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Как мы готовим RL для Alignment в больших языковых моделях: опыт команды YandexGPT

Сегодня через API стала доступна новая модель YandexGPT 3 Lite. Одним из ключевых этапов её обучения, как и в случае с другими недавними моделями, стал этап Alignment (выравнивания), включающий в том числе стадию обучения с подкреплением (RL). Пожалуй, без этого этапа мы бы не смогли добиться такого роста в качестве, который был необходим для запуска новых возможностей и сервисов (например, Нейро). Поэтому эту статью мы полностью посвятим особенностям выравнивания моделей.

На тему Alignment и RL было написано уже немало статей. Кажется, любой ML‑инженер уже, так или иначе, сталкивался или читал о них. Поэтому мы хоть и напомним базовую информацию, но всё же сфокусируемся на тех деталях реализации, которые не на слуху.

Небольшое предисловие

Сегодня мы будем говорить про одну из стадий обучения языковых моделей‑ассистентов. Этот этап называется alignment (выравнивание) и идёт вслед за этапом предварительного обучения модели (pretrain).

Мы практически совсем не будем говорить об архитектуре нейронных сетей: все нейронные сети в этой статье — это трансформеры. Нам достаточно будет знать, что языковые модели получают на вход текст в токенизированном виде и выдают вероятность встретить тот или иной токен следующим. Если вы не знаете, что такое «токен», то просто считайте, что токены — это слова. То есть нейронная сеть смотрит на входной текст и выдаёт вероятности для всех возможных слов: с каким шансом какое слово будет следующим.

На стадии pretrain языковая модель учится на огромном количестве текстов из интернета: она изучает общие правила построения предложений, общие знания, которые можно найти в интернете. После этой стадии модель умеет продолжать тексты так, как это было в обучающей выборке.

Если мы хотим получить языковую модель‑помощник, использовать pretrain‑модель как есть не получится — она не сможет отвечать на запросы пользователя, хоть в ней и содержатся знания всего интернета. Вместо этого модель будет пытаться этот запрос продолжать.

Процесс превращения просто умной модели в модель‑ассистента и называется alignment — выравнивание. Мы будем пытаться «выравнивать» ответы модели с нашими человеческими ожиданиями. Команда Anthropic хорошо описала свойства, которыми должны обладать ответы такой модели. Речь о трёх H:

Helpful — ответ должен решать задачу пользователя.
Harmless — ответ не должен вредить пользователю.
Honest — ответ должен быть фактически корректным.

Обычно подобного поведения от модели мы добиваемся в два этапа выравнивания:

Обучение с учителем на выборке, собранной людьми.
Дообучение модели с подкреплением (RLHF), которое позволяет не просто выучить «определённое поведение», но максимизирует удовлетворение пользователя от общения с моделью.

Об этих двух этапах мы и поговорим сегодня подробнее.

Подробнее о стадии SFT

На стадии обучения с учителем (Supervised FineTuning, SFT) мы будем дообучать pretrain‑модель на парах «запрос — ответ», чтобы модель начала своё превращение в ассистента. Основные сложности и тонкости этого этапа заключаются в сборе хорошей выборки для обучения. Для SFT‑стадии нам нужна разнообразная выборка запросов, которые могли бы поступить от пользователей, а также правильные ответы на каждый из этих запросов.

Ситуация с запросами несколько проще, чем с ответами: их можно как написать человеческими руками, так и собрать в интернете в полуавтоматическом режиме. Запросы для первых этапов обучения YandexGPT мы отчасти собирали с помощью внутренних конкурсов: просили энтузиастов придумать, как и откуда собрать большое количество возможных запросов, или даже придумать запросы самим. Получилось очень даже неплохо.

С правильными ответами всё куда прозаичнее — их мы собираем при помощи разметки людьми. Для этого нужно формализовать критерии helpful, harmless, honest в законченную инструкцию, какими именно характеристиками должен обладать ответ. Дальше мы разбиваем запросы по категориям и отдаём запросы каждой категории в руки опытных специалистов, чтобы они написали верный ответ.

На полученной таким образом выборке дообучаем pretrain‑модель и получаем так называемую SFT‑модель. Чтобы обучаемая модель могла понять, где в тексте заканчивается запрос пользователя и начинается желаемый ответ, мы разделяем запрос и ответ спецтокеном. На этапе использования модели в неё будет подаваться запрос + спецтокен и модель сразу поймёт, что следующим токеном ей нужно отвечать на запрос.

Здесь нужно сказать пару слов про выбор модели: обычно мы выбираем лучшую модель по целевой метрике на валидации. В задаче выравнивания моделей сложно придумать автоматизированную метрику — большинство из них непоказательны. Поэтому выбор модели обычно проводится тоже не без помощи человеческих рук: на не слишком большой отложенной выборке запросов мы генерируем ответы обучаемой моделью, а также моделью‑бейзлайном. Люди же решают, чей ответ был лучше, и вычисляют так называемое side‑by‑side превосходство (sbs). В силу использования не слишком больших выборок для сравнения обязательно необходимо убеждаться в статистической значимости прироста. Например, можно использовать биномиальный статистический тест.

И писать ответы, и оценивать качество ответов должны специалисты, так как различать нюансы в ответах модели на сложные темы очень непросто. В этом нам помогают AI‑тренеры, которые и хорошо разбираются в узких областях, и могут написать грамотный текст.

Считается, что на стадии выравнивания, в частности — SFT, языковая модель не получает новых знаний, а лишь учится использовать уже имеющиеся: совершать поиск в массиве уже выученной информации и правильно её доносить. В исследованиях показано, что использование небольшой выборки с высоким качеством разметки на этом этапе приводит к лучшим результатам, чем использование больших выборок сомнительного качества (LIMA: Less Is More for Alignment ). Более того, исследователи из Google Research показали, что попытка вложить новые знания в голову модели на этапе SFT может привести к галлюцинациям — поведению, когда модель с полной уверенностью говорит полную ерунду и иногда очень правдоподобную (Does Fine‑Tuning LLMs on New Knowledge Encourage Hallucinations? ).

Что дальше? Обычно после стадии SFT модель получается уже достаточно умной и «выровненной», чтобы быть ассистентом. Однако можно лучше: данных для обучения SFT всегда мало, а если вычищать «грязные», то ещё меньше.

Оказывается, можно ещё сильнее «выровнять» модель с нашими ожиданиями без использования прямой разметки — написания ответов людьми. Этот этап называется RL from Human Feedback.

Подробнее об RLHF

Есть такая область машинного обучения — обучение с подкреплением (Reinforcement Learning, RL). Это как обучение с учителем, но учитель тут — это не правильный ответ, а наказание или награда, сваливающаяся на голову студента.

Про обучение с подкреплением можно думать как про обучение собак путём дрессировки. Собака получает от дрессировщика команду, но не получает прямых указаний, как именно ей нужно передвигать лапки, чтобы команду выполнить. Вместо этого собака исследует, что она могла бы сделать, и в случае успешной попытки получает подкрепление — еду.

Формально специалисты по RL любят говорить про марковские процессы принятия решений (Markov Decision Process, MDP), описывающие взаимодействие студента (агента) и среды, которая поставляет обучающий сигнал. В MDP агент наблюдает текущее состояние среды и выбирает действие в соответствии со своей стратегией поведения $\pi(a|s)$ (в англоязычной литературе стратегия называется policy, и это слово часто переводят на русский, как «политика», что неверно, но общеупотребимо). Среда на действие реагирует изменением своего состояния на , а также некоторой наградой для агента — именно награда и является обучающим сигналом в MDP. Марковское свойство тут заключается в том, что, если агент знает текущее состояние среды, ему не нужно знать об истории взаимодействия, чтобы выбрать оптимальное действие.

Про взаимодействие пользователя с ИИ‑ассистентом можно тоже думать в контексте марковского процесса принятия решений. Состояние среды — это текущий текст в беседе, начинающийся с запроса пользователя (в начале взаимодействия это просто запрос пользователя). Действие агента — это, конечно же, ответ языковой модели. Интересно, что такое награда в этой задаче. Об этом подробно мы поговорим в следующей главе.

Из соображений простоты в задаче alignment обычно рассматривается одношаговое взаимодействие: агент видит запрос пользователя (или какой‑то диалог пользователя с ИИ, заканчивающийся репликой пользователя) и пытается ответить так, чтобы получить максимальное количество награды за этот ответ.

Существует множество алгоритмов RL, отличающихся теми или иными особенностями. Дальше в статье мы рассмотрим три алгоритма, наиболее подходящих для решения задачи выравнивания.

Если обучение с учителем больше похоже на «запихивание» знаний эксперта в голову модели, то на этапе обучения с подкреплением модель учится на собственном опыте генерации текстов. На этом этапе модель может «переусвоить» формулировки, внесённые на этапе SFT в более приятном для себя виде. Эффект галлюцинаций, которые могут появиться во время SFT, на этапе RL снижается, так как модель быстро понимает, что ответ «не знаю» ведёт к большей награде, чем ответ неправильный.

А судьи кто?

При наличии идеальной функции награды формализм RL позволяет находить оптимальные генеративные модели без использования дополнительной прямой разметки (написанных людьми ответов), нужен лишь пул хороших возможных запросов. Однако будет лукавством сказать, что никакой разметки для RL не нужно, — ведь у нас нет никакой идеальной награды!

Откуда её — награду — вообще взять? Первое, что приходит в голову, — вновь посадить людей размечать данные, но уже в куда более щадящем режиме. Давайте мы для большой выборки запросов сгенерируем по одному ответу с помощью нашей SFT‑модели с прошлой стадии. А людей попросим оценить, насколько был хорошим ответ: пусть ставят оценки от 1 до 5 в зависимости от крутости. Затем возьмём ту же SFT‑модель и заменим ей голову на необученный линейный слой. Нейронная сеть устроена так, что её последний слой выдаёт вероятностное распределение над токенами — его меняем на обычный линейный слой, который выдаёт одно число. Это и будет наша модель награды: будем скармливать ей запрос + ответ и обучать так, чтобы на выходе была та оценка, какую в среднем ставят люди такому ответу.

При всей прямолинейности этот подход не лишён недостатков:

AI‑тренерам часто сложно выбрать правильную оценку из пяти опций.
На этапе дизайна системы выставления оценок сложно определиться с тем, что такое «отлично», «хорошо» и так далее. Если прогадать, то может случиться так, что почти все оценки оказались, например, хорошими. Тогда модель не сможет выучить, что именно делает эти ответы хорошими. И разметку придётся пересобирать, а это дорого.

Хотя такой подход и используется, обычно применяется его более сложная модификация, упрощающая разметку для AI‑тренеров: куда проще сравнить два ответа и выбрать лучший, чем выставлять сухую оценку.

Будем делать так: на каждый запрос в выборке генерируем по два ответа и просим AI‑тренеров для каждой пары подписать, какой ответ был лучше. Так и размечать проще, и нет проблемы, что модель не сможет различать хорошие ответы. Если они одинаково хороши, то это тоже можно явно указать при разметке.

Если вы вдруг вздумали собирать разметку для собственной LLM‑компаньонки, то вам стоит знать про синдром утёнка. Утята готовы принять за свою маму первый подходящий предмет, который увидят. Так и AI‑тренеры, подобно утятам, больше любят первый прочитанный ответ при прочих равных. Обязательно перемешивайте порядок ответов случайным образом, прежде чем показывать AI‑тренеру, иначе можете уплыть не туда.

Более сложный вопрос: как на такой выборке обучить модель награды? Тут есть два наиболее популярных пути.

Путь первый. Модель Брэдли-Терри

Будем обучать всё ту же модель, которая на запрос + ответ выдаёт одно число (награду), но новым способом. Явной разметки, какая награда какому ответу соответствует, у нас теперь нет. Но мы можем попросить модель выдавать хорошему ответу число побольше, а тому ответу, который хуже, — поменьше. Для этого введём вероятностную модель, где вероятность (уверенность модели), что ответ лучше ответа выражается следующей формулой:

$P(a > b | s) = \sigma( r_\psi (s, a) - r_\psi (s, b) )$

Здесь — это запрос, на который даны ответы, $r_\psi$ — это обучаемая нейронная модель награды с параметрами $\psi$ , а $\sigma$ — функция, отображающая ничем не ограниченную разность в интервал (0, 1). Это нужно, так как вероятность должна жить в этом интервале:

$\sigma(x) = \frac{1}{1 + \exp(-x)}$

Таким образом, уверенность модели, что ответ лучше ответа тем больше, чем больше разница в награде, которую модель даёт этим двум ответам.

Обучение модели проводится методом максимизации правдоподобия: мы будем подбирать параметры $\psi$ так, чтобы вероятность для собранной AI‑тренерами выборки была максимальной. С целью стабилизации всяких численных проблем вероятность обычно логарифмируют, что ведёт нас к следующей задаче оптимизации:

$\sum_{ (s, winner, loser) \in \mathbf{D} } \log \sigma( r_\psi (s, winner) - r_\psi (s, loser) ) \rightarrow \max_\psi$

То есть обучение сводится к простому обучению с учителем, но со специфической функцией ошибки.

Экспериментальным путём мы пришли к пайплайну, в котором модель награды учится в два этапа:

Сначала учим на «грязных» данных, собранных в полуавтоматическом режиме.
Дообучаем награду на чистых данных, полученных от AI‑тренеров.

Если со вторым этапом всё на данный момент должно быть прозрачно, то вот про первый пока не понятно, на каких данных его проводить. Оказывается, что довольно много пар вида (запрос)+(лучший ответ, ответ похуже) можно бесплатно раздобыть в интернете.

Многие сервисы в интернете позволяют ранжировать ответы пользователей на какие‑то запросы. Например, здесь же на Хабре, хабровчане могут оценить ответы пользователей в комментариях, и мы буквально можем выбрать пару (хороший комментарий, плохой комментарий) в ответ на (запрос) — пост. Такая же логика может быть применена к небезызвестному StackOverflow.

А ещё можно найти много задачников, где для вопроса предлагается выбрать правильный ответ из списка и где правильный ответ заранее известен. Тут тоже несложно собрать выборку с двумя ответами на вопрос, где один — лучше.

Немного подумав, можно напарсить большую выборку сравнений сомнительного качества — вот она и пойдёт в первый этап обучения модели награды.

Иногда бывает так, что вы уже собрали очень большую выборку попарных разметок, и в этой выборке много тривиальных примеров, на которых модель награды легко понимает, какой ответ лучше. Это может портить качество модели награды, так как она во время обучения будет больше внимания уделять многочисленным простым парам и не будет хорошо отвечать на сложных парах. Чтобы этого избежать, можно прибегнуть к фильтрации данных: обучаем модель награды на всех данных и выкидываем из выборки те пары, на которых уверенность модели максимальная, оставляя самые сложные. На этом отфильтрованном датасете обучаем новую модель награды. Но с этим подходом нужно быть осторожным, так как можно и просадить качество, если оставить слишком маленькую и нерепрезентативную выборку. Более того, в отфильтрованную выборку могут попасться не только сложные примеры, но и откровенные выбросы.

Путь второй. Модель, которая ест сразу два запроса

Модель Брэдли‑Терри вносит некоторые ограничения в то, какая может выучиться награда. Одно из основных ограничений — это предположение, что награда транзитивна. Говоря простыми словами, в модели Брэдли‑Терри не бывает циклов в предпочтениях: не может быть такого, что ответ a > b , b > c , но c > a .

Может показаться абсурдным пожелание разрешить награде формировать циклы в предпочтениях, но теория социального выбора говорит, что мы, люди, именно так, нетранзитивно, выбор и делаем.

Пусть существует некоторая группа AI‑тренеров, а также некоторое множество различных ответов на запрос. Каждый AI‑тренер может отранжировать ответы по своему предпочтению (например, a > b > c ) — для каждого отдельно взятого AI‑тренера транзитивность соблюдена. Но как только мы ответы разных AI‑тренеров агрегируем, вполне может сложиться цикл a > b , b > c , но c > a Это явление называется парадоксом Кондорсе и широко обсуждается обычно в контексте демократических выборов.

На самом деле, позволить модели награды быть достаточно гибкой, чтобы она могла воспроизвести возможные нетранзитивности в выборе AI‑тренеров, несложно. Достаточно обучить нейронную сеть $r_\psi(s, a, b)$ , которая вместе с запросом принимает на вход не один, а сразу два ответа и возвращает уверенность модели, что a > b . Для обучения такой модели у нас как раз имеется выборка с разметкой, кто из ответов был лучше. Обучаем решать классическую задачу классификации.

У такой модели, правда, есть существенный недостаток: с помощью неё можно лишь сравнивать разные модели — абсолютного значения награды она не выдаёт. А ещё, во время обучения такой модели нужно как‑то решать проблему несимметричности: $r_\psi(s, a, b) \neq 1 - r_\psi(s, b, a)$ . Кроме этого, такую модель награды просто дороже инферить, так как в неё подаётся сразу два ответа вместо одного.

В процессе разработки YandexGPT мы проводили эксперименты с потенциально нетранзитивной моделью награды. Однако показать её превосходство по сравнению с моделью Брэдли‑Терри не смогли — они работали одинаково хорошо. В силу сложности использования нетранзитивной модели, мы остановились на классической модели Брэдли‑Терри.

Для чего (ещё) нужна модель награды?

Вот, наконец, у нас на руках есть мерило успеха — оценщик качества ответов генеративной модели. Конечно, основная идея, что с этой моделью делать, тривиальна: давайте забабахаем дообучение с подкреплением SFT‑модели, чтобы максимизировать эту самую награду. И мы, конечно же, обсудим этот подход далее.

Однако применение модели награды не ограничивается одним лишь RL. Пусть у вас есть модель награды и какая‑то SFT‑модель, и вот вы насобирали новых данных и планируете переобучить SFT на новом датасете. Хорошая идея — смотреть во время обучения не только на графики лосса на валидации, но ещё и на награду. Для этого во время валидации нужно на запросы из валидационной выборки генерировать ответы обучаемой моделью и считать среднюю награду для этих ответов.

Часто оказывается так, что ранний останов по награде случается не на той итерации, что ранний останов по лоссу. Мы используем этот нехитрый трюк в YandexGPT и стабильно получаем SFT‑модели более высокого качества.

Здесь и далее мы не раз будем говорить про генерацию ответов моделью с целью валидации или для обучения. Эффективная по скорости генерация — залог успеха. Существует целый ряд библиотек, позволяющих скомпилировать вашу модель в формат, пригодный для быстрого исполнения. Например, TensorRT, поддержанный в Torch. В Яндексе мы используем собственный внутренний фреймворк для быстрого исполнения моделей.

Не всегда конвертация модели в «быстрый» формат стоит свеч. Например, если вы планируете генерировать тексты на каждой итерации валидации, временные затраты на конвертацию могут превзойти затраты на не очень эффективную генерацию, так как конвертировать модель придётся каждый раз заново. Здесь можно воспользоваться правилом: если веса модели меняются редко или вовсе не меняются, можно конвертировать, а если меняются часто — лучше инферить на обычном Torch. По этой логике генерацию для валидации во время обучения мы делаем без конвертации, а вот модель награды держим в «быстром» формате, потому что она не меняется.

«RL для бедных» — Cross-Entropy Method

Наконец, можно поговорить и об основном способе использования модели награды — обучения генеративной модели, которая бы набирала много награды.

Начнём с самого простого алгоритма, в нашей команде мы его называем «обучение с подкреплением для бедных». Подход предельно прост в реализации, для него нам понадобится выборка релевантных запросов:

генерируем SFT‑моделью для каждого запроса по N ответов,
выбираем лучший ответ по награде для каждого запроса,
дообучаем SFT‑модель на полученных парах запрос + лучший ответ.

При всей простоте из этого метода можно выжать довольно неплохой профит. Здесь для генерации и оценки как раз осмысленно использовать сконвертированные в «быстрый» формат генеративную модель и модель награды.

Среди RL‑специалистов этот метод больше известен под именем Cross‑Entropy Method (CEM / CE‑RL). Применение CEM к RL — это, на самом деле, частный случай. CEM — это общий алгоритм оптимизации, относящийся к семейству генетических алгоритмов. В двух словах CEM можно описать так: генерируем множество точек и выбираем из них лучшие, затем двигаем генератор точек в сторону лучших.

Важно понимать, что CEM может быть эффективен лишь для моделей, обладающих ненулевым разнообразием ответов. Если вы отвечаете одно и то же, то выбирать лучший ответ бессмысленно.

Теоретически, ничего не мешает повторять этот подход на протяжении нескольких последовательных итераций улучшения модели. Но на практике это работает так себе: уже после первой итерации модель довольно сильно теряет в разнообразии ответов, и потому выбор лучшего ответа перестаёт её улучшать.

Идея «давайте сдистиллируем хорошие ответы модели назад в модель» на самом деле довольно общая. При этом крутые ответы не обязательно должны быть получены случайной генерацией разных ответов. Можно получить хорошие ответы, применив метод Chain‑of‑Thought где модель посредством подводок генерирует ответ в несколько шагов, «проговаривая свои мысли вслух». А можно применить тяжёлую артиллерию — Monte‑Carlo Tree Search (MCTS) — для направленного поиска по дереву ответов с высокой наградой.

Почти в любом курсе по RL вам скажут, что в RL переобучения не бывает. Имеется в виду, что если агент научился набирать много награды для какой‑то задачи, то специальным образом его валидировать не нужно — он уже решает задачу максимизации награды. В языковом моделировании это правило не работает, так как агент видит не все возможные запросы, а лишь какое‑то их подмножество. Поэтому критически важно валидировать обучаемую с помощью RL языковую модель на отложенной выборке запросов.

«RL для богатых» — Proximal Policy Optimization

От простого к сложному: «RL для бедных» при всей простоте имплементации довольно сложно заставить найти оптимальную в смысле награды модель. Основных причин две:

генерировать N гипотез на каждый запрос для сравнительно большой выборки весьма дорого по времени и ресурсам;
без хитрого контроля модель быстро теряет в разнообразии ответов, и последующие итерации метода не ведут к улучшению.

Здесь на помощь приходят более теоретически совершенные алгоритмы обучения с подкреплением. Для задачи alignment обычно принято использовать алгоритмы из семейства policy gradients.

Идея простая: мы хотим максимизировать среднюю награду, которую набирает наш обучаемый студент. Давайте посчитаем градиент этой средней награды и изменим веса модели в направлении этого вектора, то есть применим самый обычный градиентный подъём (это как градиентный спуск, но для максимизации, а не минимизации функций).

Формально, среднюю награду агента можно записать так:

$J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \mathbf{E}_{a \sim \pi_\theta(a | s)} r_\psi(s, a)$

Да, $\mathbf{E}$ здесь — это матожидание, но не нужно пугаться! Сегодня нам достаточно про него думать как про простое усреднение по большому (бесконечному) количеству примеров. Например, $\mathbf{E}_{s \sim \mathcal{D} }$ — это усреднение по большому количеству запросов из выборки $\mathcal{D}$ . А $\mathbf{E}_{a \sim \pi_\theta(a| s)}$ — это усреднение по большому количеству ответов модели на запрос . Здесь за $\pi_\theta$ мы обозначили собственно обучаемую генеративную языковую модель с параметрами $\theta$ . Получается, $\pi_\theta(a | s)$ — это вероятность ответа на запрос . Именно такие вероятности нам выдают языковые модели.

Сложная часть метода — как, собственно, найти производную этой штуки по $\theta$ . Неприятно то, что $\theta$ сидит под матожиданием. Однако нерешаемых проблем почти не бывает, и, если напрячь матапарат, можно получить не слишком неприятную формулу для производной:

$\nabla_\theta J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \mathbf{E}_{a \sim \pi_\theta(a | s)} \nabla_\theta \log \pi_\theta(a | s) r_\psi(s, a)$ Подробнее про формулу градиента

Чтобы понять, откуда взялась такая формула для градиента, вспомнить, что такое математическое ожидание, всё же придётся. Распишем матожидание по ответам в функционале, который мы собираемся дифференцировать:

$J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \sum_a \pi_\theta(a | s) r_\psi(s, a)$

Суммирование здесь происходит по множеству всех возможных ответов, коих бесконечно (счётно) много. Попробуем взять производную по $\theta$ :

$\nabla_\theta J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \sum_a \nabla_\theta \pi_\theta(a | s) r_\psi(s, a)$

С полученным выражением есть проблема: раньше у нас было матожидание по ответам, а теперь — сумма. Эта сумма не является математическим ожиданием, потому что под суммой должны быть вероятности, а тут — градиенты вероятностей. Матожидания лучше сумм, так как матожидания мы умеем оценивать методом Monte‑Carlo (усреднением, по сути), а вот суммы — нет. Чтобы вернуть желаемое матожидание, предлагается воспользоваться так называемым log‑derivative трюком (трюк с производной логарифма):

$\nabla_\theta \pi_\theta(a|s) = \pi_\theta(a|s) \nabla_\theta \log \pi_\theta(a|s)$

Эту формулу несложно получить, если расписать формулу для производной логарифма. Собственно, её и предлагается подставить в формулу производной оптимизируемого функционала:

$\nabla_\theta J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \sum_a \pi_\theta(a|s) \nabla_\theta \log \pi_\theta(a|s) r_\psi(s, a)$

Теперь под суммой есть вероятности, и можно выделить матожидание назад, как мы и хотели:

$\nabla_\theta J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \mathbf{E}_{a \sim \pi_\theta(a | s)} \nabla_\theta \log \pi_\theta(a | s) r_\psi(s, a)$

Ч.Т.Д.

В целом, уже из этой формулы можно сообразить рабочий алгоритм для максимизации средней награды. Но давайте остановимся и подумаем, что эта формула нам говорит. Если долго и пристально на неё смотреть, можно увидеть, что этот градиент нам говорит изменять вероятность ответа пропорционально его награде $r_\psi(s, a)$ .Если награда отрицательная, то вероятность уменьшаем, если положительная — увеличиваем, а если сильно положительная — сильно увеличиваем.

Пока мы используем матожидания — усреденения по бесконечному числу примеров — всё работает как положено. Но на практике мы неизбежно перейдём к усреднениям по конечному, небольшому количеству ответов модели. И тут могут быть проблемы: пусть награда выучилась так, что она везде положительная: для плохих примеров она поменьше, для хороших — побольше. Тогда этот градиент будет нас толкать увеличивать вероятности для любых ответов, какие бы модель ни сгенерировала.

Для решения этой проблемы на практике обычно используют видоизменённую формулу (тоже теоретически обоснованную):

$\nabla_\theta J(\pi_\theta) = \mathbf{E}_{s \sim \mathcal{D} } \mathbf{E}_{a \sim \pi_\theta(a | s)} \nabla_\theta \log \pi_\theta(a | s) [r_\psi(s, a) - V_\phi(s)]$

Здесь $V_\phi(s) = \mathbf{E}_{a \sim \pi_\theta(a | s)} r_\psi(s, a)$ — это средняя награда, которую агент набирает, если генерирует ответы для запроса (так называемая функция ценности для агента). Обычно под эту нужду обучается ещё одна нейронная сеть, которая принимает запрос и возвращает одно число. То есть идея изменения в том, что мы будем повышать вероятности только тех ответов, которые лучше среднего. Учится эта нейронная сеть минимизировать среднее квадратичное отклонение своих выходов от награды за ответ:

$\mathbf{E}_{s \sim \mathcal{D} } \mathbf{E}_{a \sim \pi_\theta(a | s)} [ V_\phi(s) - r_\psi(s, a) ]^2 \rightarrow \min_\phi$

Из‑за свойств среднего квадратичного отклонения выучится как раз нужное нам среднее. Тут прежних проблем с градиентами нет — параметры $\phi$ под самим матожиданием не фигурируют.

Итак, что же у нас получилось? Давайте оформим это в виде псевдокода:

Алгоритм 1.

1. Вход: множество запросов для обучения $\mathcal{D}$

2. Инициализируем политику SFT-моделью: $\pi_\theta \leftarrow \pi_{\text{SFT}}$

3. Инициализируем ценность моделью награды: $V_\phi \leftarrow r_\psi$

4. Повторять до сходимости:

4.1. Выбираем батч запросов $\mathcal{B} \sim \mathcal{D}$

4.2. Вычисляем ценность для каждого запроса из батча $V_\phi(s_i) \;\;\forall s_i \in \mathcal{B}$

4.3. Генерируем по одному ответу a_i на каждый запрос $\forall s_i \in \mathcal{B}$

Важно генерировать именно актуальной обучаемой моделью $\pi_\theta$

4.4. Вычисляем награду $r_\psi(s_i, a_i)$ для всех пар

4.5. Вычисляем лосс для агента

$\mathcal{L}_a = - \frac{1}{|\mathcal{B}|} \sum_i^{|\mathcal{B}|} \log \pi_\theta(a_i | s_i) [ r_\psi(s_i, a_i) - V_\phi(s_i) ]$

4.6. Вычисляем лосс для функции ценности

$\mathcal{L}_v = \frac{1}{|\mathcal{B}|} \sum_i^{|\mathcal{B}|} [ V_\phi(s_i) - r_\psi(s_i, a_i) ]^2$

4.7. $(\mathcal{L}_a + \mathcal{L}_v) \text{.backward()}$

4.8. $\text{optimizer.step()}$

Алгоритм, который мы записали выше, называется Advantage Actor Critic (A2C). Это уже очень неплохой алгоритм для максимизации награды. Прежде чем мы нырнём в обсуждение нюансов, давайте проговорим его основной минус — большую дороговизну обучения (в смысле времени). Алгоритм требует от вас генерировать по ответу на каждый элемент батча обязательно моделью с актуальной версией весов — нельзя заранее эффективно сгенерировать по ответу на каждый запрос выборки, как это было в «бедном RL». Тут вам наверняка придётся совершать куда менее эффективную генерацию обычной торчовой моделью.

Скорее всего, если вы где‑то читали про alignment, вы слышали, что на практике применяется некто PPO (Proximal Policy Optimization). Это ни что иное, как A2C, к которому приделали костыли (importance sampling и обрезку градиентов), чтобы можно было делать больше одного шага оптимизатора на одних и тех же ответах. Скорее всего, это всё, что вам нужно знать про PPO, но если вы хотите узнать больше, приходите на курс по обучению с подкреплением в ШАД (гитхаб курса ).

PPO частично решает одну из проблем A2C — необходимость генерировать очень много текстов — но оставляет и привносит другие сложности:

вам нужно хранить три модели в памяти: политику, ценность и награду;
всё же нужно написать эффективный код генерации на торче;
у PPO очень много гиперпараметров, и он к ним достаточно чувствителен — вас ждёт поиск гиперпараметров по сетке.

В литературе часто советуют не заводить отдельную модель под V‑функцию, а обойтись двухголовой моделью, где из общего тела торчат две головы: политика и V‑модель. В YandexGPT мы заметили, что такую архитектуру очень сложно обучать: лоссы политики и ценности нужно замешивать с каким‑то коэффициентом, который сложно подобрать (а ещё хотелось бы его менять в процессе обучения). Неудачно подобранный коэффициент ведёт либо к тому, что V не учится, либо к тому, что она перетягивает на себя все силы оптимизатора, и агент выходит не торт.

Существует ряд работ, предлагающих отказаться от V‑модели совсем, — использовать заранее посчитанную константу вместо неё. Мы провели этот эксперимент с YandexGPT и увидели, что это работает. Но не всегда. В 50% запусков, при неидеально подобранных гиперпараметрах, обучение жесточайше разваливается. Хотя избавление от V‑модели в памяти и ускоряет жизнь, нестабильность такого подхода не позволяет на него положиться.

Если вы хотите узнать какую‑нибудь The‑One‑Киллер‑Фичу, которая заставит ваш PPO работать, наверняка — это нормализация advantage. Advantage в RL принято называть разницу награды за ответ и средней награды $r_\psi(s_i, a_i) - V_\phi(s_i)$ , которую мы используем при обучении агента. Если эту штуку отнормировать по батчу на нулевое среднее и единичную дисперсию, то вы, с одной стороны, потеряете теоретические гарантии к алгоритму, а с другой — получите намного более стабильную сходимость. Рекомендуем.

Доменный сдвиг, он же — Гудхартинг

Вы научились максимизировать награду. Всегда ли это круто? Казалось бы, мы этого и хотели — хорошие ответы, которые набирают много награды. К сожалению, высокая награда — не всегда показатель хорошего ответа. Ведь награду нам выдаёт нейронная сеть, обученная на конечной выборке, — у неё есть слабые места.

Хуже ситуация становится от понимания, что RL изменяет ответы генератора именно в том направлении, где модель награды работает плохо. Проще всего этот эффект увидеть на визуальном примере ниже.

Представьте себе, что ваш агент стоит у подножия горы, и он получает награду пропорционально его координате выше — лучше. Агент изучает свои окрестности и выучивает закономерность, которой следует награда: если идти вправо по картинке, то награда растёт. Далее запускается алгоритм поиска оптимальной политики — RL. Этот алгоритм, конечно, говорит, что нужно просто всегда идти вправо — это оптимально с точки зрения нашей оценки награды. Рано или поздно, агент, следующий этой функции награды, свалится с горы.

Описанная проблема возникает из‑за того, что оптимизация метрики уводит нас из того домена, где эта метрика хорошо работает. Этот эффект называется законом Гудхарта: если у вас есть хорошая метрика, она перестанет быть хорошей, как только вы начнёте её оптимизировать. Это касается любых KPI в компаниях, макроэкономических показателей целых государств, и, конечно, нашей прокси‑награды в alignment.

При обучении награды для YandexGPT на одном из этапов мы наблюдали забавный эффект: награда предпочитала плохой ответ с красивым форматированием хорошему ответу без форматирования. Так происходило из‑за того, что в выборке для награды были примеры, где ответ с форматированием лучше, чем ответ без него, а обратных примеров не было совсем. Вот и случился классический гудхартинг.

Способов побороть эту беду по большей части два.

Первый способ — не давать модели уходить далеко от начальной инициализации (то есть от SFT‑модели). Если ваш агент не уходит далеко от подножия, он, скорее всего, не свалится с горы. Для этого мы добавляем к награде KL‑штраф за отклонение PPO‑модели от SFT‑модели:

$\mathbf{E}_{a \sim \pi_\theta(a | s)} \big[ r_\psi(s, a) - \beta \text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) \big] \rightarrow \max_\theta$

Здесь $\beta$ — это коэффициент, определяющий силу штрафа.

Как посчитать KL-штраф

Классически штраф за отклонение от SFT‑модели вводится через KL‑дивергенцию — меру удалённости двух вероятностных распределений друг от друга. По определению:

$\text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) = \mathbf{E}_{a \sim \pi_\theta(a | s)} \log \frac{ \pi_\theta(a|s) }{ \pi_\text{SFT}(a|s) }$

Честный KL‑штраф посчитать довольно сложно, потому что необходимо вычислить матожидание. На практике используют Monte‑Carlo‑оценку той или иной степени грубости. Самый распространённый вариант — сгенерировать один ответ из обучаемой модели $\pi_\theta$ и оценить KL по нему (если речь про PPO, то нужно использовать тот пример, который вы и так генерируете для алгоритма):

$\text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) \approx \log \frac{ \pi_\theta(a|s) }{ \pi_\text{SFT}(a|s) } ,\;\;\; a \sim \pi_\theta(a|s)$

Поскольку трансформеры выдают вероятность не для всего ответа, а для каждого токена, итоговая формула будет выглядеть как‑то так:

$\text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) \approx \sum_{t=0}^T \log \frac{ \pi_\theta(a_t|s, \dots, a_{t-1}) }{ \pi_\text{SFT}(a_t|s, \dots, a_{t-1}) } ,\;\;\; a \sim \pi_\theta(a|s)$

В YandexGPT мы используем более точную оценку матожидания — вычисляем сумму потокенных KL‑штрафов:

$\text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) \approx \sum_{t=0}^T \text{KL} \big( \pi_\theta(a_t|s, \dots, a_{t-1}) || \pi_\text{SFT}(a_t|s, \dots, a_{t-1}) \big)$ $\dots = \sum_{t=0}^T \sum_{a \in \text{vocab}} \pi_\theta(a|s, \dots, a_{t-1})\log \frac{ \pi_\theta(a|s, \dots, a_{t-1}) }{ \pi_\text{SFT}(a|s, \dots, a_{t-1}) }$

То есть, для каждого токена считаем не просто логарифм отношения вероятностей, а честное матожидание на уровне токенов — усредняем по всем токенам из словаря с соответствующими вероятностями.

Второй способ — постоянно дообучать модель награды на ответах, к которым ведёт RL. Обучаете PPO, генерируете этой моделью по ответу на каждый запрос какой‑нибудь выборки и отдаёте AI‑тренерам сравнить, у кого ответ лучше: у SFT или у PPO. Полученную разметку добавляете в выборку для обучения награды. Переобучаете награду.

Первый способ — это такое часто неизбежное зло. Круто, если удаётся обойтись без него, — значит, у вас хорошая и устойчивая награда. Обычно обойтись без него совсем не выходит. Второй способ — это долгий и тернистый путь, в котором нужно сделать много итераций переобучения модели награды, но именно он проблему скорее решает, чем замалчивает, в отличие от первого способа.

Существуют и более экзотические способы решить проблему, ещё не успевшие обрести большую популярность. Например, использование эпистемической неопределённости в оценке награды — неопределённости, связанной с недостаточным объёмом обучающих данных. Один из способов оценить эту неопределённость — обучить ансамбль моделей наград на немного разных данных и на немного разной начальной инициализации весов. Если члены ансамбля соглашаются в оценке награды, это значит, что они уверены в ней. Если расходятся, то такой оценке нужно доверять с опаской. Можно, например, variance прогноза ансамбля вычитать из награды агента.

А можно чуть дешевле? Direct Preference Optimization

PPO — это дорогой алгоритм: его сложно реализовать, он нестабилен в обучении, долго учится, требует подбора гиперпараметров и щепотку удачи. Но если все звёзды сошлись, он достигает высоких наград. А можно ли то же самое, но дешевле? Да, можно! Может, конечно, и не совсем то же самое, но очень близко по качеству: где‑то лучше, где‑то хуже.

Direct Preference Optimization (DPO) — сравнительно новый алгоритм, решающий задачу максимизации награды в RLHF способом, который не требует ни генерировать очень много текстов, ни обучать модель награды. Высокоуровнево идея проста: давайте соберем датасет с парами ответов и сравнениями, кто лучше, как мы делали для награды. А потом сразу как‑то обучим генератор на какой‑нибудь контрастный лосс, чтобы генератор порождал хорошие ответы чаще, а плохие — реже.

DPO от многих других контрастивных методов выгодно отличается строгим теоретическим обоснованием, и мы попробуем с ним познакомиться поближе. Существует забавный, довольно давно известный факт про то, как связана оптимальная политика и награда в случае, если используется KL‑штраф из прошлой главы. Мы буквально можем записать аналитическую формулу для оптимальной политики через награду:

$\pi^*(a | s) =\frac{1}{Z(s)} \pi_{\text{SFT}}(a | s) e^{ \frac{1}{\beta} r(s, a) }$ $Z(s) = \sum_a e^{ \frac{1}{\beta} r_(s, a) }$

Загвоздка тут в том, что формулу эту практически невозможно применить на практике в таком виде: Z(s) здесь — это нормировочная константа вероятностного распределения. Чтобы её вычислить, нужно просуммировать награду по всем возможным ответам, которых бесконечно много. Это невозможно. Ну и ладно, мы от этой избавимся чуть позже.

Доказательство записи политики через награду

Откуда вообще взялась формула, связывающая оптимальную политику и награду? Её несложно получить из задачи максимизации награды с KL-штрафом. Запишем эту задачу для произвольного пользовательского запроса $s \in \mathcal{D}$ :

$\mathbf{E}_{a \sim \pi_\theta(a | s)} \big[ r_\psi(s, a) - \beta \text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) \big] \rightarrow \max_\theta$

Раскроем KL‑дивергенцию по определению:

$\text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) \big) = \mathbf{E}_{a \sim \pi_\theta(a | s)} \log \frac{ \pi_\theta(a|s) }{ \pi_\text{SFT}(a|s) }$

Подставим в наш функционал и объединим математические ожидания:

$\mathbf{E}_{a \sim \pi_\theta(a | s)} \Big[ r_\psi(s, a) - \beta \log \frac{ \pi_\theta(a|s) }{ \pi_\text{SFT}(a|s) } \Big] \rightarrow \max_\theta$

Идея наших манипуляций в том, чтобы увидеть в этой задаче максимизации задачу минимизации уже другой KL‑дивергенции. Чтобы переход был прозрачен, давайте поделим выражение на $-\beta$ . Поскольку мы делим на отрицательное число, задачу максимизации следует заменить на минимизацию:

$\mathbf{E}_{a \sim \pi_\theta(a | s)} \Big[ \log \frac{ \pi_\theta(a|s) }{ \pi_\text{SFT}(a|s) } - \frac{1}{\beta} r_\psi(s, a) \Big] \rightarrow \min_\theta$

Последний шаг, необходимый, чтобы увидеть в этом выражении KL‑дивергенцию: применим тождественное преобразование:

$\frac{1}{\beta} r_\psi(s, a) = \log e^{ \frac{1}{\beta}r_\psi(s, a) }$

Подставим в оптимизируемый функционал и сразу же воспользуемся свойством логарифма: разность логарифмов — это логарифм отношения:

$\mathbf{E}_{a \sim \pi_\theta(a | s)} \Big[ \log \frac{ \pi_\theta(a|s) }{ \pi_\text{SFT}(a|s) e^{ \frac{1}{\beta}r_\psi(s, a) } } \Big] \rightarrow \min_\theta$

Полученное выражение — это ни что иное, как KL‑дивергенция между обучаемой политикой $\pi_\theta$ и неотнормированным распределением $\pi_\text{SFT}(a|s) e^{ \frac{1}{\beta}r_\psi(s, a) }$ :

$\text{KL} \big( \pi_\theta(a|s) || \pi_\text{SFT}(a|s) e^{ \frac{1}{\beta}r_\psi(s, a) } \big) \rightarrow \min_\theta$

Известно, что минимум KL‑дивергенции достигается в случае, когда распределения одинаковы. С учётом нормировочной константы, получаем:

$\pi^*(a | s) =\frac{1}{Z(s)} \pi_{\text{SFT}}(a | s) e^{ \frac{1}{\beta} r(s, a) }$

Ч.Т.Д.

Нам в этой формуле интересна её перевёрнутая запись: выразим награду через политику.

$r(s, a) = \beta \log \frac{ \pi^*(a | s) }{\pi_{\text{SFT}}(a | s)} + \beta\log Z(s)$

Никакой магии не произошло — просто выразили награду. Что интересно: а что будет, если в эту формулу подставить не оптимальную политику $\pi^*$ , а произвольную $\pi_\theta$ . Политика, неоптимальная для вашей задачи, может быть оптимальной для другой. По этой формуле мы могли бы вычислить функцию награды, в которой $\pi_\theta$ оптимальна. Давайте это даже явно запишем:

$r_\theta(s, a) = \beta \log \frac{ \pi_\theta(a | s) }{\pi_{\text{SFT}}(a | s)} + \beta \log Z(s)$

Изменение в том, что теперь политика не оптимальная, а произвольная, а награда записана с индексом $r_\theta$ , так как она теперь явно параметризуется через параметры политики. Это та награда, в которой $\pi_\theta$ оптимальна.

У такой записи есть ещё одно интересное свойство: вообще говоря, оптимальная политика не должна меняться от добавления к награде константы, не зависящей от ответа. То есть если из формулы просто выкинуть $\beta \log Z(s)$ , то полученной функции награды будет соответствовать всё та же оптимальная политика $\pi_\theta$ :

$r_\theta(s, a) = \beta \log \frac{ \pi_\theta(a | s) }{\pi_{\text{SFT}}(a | s)}$

Сейчас будет сложный финт ушами: давайте подберём параметры $\theta$ так, чтобы награда $r_\theta$ была максимально правдоподобной в смысле модели Брэдли‑Терри (см. часть про модель награды):

$\sum_{ (s, winner, loser) \in \mathbf{D} } \log \sigma( r_\theta (s, winner) - r_\theta (s, loser) ) \rightarrow \max_\theta$

При этом никакой отдельной нейронной сети для награды у нас не будет — мы ведь умеем выражать награду через политику. Нейронная сеть будет только для политики. Чтобы избежать упоминания награды в оптимизируемом функционале, подставим в него запись награды через политику:

$\sum_{ (s, winner, loser) \in \mathbf{D} } \log \sigma \big( \beta \big[ \log \frac{ \pi_\theta(winner | s) }{\pi_{\text{SFT}}(winner | s)} - \log \frac{ \pi_\theta(loser | s) }{\pi_{\text{SFT}}(loser | s)} \big] \big) \rightarrow \max_\theta$

Этот функционал можно оптимизировать по параметрам нейронной сети вашим любимым способом.

Итого, что мы сделали:

выразили функцию награды через политику,
подставили это выражение в функцию ошибки награды.

Теперь, решая задачу обучения модели награды, мы одновременно решаем и задачу обучения генератора. Получается так, что $\pi_\theta$ — это как раз та модель, которая максимизирует $r_\theta$ . И обходимся мы при этом только одной нейронной сетью — политикой $\pi_\theta$ . В случае если мы по какой‑то причине хотим вычислить награду, у нас для этого есть аналитическая формула.

DPO требует от вас сбора такой же обучающей выборки, как для модели награды. Обучается политика обычным обучением с учителем, но на довольно специфический лосс. В отличии от PPO, в DPO нет необходимости генерировать данные во время обучения. Как и нет необходимости учить отдельную модель награды. По сложности вычислений DPO всё же дороже ванильного обучения с учителем, потому что в функции ошибки участвуют вероятности не только обучаемой модели, но и SFT — её тоже нужно держать в памяти. В ходе работы над YandexGPT мы заметили, что DPO слабо чувствителен к подбору гиперпараметров (в частности, $\beta$ ). Это позволяет делать alignment малой кровью, и больше времени тратить на эксперименты с данными, чем на поиск гиперпараметров, с которыми обучение работает.

Если вы обучаете DPO и у вас всё же есть уже обученная модель награды, её тоже можно использовать. Нередко DPO запускают поверх синтетической выборки сравнений: генерируем по два ответа на запрос и выбираем лучший с помощью модели награды. На полученной выборке сравнений обучаем DPO. Конечно, если нормальные данные имеются, лучше их тоже добавить или попробовать обучить модель в две стадии. Казалось бы, масло масляное, но подход показал себя полезным на практике.

Так какой же метод лучше?

На текущий момент научное сообщество не пришло к однозначному решению, какой метод лучше. Обычно сравнивают DPO и PPO, говоря, что CEM достигает худших результатов. Однако серьёзные исследования, где бы обучение с помощью CEM проводилось бы в несколько этапов с контролем энтропии, авторам этой статьи неизвестны.

Даже в отношении DPO и PPO никакой ясности нет. Существует витающее в воздухе ощущение, что PPO сложнее заставить работать, но можно получить более хорошую модель, чем от DPO. Но однозначно этот тезис пока что подтвердить не представляется возможным.

Что касается нашей команды, мы ведём исследования по всем направлениям.

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28 мая 2024 г.

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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
04.09.25 02:11 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
04.09.25 02:45 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
04.09.25 16:24 Melbourne

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04.09.25 18:11 WILLER GOODY

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05.09.25 08:14 Amostampari

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05.09.25 15:39 micheal1219

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06.09.25 09:21 Young Felix

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06.09.25 09:22 Young Felix

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06.09.25 18:52 michaeldavenport218

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06.09.25 18:52 michaeldavenport218

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08.09.25 14:26 bajo171

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08.09.25 18:04 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.09.25 18:04 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.09.25 19:21 DAVEortega1010

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 11:48 Moises Velez

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 20:23 Bramfloris

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09.09.25 20:37 DAVEortega1010

Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
10.09.25 00:45 robertalfred175

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10.09.25 00:45 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.09.25 03:31 DAVEortega1010

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11.09.25 13:44 grace

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11.09.25 15:03 stevensjonas

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11.09.25 18:51 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.09.25 18:51 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.09.25 18:51 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.09.25 13:11 grace

I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435
12.09.25 15:06 michaeldavenport218

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12.09.25 15:06 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.09.25 20:45 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 00:54 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 00:54 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 02:37 luciajessy3

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14.09.25 02:37 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
14.09.25 12:44 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 12:44 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 15:13 estherfords

My solana recovery experience with Mighty Hacker Recovery Expert.
14.09.25 15:13 estherfords

My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
14.09.25 17:48 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 17:48 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 20:49 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 22:16 Berrysmith

I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
15.09.25 10:25 aliceforemanlaw

I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 12:25 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 12:26 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 13:25 marcushenderson624

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
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 02:56 peju1213

It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 12:22 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

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19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.09.25 17:12 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:54 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 20:52 elizabethrush89

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