для выполнения инструкции?

4. Точность (Accuracy): Насколько информация в ответе фактически верна?

Инструкция:

Тщательно прочитай предоставленные инструкцию и ответ.

Оцени их по шкале от 1 до 5 для каждого из критериев:

- 1 = Очень плохо

- 5 = Отлично

Обоснуй свою оценку, приведя конкретные примеры или наблюдения для каждого критерия.

Пример для оценки:

- Инструкция: Объясните круговорот воды в природе.

- Ответ: Круговорот воды включает испарение, конденсацию и осадки, перемещающие воду между поверхностью Земли и атмосферой.

Твоя оценка:

- Соответствие: 5 — Ответ напрямую объясняет круговорот воды.

- Ясность: 4 — Ответ понятный, но можно было бы подробнее раскрыть каждый этап.

- Полнота: 3 — Отсутствуют детали о таких процессах, как сток или грунтовые воды.

- Точность 5 — Приведённая информация верна.

Теперь оцените следующую пару "Инструкция-Ответ":

- Инструкция: [Вставь инструкцию здесь]

- Ответ: [Вставь ответ здесь]

Этот подход помогает объективно и систематически оценивать данные, сохраняя их качество на высоком уровне.

Какой порог приемлемости выбрать, зависит от вас, но в общем случае я бы рекомендовал начинать с 80–90%.

Также обратите внимание на то, какую LLM вы используете для оценки, поскольку у моделей есть свои предвзятости (почти как у людей):

  • Они предпочитают развернутые, длинные и аргументированные ответы кратким, даже если короткий ответ более точен.

  • Элементы, расположенные первыми в списке, часто предпочитаются моделью перед другими. Это явление известно как Синдром Утенка. Это важно учитывать, если вы создаете наборы данных с предпочтениями (подробнее об этом позже).

  • Предвзятость модели: LLM из одной и той же семейства моделей, как правило, предпочитают данные, сгенерированные другой моделью из того же семейства. Это важно учитывать, если вы планируете генерировать синтетические данные для обучения.

Форматы наборов данных

Существует несколько популярных форматов. Все они довольно похожи и используют JSON.

Формат OpenAI

Процесс дообучения в OpenAI использует формат JSONL (JSON Lines), где каждая строка представляет отдельный пример для обучения.

Пример:

{
  "messages": [
    {"role": "system", "content": "You are a helpful assistant."},
    {"role": "user", "content": "Can you explain the concept of photosynthesis?"},
    {"role": "assistant", "content": "Photosynthesis is the process by which green plants convert sunlight into chemical energy."}
  ]
}

Этот формат позволяет четко задавать контекст взаимодействия, который включает роли (например, "система", "пользователь", "ассистент") и соответствующий контент.

Формат набора данных Alpaca

Разработан Центром исследований моделей оснований Стэнфордского университета. Каждая запись в этом наборе данных имеет следующую структуру:

{
  "instruction": "Describe the structure of an atom.",
  "input": "",
  "output": "An atom consists of a nucleus containing protons and neutrons, with electrons orbiting this nucleus."
}

Формат набора данных ShareGPT

Формат ShareGPT разработан для описания диалогов между пользователями и AI-ассистентами, включая различные роли, такие как "человек" (human), "gpt", "наблюдение" (observation) и "функция" (function). Этот формат позволяет представлять сложные диалоги, включая взаимодействия с инструментами и вызовы функций.

Каждый диалог представлен как объект JSON со следующими компонентами:

{

  "conversations": [
    {"from": "human", "value": "What is the capital of France?"},
    {"from": "gpt", "value": "The capital of France is Paris."},
    {"from": "human", "value": "Show me a map of Paris."},
    {"from": "function_call", "value": "map_search('Paris')"},
    {"from": "observation", "value": "<image of Paris map>"},
    {"from": "gpt", "value": "Here is a map of Paris."}
  ],
  "system": "You are a helpful assistant.",
  "tools": "map_search"
}

Существуют также другие форматы, такие как OASST и другие. Логика их построения схожа, и основные принципы вам уже понятны.

Техники дообучения

Теперь, когда у вас есть обучающие данные, рассмотрим основные методы их использования:

  1. Полное переобучение (Full re-training): полное обучение модели на новых данных.

  2. LoRA: адаптация весов модели для дообучения на определенных задачах.

  3. QLoRA: оптимизированная версия LoRA с меньшими затратами на вычисления.

  4. RLHF: Дообучение с учетом (человеческих) предпочтений

  5. Прямая оптимизация предпочтений (Direct Preference Optimization, DPO): используется для настройки моделей на основе данных предпочтений пользователей.

Эти методы помогают эффективно адаптировать модели под конкретные задачи.

Полное переобучение (Full re-training)

Это процесс обучения всей модели (всех слоев) на определённом наборе данных с целью оптимизации её под конкретную задачу или область. Теоретически, это самый эффективный метод, однако он требует значительных вычислительных ресурсов, поскольку необходимо выполнять обратное распространение ошибки (backpropagation) через всю модель.

Риски полного переобучения:

  1. Риск переобучения (Overfitting):
    Поскольку обновляются все веса, существует повышенный риск слишком сильной подгонки модели на данных для дообучения, особенно если набор данных небольшой.

  2. Потеря универсальности (Loss of Generality):
    Дообученные модели могут утратить свои универсальные способности и ранее приобретённые знания.

Сколько памяти требуется для полного переобучения?

Для обучения необходимо загрузить как минимум следующие компоненты:

  • Параметры модели (Model Parameters)

  • Градиенты (Gradients)

  • Активации (Activations)

  • Состояние оптимизатора (Optimizer States)

Расчёт необходимого объёма памяти:

  1. Параметры модели и градиенты:

    • 7B модель: Около 7 миллиардов параметров.

    • 12B модель: Около 12 миллиардов параметров.

Каждый параметр обычно занимает 4 байта (FP32) или 2 байта (FP16). Предположим использование FP16 (2 байта на параметр):

  • 7B модель: 7×10^9×2=14 ГБ

  • 12B модель: 12×10^9×2=24 ГБ

Градиенты добавляют ещё 2 байта на параметр:

  • 7B модель: 7×10^9×2=14 ГБ

  • 12B модель: 12×10^9×2=24 ГБ

  1. Активации:
    Размер пакета (batch size) и длина последовательности (sequence length) значительно влияют на объём памяти, необходимый для хранения активаций. Для типичного размера пакета 8-32 и длины последовательности 512 токенов память для активаций может составлять:

    • 7B модель: 10–20 ГБ.

    • 12B модель: 15–30 ГБ.

3. Состояния оптимизатора (Optimizer States):

Оптимизаторы, такие как Adam, требуют дополнительной памяти для хранения состояний (например, градиентов и оценок моментов). Adam требует два дополнительных параметра, каждый из которых имеет 3 состояния. Расчёты следующие:

  • 7B модель: 14 ГБ×2×3=42 ГБ

  • 12B модель: 24 ГБ×2×3=72 ГБ

С учётом дополнительных факторов, потребляющих память, минимальные требования будут следующими: Для 7B модели:

14 ГБ (параметры)+14 ГБ (градиенты)+10 ГБ (активации)+42 ГБ (состояния оптимизатора)=80 ГБ

Это огромный объём памяти даже для небольшой модели. Вы можете себе представить, сколько потребуется для более крупных моделей. Так что, полное переобучение редко используется, поскольку оно непрактично из-за высоких требований к ресурсам. Так что же делать?

LoRa

1d90d9abbdb414ff00e09648eed4d14f.png

Предположим, вы хотите изменить поведение модели, но не хотите менять всю модель. Изменение поведения модели по сути означает изменение её весов, чтобы изменились выходные данные. Но есть хитрость: а что, если бы мы могли каким-то образом модифицировать выходы модели, не изменяя её веса?

И, конечно, такой способ существует! Метод в лоб заключается в том, чтобы передавать выходы модели в другую модель, чтобы трансформировать их. И это сработает… только теперь у нас две модели вместо одной и много лишнего гемора.

Но что, если мы добавить фильтр поверх модели, который сохранит исходные слои нетронутыми, но изменит её выходы? Это как надеть AR-очки: вы видите мир по-другому, но сам мир не изменился.

Именно это делает LoRA. Мы "замораживаем" исходные веса модели и применяем трансформацию, добавляя дополнительную матрицу весов, называемую LoRA-матрицей. Она образует дополнительный обучаемый слой гораздо меньшего размера.

64b27110ffa8229d822b0787672ef34e.png

где:

  • Wnew — новые веса.

  • Wpre-trained — исходные веса модели.

  • ΔW — обучаемая поправка к весам.

Мы выполняем дообучение/тренировку только на этой дополнительной матрице вместо исходной модели, используя стандартные методы. LoRA-матрица обучается предсказывать разницу между желаемыми результатами и результатами исходной модели.

Преимущество LoRA

Замечательная особенность заключается в том, что LoRA-матрица может быть намного меньше, чем исходная матрица весов модели. Именно поэтому метод называется Low-Rank Adaptation — матрица имеет более низкий ранг по сравнению с оригинальной.

Предположим, у вас есть матрица весов размера d:

e493cab22b43e534c1f9f0f2bab5b6e8.png

Она будет содержать d×d элементов. Если d равно одному миллиону, то матрица будет содержать один триллион элементов.

А вот как выглядит матрица LoRA:

8ca06f97b694c64278ed478bc2162a84.png

Она будет содержать d×r+r×d элементов. Если d=1 000 000 и ранг (r) равен 8, то матрица будет содержать всего 16 миллионов элементов.

Как это работает:

y=x×(W+ΔW)=x×W+x×(A×B)

  • y: Выход после применения весов.

  • x: Вход слоя.

  • ΔW=A×B: Поправка к весам, где:

    • A: Матрица размера d×r, где r — это ранг (малая размерность, выбранная для дообучения с помощью LoRA), а d — размерность, соответствующая исходной матрице весов.

    • B: Матрица размера r×d.

Или в визуальной форме:

70ceb1139272aa46b0b58252b1039055.png

Обычно в качестве начального значения для ранга используют 8. В некоторых случаях значения до 256 дают хорошие результаты, но вам придётся экспериментировать, чтобы найти оптимальное значение для вашей задачи. Использование более высоких рангов может улучшить производительность в задачах, требующих большей выразительной способности для захвата сложных паттернов. Однако это также увеличивает риск переобучения, особенно на небольших наборах данных. Этот риск хорошо известен в машинном обучении, когда ёмкость модели превышает сложность данных.

Во время обучения нам нужно хранить в памяти веса W исходной модели и ΔW дообученной модели, вычисляя градиенты только для "новых" малых матриц A и B. Это существенно снижает требования к памяти и вычислительной мощности. Обучение будет значительно быстрее, и модели размером 7B можно легко дообучить на обычном ПК с настольным GPU.

Кроме того, мы можем иметь несколько различных "линз", подобных этой, которые можно применять к базовой модели без необходимости её изменения.

Дообучение с помощью LoRA часто достигает производительности, сопоставимой с полным дообучением, особенно если низкоранговая аппроксимация хорошо соответствует задаче. Адаптеры LoRA можно тестировать или применять без риска деградации базовой модели.

QLoRA

QLoRA работает так же, как LoRA, но для уменьшения объёма используемой памяти базовая модель квантуется до специального типа данных, обычно NF4 (Normal Float 4-bit). Обычные модели используют 32-битный или 16-битный формат с плавающей точкой для хранения весов.

NF4 позволяет QLoRA сохранять большую часть точности базовой модели, значительно сокращая использование памяти и вычислительные ресурсы.

Идея квантизации:

  1. Большинство весов в сети всё равно равны нулю и точость им не важна.

  2. NF4 оптимизирует распределение значений на основе реальных статистических данных, а не использует линейное распределение значений с плавающей точкой.

Для прохода LoRA всё же будут использоваться обычные модели с 32-битной или 16-битной точностью, чтобы сохранить больший диапазон для обучения.

Преимущества и недостатки QLoRA:

  • Использование QLoRA может сократить объём памяти GPU на 40–70%.

  • Однако это имеет свою цену:

    • QLoRA примерно на 30% медленнее, чем LoRA, при обучении.

    • Качество квантизированной модели может незначительно снизиться.

QLoRA хорошо подходит даже для очень крупных моделей (например, архитектур на базе LLaMA или GPT).

Дообучение с учетом (человеческих) предпочтений и выравнивания

Дообучение хорошо подходит для обучения модели выполнению конкретных задач, но важно не только то, что делает модель, но и как она взаимодействует с людьми. Если мы хотим создать языкового ассистента, нельзя использовать предобученную модель как есть — она не сможет разумно отвечать на запросы пользователей, даже если обладает необходимыми знаниями.

Обучение модели общению с людьми называется выравниванием (alignment). Существует несколько способов определения этого термина. Здесь я использую определение Anthropic 3H:

  1. Helpful — Ответ должен решать проблему пользователя.

  2. Harmless — Ответ не должен причинять вред пользователю.

  3. Honest — Ответ должен быть фактически точным.

Почему традиционные методы не работают?

Традиционные методы машинного обучения не очень помогают в этой области, поэтому были разработаны новые подходы.

Идея любого такого метода заключается в создании набора данных, похожего на описанный выше, где дополнительно явно указаны человеческие предпочтения. Такие данные могут включать обратную связь о качестве текста, тоне, стиле или фактической точности.

Обычно элементы таких наборов данных содержат несколько вариантов ответов, каждый из которых оценивается по степени предпочтения. Возможно, вы замечали, как ChatGPT предлагает вам несколько вариантов ответа на выбор — это делается для сбора аналогичных данных. Также популярные сайты вопросов и ответов с системами "лайков" или "дизлайков" могут служить источником данных для обучения. Если данные собираются из интернета, важно проводить их последующую очистку, так как в них может содержаться много мусора.

Пример:

Пользователь:
 "Я чувствую себя подавленным из-за работы и жизни в целом."

Варианты ответов:

  • Вариант А: "Мне жаль, что вы так себя чувствуете. Вы думали о том, чтобы поговорить с кем-то, кому доверяете, или с профессиональным консультантом?"

  • Вариант B: "Будь мужиком!!! Просто выпей водки — и всё будет хорошо."

Предпочтение, предоставленное человеком:

  • Предпочтительный ответ: Вариант A (наивысший рейтинг за эмпатию и ясность).

  • Ранжирование: Вариант A > Вариант B.

Обоснование:

  • Вариант A демонстрирует эмпатию, признаёт чувства пользователя и предлагает практическое решение.

  • Вариант B игнорирует чувства пользователя и не предоставляет конструктивной помощи.

Или в формате JSON:

{
  "context": "Я чувствую себя подавленным из-за работы и жизни в целом.",
  "responses": [
    {
      "text": "Мне жаль, что вы так себя чувствуете. Вы думали о том, чтобы поговорить с кем-то, кому доверяете, или с профессиональным консультантом?",
      "rank": 1
    },
    {
      "text": "Будь мужиком!!! Просто выпей водки — и всё будет хорошо.",
      "rank": 2
    }
  ]
}

Как только у вас есть такие данные, вы можете использовать следующие техники:

Обучение с подкреплением с использованием обратной связи от человека (Reinforcement Learning with Human Feedback, RLHF)


Является основой выравнивания предпочтений. Этот метод похож на дрессировку собак, когда вы хвалите собаку за правильные действия и наказываете за неправильные, повторяя это много раз. В данном случае вы играете роль модели вознаграждения, а собака – роль базовой модели.

Существует отдельная модель вознаграждения, которая обучается предсказывать человеческие предпочтения, используя парные сравнения (например, «Ответ A лучше, чем Ответ B»). По сути, мы тренируем модель вознаграждения, которая предсказывает ранжирование ответов.

Это делается для того, чтобы после создания модели вознаграждения не было необходимости привлекать людей – она выступает в роли прокси для обратной связи от человека в дальнейших процессах обучения.

Затем основная модель дообучается с использованием обучения с подкреплением, где сигнал вознаграждения поступает от обученной модели вознаграждения. Это обычно происходит за несколько итераций. Базовая модель в этом процессе не приобретает новые знания, а учится использовать и правильно передавать уже имеющиеся знания. Исследования показали, что использование небольшого, но качественного набора данных гораздо эффективнее, чем использование большого объема данных плохого качества (см. исследование LIMA: «Less Is More for Alignment»).

Этот подход позволяет эмулировать сложные сигналы вознаграждения от модели, которые включают такие аспекты, как корректность, релевантность, безопасность и, к сожалению, различные политически мотивированные ограничения. Кроме того, этот метод позволяет использовать модель вознаграждения для обучения нескольких базовых моделей, чтобы выровнять их под заданные предпочтения.

Однако у метода есть очевидные недостатки. Теперь приходится обучать две модели вместо одной, а затем выполнять множество итераций дообучения базовой модели. Это дорого с точки зрения вычислительных ресурсов, сложно и занимает много времени.
Кроме того, существует риск переобучения модели вознаграждения, что может ухудшить производительность базовой модели.

Чтобы избежать этих сложностей, был предложен другой подход:

Прямая оптимизация предпочтений (Direct Preference Optimization, DPO)

Этот подход наиболее близок если вы хотите и рыбку съесть, и в воду не лезть.
Он был описан в статье "Direct Preference Optimization: Your Language Model is Secretly a Reward Model", автором которой является Рафаэль Рафаилов и несколько других исследователей. Они предложили гениальную идею: что, если пропустить этап тренировки модели вознаграждения и напрямую выровнять базовую модель под человеческие предпочтения, используя стандартное обучение с учителем?

Главное отличие здесь в том, что отсутствует отдельная модель вознаграждения, а обучение с подкреплением не используется. Вместо этого базовая модель обновляется напрямую с помощью supervised learning. Если вас интересует, чем это отличается от других подходов, вы можете прочитать об этом подробнее.

Обучение с учителем обычно использует градиентную оптимизацию (например, стохастический градиентный спуск, Stochastic Gradient Descent), чтобы напрямую корректировать веса базовой модели на основе размеченных данных.

DPO значительно выигрывает по времени и стоимости по сравнению с RLHF, так как не требует множества итераций и отдельной модели. При этом в большинстве случаев достигается схожая производительность и выравнивание базовой модели, хотя и с некоторыми ограничениями.

Этот подход требует качественных и детализированных данных. Он гораздо более чувствителен к качеству данных, чем RLHF. Предпочтения в наборе данных должны быть в достаточном объеме и максимально ясными. Если у вас есть такой набор данных или вы можете его создать, то DPO будет наилучшим выбором.

Что использовать для экспериментов с дообучением и хостинга

Вы можете, конечно, самостоятельно хостить и обучать/развёртывать модели локально, если у вас есть соответствующее оборудование. Настройка будет зависеть от вашего оборудования, модели и используемой виртуализации, поэтому я не буду вдаваться в это.

Оркестрация

В общем, рекомендую использовать оркестраторы, такие как ZenML, для развёртывания моделей. Это позволит вам легко менять провайдеров инфраструктуры и избежать привязки к одному облаку. Вы можете начать с бесплатного тарифа у одного провайдера для создания прототипа и при необходимости переключиться на масштабируемую облачную или локальную инфраструктуру.

Инфраструктура для дообучения

Для экспериментов рекомендую использовать бесплатные тарифы облачных платформ, в частности:

  • AWS SageMaker: Полностью управляемый сервис для создания, обучения и развёртывания моделей машинного обучения на базе AWS. Очень удобно, так как не нужно создавать собственную инфраструктуру и покупать GPU. У них есть бесплатный тариф для начала экспериментов.

  • Альтернативы:

    • Google Vertex AI

    • Azure Machine Learning

    • Databricks ML

    • MLflow (это open-source решение, которое можно развернуть локально)

На российском рынке:

  • СберCloud ML Space

  • Yandex DataSphere

  • VK Cloud Solutions

Хостинг моделей

Для экспериментов и коллаборации лучшим вариантом является Hugging Face – это платформа для совместного использования и поиска моделей машинного обучения, наборов данных и демо. Это своего рода GitHub для моделей. У них также есть бесплатный тариф.

  • Альтернативы: На самом деле достойных альтернатив практически нет, поэтому Hugging Face столь популярен. Все крупные игроки (Google, Azure AI Playground) предлагают что-то похожее, но не столь удобное.

Для продакшена можно использовать:

  • AWS SageMaker

  • Google Vertex AI

  • Microsoft Azure Machine Learning

  • MLflow (можно развернуть локально)

На российском рынке:

  • СберCloud ML Space

  • Яндекс DataSphere

  • VK Cloud Solutions

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

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  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

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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

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 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

  • 22.10.25 11:59 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

  • 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

    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)

  • 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

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 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

  • 01.11.25 03:27 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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

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