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[Перевод] 17 продвинутых RAG-техник: как превратить прототип LLM-приложения в готовое решение

GenAI стремительно ворвался в нашу жизнь. Ещё вчера мы с опаской смотрели на него, а сегодня уже вовсю используем в работе. Многие эксперты пророчат GenAI большое будущее, считая его предвестником новой промышленной революции.

И ведь действительно, LLM и мультимодальные модели уже сейчас демонстрируют впечатляющие возможности и при этом относительно просты во внедрении. Создать простое приложение на их основе - дело нескольких строк кода. Однако переход от эксперимента к стабильному и надежному решению — задача посложнее.

Как метко подметил Мэтт Тёрк: если в 2023 году мы боялись, что GenAI нас погубит, то в 2024-м мечтаем хоть как-то приручить его и запустить в "мелкосерийное производство".

Если вы уже успели создать свои первые LLM-приложения и готовы вывести их на новый уровень, эта статья для вас. Мы рассмотрим 17 продвинутых RAG-техник, которые помогут избежать типичных ошибок и превратить ваш прототип в мощное и стабильное решение.

Пристегните ремни, мы отправляемся в увлекательное путешествие по миру AGI! Вместе мы:

Поймем, как система отличает ценную информацию от информационного шума;
Разберемся, как правильно подготовить данные для LLM;
Выясним, можно ли строить цепочки из нескольких LLM;
Поймем, как направлять запросы через разные компоненты системы.

Готовность к продакшену: не моделями едиными

Конечно, LLM становятся всё мощнее и умнее, но не стоит забывать о простых истинах. Эффективность RAG-системы часто зависит от куда более прозаичных вещей: качественных данных, их правильной обработки и подготовки.

По сути, в этом и заключается наша работа: мы обрабатываем информацию, наводим порядок в хаосе, чтобы получить по-настоящему ценный результат.

Не стоит тешить себя иллюзиями, что с появлением супер-моделей все проблемы волшебным образом исчезнут. Работа с данными никуда не денется.

Возможно, когда-нибудь нам и удастся "скормить" необработанные данные одной модели, которая всё сама разложит по полочкам. Но даже в этом случае останутся вопросы стоимости и эффективности такого подхода.

Яркий пример — выступление Andrew Ng на конференции Sequoia Capital AI Ascent. Он показал, как GPT-3.5 с помощью агентного подхода обходит по точности более "навороченные" модели. На изображении ниже — наглядное сравнение точности GPT-4 (с нулевым количеством примеров) и GPT-3.5, использующей агентный рабочий процесс:

Бенчмарк HumanEval

AGI — уже не фантастика, а научный прогноз. И хотя создать всезнающую модель вряд ли получится, мы можем построить нечто не менее интересное. Andrew Ng видит AGI как целостную систему, где LLM и мультимодальные модели работают в связке с другими инструментами.

Путь к AGI — это увлекательное путешествие. И каждый из нас может внести свой вклад, соединяя сложные модели с реальными задачами. Шаг за шагом, мы делаем эту систему умнее и способнее.

Naive RAG: краткий обзор

Принцип RAG основан на использовании и объединении существующих концепций и технологий. Многие из них пришли из области поисковых систем. Цель — построить процесс вокруг LLM, предоставляя модели правильные данные для принятия решений или обобщения информации.

На рисунке ниже показаны технологии, которые мы используем при построении такой системы:

Технологии, лежащие в основе RAG

Помимо Transformer-моделей, мы используем:

Семантический поиск
Технологии подготовки и обработки текстовых данных
Графы знаний
Небольшие модели классификации/регрессии/NLP и др.

RAG просто объединяет эти компоненты для решения конкретной задачи.

Представьте, что вы спрашиваете поисковик: "Сколько стоят акции Google сегодня?". Поисковик с RAG сначала найдет самую свежую информацию о стоимости акций, а затем сформулирует для вас ответ.

На рисунке ниже показан стандартный процесс RAG. Когда пользователь задаёт вопрос, наивный RAG сравнивает его напрямую с содержимым векторной базы данных.

Компоненты и этапы Naive RAG-системы

Наша цель — найти похожий контент, то есть контент, расположенный близко к запросу в векторном пространстве. Расстояние измеряется, например, с помощью косинусного сходства.

Из мира текста в мир двоичного кода с помощью эмбеддинга

Простой пример:
Вопрос: "На какой позиции играл Том Брэди?"

RAG анализирует базу данных и находит статью о Томе Брэди в Википедии и статьи из кулинарной книги. Очевидно, что первая статья намного релевантнее.

Пример векторного пространства

Невозможно установить порог сходства, который позволил бы нам чётко различать релевантный и нерелевантный контент. Можете попробовать сами, но, скорее всего, это окажется непрактичным.

Итак, мы нашли контент, похожий на запрос пользователя. Теперь нужно упаковать его в осмысленный промпт. Хороший промпт — как хороший вопрос: чёткий, понятный и полный. Он должен содержать инструкцию для LLM (как себя вести, что делать с информацией), сам вопрос пользователя и, конечно же, контекст — то есть релевантные документы, найденные в результате поиска по сходству

Вот как может выглядеть подходящий шаблон промпта:

Упрощенный шаблон запроса с использованием найденного контекста

Часть системного промпта "... используйте только предоставленную информацию" в инструкции для LLM превращает её в своего рода аналитика: она не пытается блеснуть собственными знаниями, а сосредотачивается на анализе конкретных данных.

Вроде бы всё просто: взяли базу данных, добавили модель для обработки текста, приправили LLM, написали пару строчек кода — и готово!

Однако при переходе от прототипа к реальному приложению возникают нюансы. Масштабирование системы — это как переезд из уютной квартирки в большой дом: появляется больше пространства, но и забот прибавляется.

Конечно, на этом пути нас ждёт ещё немало испытаний. Как отличить по-настоящему важный контент от информационного шума? Наш поиск ближайших соседей всегда будет выдавать релевантный контент, но насколько он релевантен? Данные, которые не имеют отношения к ответам на вопросы пользователей, называются дистракторами.

Отвлекающий фактор или ценный контент?

Какого размера должны быть отдельные фрагменты контента, чтобы они были достаточно конкретными, но при этом содержали достаточно контекста? Как отслеживать работу системы и вовремя вносить коррективы? И как быть с более сложными запросами, которые не решаются одним промптом?

Как улучшить RAG: 5 точек приложения усилий

Как мы уже знаем, система RAG состоит из нескольких взаимодействующих компонентов, и это открывает перед нами широкие возможности для улучшения.

Сфокусироваться стоит на следующих 5 этапах:

Предварительная выборка: эффективная загрузка эмбеддингов в векторное хранилище.
Выборка: точный и быстрый поиск релевантного контента.
Пост-обработка: грамотная предварительная обработка результатов перед тем, как отправить их в LLM.
Генерация: максимально эффективное использование контекста для решения задачи пользователя.
Маршрутизация: оптимизация маршрутизации запроса, например, использование агентного подхода — разбиения вопроса на части и организация их последовательной обработки моделью.

Подробный разбор компонентов RAG

Более детальный взгляд на проблему представлен на следующем изображении:

Продвинутые техники RAG

Давайте разберём каждую из этих техник. Начнём с самого очевидного и простого — качества данных. В большинстве RAG-систем используются текстовые данные, например, статьи из Википедии.

1. Создание и подготовка исходных данных

Мы привыкли считать исходные данные чем-то незыблемым. Но при работе с RAG у нас появляется уникальная возможность влиять на создание документов, и этим нельзя пренебрегать.

LLM и RAG-приложения любят чёткие и понятные базы знаний. Простой RAG видит документ не целиком, а как набор отдельных фрагментов, вырванных из контекста. Представьте, что вам нужно собрать пазл, но вместо целой картинки у вас есть только кучка разрозненных кусочков. Примерно так себя чувствует LLM, когда сталкивается с узкоспециализированными терминами, аббревиатурами или ссылками на другие части документа.

Конечно, существуют способы "склеить" эти фрагменты на последующих этапах, но гораздо эффективнее изначально позаботиться о том, чтобы каждый раздел вашего документа был понятен не только узкому специалисту, но и любому человеку. Это как с хорошим текстом: он должен быть доступен широкой аудитории.

(1) Самодостаточные фрагменты текста

Взгляните на рисунок ниже. Вспомните, как часто в учебниках и инструкциях мы видим сухой текст, который сложно понять даже человеку. LLM без поддержки мультимодальных моделей будет крайне сложно разобраться в содержании первого варианта (слева). Второй вариант (справа) даёт ей гораздо больше шансов на успех.

От того как структурированы документы, зависит производительность RAG-системы

Следующий важный этап — разбиение данных на осмысленные фрагменты, создание эмбеддингов и их индексирование.

2. Индексирование и фрагментирование

Важно помнить, что Transformer-модели работают с с ограниченным объемом информации, поэтому размер промпта также ограничен.

Но не стоит принимать это за фатальный недостаток. Гораздо важнее найти оптимальную длину — фрагмент, который будет достаточно информативным, но при этом не перегрузит систему. От этого зависит и скорость работы, и точность поиска, и многие другие параметры.

К счастью, существует множество инструментов, которые помогут вам разбить текст на фрагменты.

(2) Оптимизация фрагментирования

Размер фрагмента — это ключевой параметр. Стандартные Sentence Transformers на базе BERT работают с фрагментами не более 512 токенов. Существуют и более "прожорливые" модели, способные "переваривать" 8191 токен и больше.

Но не стоит злоупотреблять! Иногда лучше найти два точных предложения, несущие ключевую информацию, чем "скармливать" модели 5 страниц текста в надежде, что она сама найдёт нужный абзац.

Большой и маленький размер фрагмента, одна точка данных против нескольких

Главное — найти золотую середину. Фрагмент должен быть достаточно объемным, чтобы LLM могла уловить контекст, но при этом достаточно конкретным, чтобы обеспечить эффективный поиск нужной информации.

Для подбора оптимального размера фрагмента существуют разные подходы. Например, в LlamaIndex за это отвечает класс NodeParser, который позволяет гибко настраивать параметры фрагментирования — от выбора разделителя до указания метаданных и связей между фрагментами.

Один из простейших и надёжных способов — скользящее окно.

Принцип прост: каждый следующий фрагмент частично перекрывает предыдущий.

Фрагментирование с помощью скользящего окна

Помимо "скользящего окна" можно использовать и другие методы: учитывать логическую структуру документа, разбивать текст на предложения и абзацы, ориентироваться на разметку или даже привлекать NLP для анализа содержания.

(3) Повышение качества данных

Очистка данных — важный этап, который помогает избавиться от информационного шума и сделать текст более понятным для LLM.

Часто смысл отдельного фрагмента становится ясен только в контексте всего документа. Вне контекста он может выглядеть как бессмысленный набор слов.

Особенно сложно LLM "переваривать" аббревиатуры, специфическую терминологию и внутренние термины компаний.

Взгляните на примеры на изображении ниже:

Аббревиатуры могут вводить в заблуждение

Без знания баскетбольной терминологии невозможно догадаться, что MJ — это "тот самый" Майкл Джордан. А аббревиатура PO, означающая "purchase order" ("заказ на покупку"), вне контекста логистики может быть истолкована совершенно неверно.

Чтобы помочь LLM разобраться в таких премудростях, необходимо добавить контекст в процессе обработки данных. Например, заменить аббревиатуры полными названиями с помощью специального словаря.

Это особенно важно при работе с SQL-запросами. Названия полей в базах данных часто бывают не слишком информативными. Иногда их смысл понятен только самим разработчикам базы.

Яркий пример — система SAP. Для названий полей здесь часто используются сокращения от немецких слов. Так, поле "WERKS" — это не что иное, как "Werkstoff", то есть "материал".

Понятно, что для разработчиков SAP это логично и удобно. Вот только LLM, как и всем остальным, придётся приложить немало усилий, чтобы понять этот код.

(4) Добавление метаданных

Одна из полезных возможностей векторных баз данных — это добавление метаданных к векторам. Метаданные служат дополнительными "ярлыками", которые позволяют нам отфильтровать нужные данные ещё до начала поиска по сходству.

Представьте, что половина информации в вашем векторном хранилище предназначена для пользователей из Европы, а вторая — для жителей США. Зная местоположение пользователя, вы можете существенно сузить круг поиска, ограничившись только релевантными данными. Для этого достаточно добавить информацию о регионе в качестве метаданных. Большинство векторных баз данных позволяют использовать метаданные для предварительной фильтрации.

(5) Оптимизация структуры индекса

Поиск по сходству — не самое узкое место в большинстве RAG-систем, особенно если говорить о времени ответа. Тем не менее, и его можно значительно ускорить.

Секрет высокой скорости векторных баз данных — в использовании алгоритмов приближенного поиска ближайших соседей (ANN), таких как FAISS, NMSLIB, ANNOY. Эти алгоритмы позволяют эффективно работать даже с миллионами записей.

Технологии векторного индексирования

Если ваша база данных относительно небольшая (несколько тысяч записей), то выбор между ANN и полным поиском не критичен. Однако при создании масштабируемой системы стоит уделить оптимизации индекса особое внимание. Правильный выбор алгоритма позволит вам добиться максимальной производительности.

(6) Выбор правильной модели эмбеддингов

Создание качественных эмбеддингов — основа успеха любой RAG-системы. К счастью, выбор инструментов сегодня очень широк.

Если вы не знаете, с чего начать, обратите внимание на бенчмарки, которые оценивают эффективность разных моделей текстовых эмбеддингов. Один из них — MTEB (Massive Text Embedding Benchmark).

При выборе модели важно учитывать размерность эмбеддингов. Чем она выше, тем больше семантических нюансов текста она позволяет уловить и сохранить. Но за это придётся платить — возрастают требования к ресурсам для хранения и обработки данных.

Подборка доступных моделей текстовых эмбеддингов

Прежде чем попасть в векторную базу данных, текст необходимо преобразовать в эмбеддинги. Существует множество готовых моделей от разных разработчиков. Ознакомиться с моделями, поддерживаемыми модулем langchain.embeddings, можно в исходном коде модуля. Список впечатляет:

      __all__ = [
    "OpenAIEmbeddings",
    "AzureOpenAIEmbeddings",
    "CacheBackedEmbeddings",
    "ClarifaiEmbeddings",
    "CohereEmbeddings",
    ...
    "QianfanEmbeddingsEndpoint",
    "JohnSnowLabsEmbeddings",
    "VoyageEmbeddings",
    "BookendEmbeddings"
]

3. Оптимизация поиска

Чтобы получить от RAG-системы максимально точный результат, важно не только правильно подготовить данные, но и сформулировать запрос.

Расширение запроса, его перефразирование или преобразование — все эти техники служат одной цели: улучшить исходный запрос, прежде чем он попадёт в систему векторного поиска.

Вот два основных подхода:

Расширение запроса: LLM генерирует дополнительные документы, которые уточняют исходный запрос и помогают найти более релевантные данные.
Перефразирование запроса: LLM немного изменяет формулировку, создавая несколько вариаций запроса. Затем мы отправляем их в модель и анализируем полученные результаты, выбирая наиболее точный.

Давайте подробнее остановимся на первом способе.

(7) Расширение запроса с помощью сгенерированных ответов

Что делать, если ответ на запрос пользователя требует доступа к за закрытой базе знаний, не проиндексированной в RAG? В этом случае можно использовать генерацию ответа до выполнения поиска по сходству.

Идея в том, чтобы сначала попросить LLM "выдумать" ответ на запрос, основываясь на своих общих знаниях. Затем мы используем этот "выдуманный" ответ как ключ для поиска похожих фрагментов в нашей базе знаний.

Расширение запроса с помощью сгенерированных ответов

Среди подобных методов можно выделить HyDE (Hypothetical Document Embeddings), Rewrite-Retrieve-Read, Step-Back Prompting, Query2Doc, ITER-RETGEN и др.

HyDE работает следующим образом: сначала LLM генерирует возможный ответ на запрос пользователя, не видя контекста. Затем этот гипотетический ответ используется для поиска релевантной информации в векторной базе данных.

Принцип работы HyDE

В качестве альтернативы HyDE можно использовать расширение запроса с помощью нескольких системных промптов.

(8) Несколько системных промптов

Иногда, чтобы получить максимально точный и полный ответ от LLM, полезно задать не один, а несколько вопросов.

Например, если вам нужно создать краткое содержание большого текста, вы можете сгенерировать несколько промптов, каждый из которых будет сфокусирован на определённом аспекте текста. Затем вы сможете объединить полученные результаты в единый текст.

Другой вариант — создать несколько похожих промптов с одинаковым контекстом, но с небольшими вариациями в системной части. Таким образом, вы дадите LLM несколько разных указаний по интерпретации информации и формулировке ответа.

Несколько системных промптов

Подобные ансамблевые методы широко используются в машинном обучении. Например, в алгоритмах бустинга несколько "слабых" моделей совместно работают над решением задачи, и каждая вносит свой вклад в финальный, более точный, результат.

Аналогично, вы можете использовать несколько LLM или несколько промптов для одной LLM, чтобы получить более качественный ответ. Главный недостаток этого подхода — увеличение времени вычислений.

(9) Маршрутизация запросов: указываем LLM правильное направление

Представьте, что ваша векторная база данных — это огромная библиотека, где хранятся книги самых разных жанров. Чтобы найти нужную книгу, необходимо сначала определиться с жанром, иначе можно долго плутать по полкам, наполненным детективами, фантастикой и кулинарными рецептами.

Аналогичная проблема возникает и в RAG-системах, если векторная база данных содержит информацию из разных областей. На помощь приходит маршрутизация запросов.

В чём суть? Прежде чем отправлять запрос в поиск, мы просим LLM проанализировать его и определить, к какой тематической области он относится. LLM выступает в роли опытного библиотекаря, который направляет нас в нужный отдел.

Например, если наша база данных содержит новости о спорте, политике и кулинарии, то перед поиском ответа на вопрос о футбольном матче LLM должна "понять", что искать нужно в разделе спорта.

Пример маршрутизации запроса

Маршрутизация запросов позволяет повысить скорость и точность поиска, исключив из него нерелевантные данные, а также предоставить пользователю дополнительные возможности для уточнения запроса — например, позволить ему самостоятельно выбрать интересующую его тему.

(10) Гибридный поиск: комбинируем сильные стороны разных подходов

Поиск релевантной информации — ключевой этап любой RAG-системы. Его эффективность во многом определяет успех всего приложения.

Один из способов улучшить поиск — это объединить достоинства векторного и лексического поиска. Такой подход называется гибридным поиском.

Как это работает? Мы параллельно запускаем два поисковых процесса:

Векторный поиск анализирует смысл запроса и ищет похожие по смыслу фрагменты текста.
Лексический (ключевой) поиск сосредоточен на отдельных словах и фразах в запросе.

Затем мы комбинируем результаты обоих подходов, получая более точные и полные данные.

Принцип работы гибридного поиска

Гибридный подход — не новинка в мире Data Science. Он основан на простом, но эффективном принципе: коллективный разум лучше, чем индивидуальный. Объединяя прогнозы нескольких моделей или методов, мы получаем более надёжный результат.

4. Пост-обработка: добавляем контекст

В погоне за точностью поиска мы стремимся разбивать текст на максимально короткие фрагменты. Однако иногда это играет с нами злую шутку. LLM становится сложно уловить смысл отдельного фрагмента без окружающего его контекста.

Давайте обратимся к примеру:

Правильное фрагментирование — это наука

Представьте, что мы ищем информацию о немецком футбольном клубе "Бавария" (Мюнхен). Скорее всего, первый фрагмент текста на изображении покажет высокую степень сходства с запросом.

Однако более важная и интересная информация содержится во втором фрагменте. Именно поэтому так важен контекст.

Существует несколько эффективных методов обогащения контекста. Рассмотрим два из них:

Поиск по окну предложений: вместо того, чтобы ограничиваться только самым релевантным предложением, мы берём также несколько окружающих его предложений.
Автоматическое объединение результатов поиска: если несколько фрагментов текста относятся к одной теме или событию, мы можем объединить их в единый контекст.

(11) Поиск по окну предложений

Иногда для полного понимания смысла фрагмента текста необходимо видеть его в контексте окружающих предложений. Именно эту задачу решает поиск по окну предложений.

Вместо того чтобы ограничиваться только самым релевантным фрагментом, мы берём также несколько предложений до и после него. Это позволяет LLM лучше уловить смысл и связи между частями текста.

(12) Автоматическое объединение: собираем пазл из фрагментов

В сложных документах, таких как техническая документация или юридические договоры, важную роль играют перекрёстные ссылки. Чтобы LLM могла воспринимать такой документ целостно, необходимо восстановить эти связи.

Именно для этого используется автоматическое объединение. Мы выстраиваем иерархию фрагментов текста, связывая их друг с другом по смыслу.

Автоматическое объединение: родительские и дочерние узлы

Простой пример — иерархия из трёх уровней с разными размерами фрагментов (LlamaIndex):

1-й уровень: крупные фрагменты (2048 токенов).
2-й уровень: фрагменты среднего размера (512 токенов).
3-й уровень: короткие фрагменты (128 токенов).

При поиске мы сначала ищем релевантные короткие фрагменты, а затем "поднимаемся" по иерархии, добавляя к ним контекст из более крупных фрагментов.

Какой из этих подходов выбрать? Всё зависит от конкретной задачи и структуры ваших данных.

Но и после того, как мы нашли релевантную информацию, нам предстоит ещё одна важная задача — выбрать подходящую LLM для её обработки.

5. Генерация и агенты

(13) Выбор LLM: не всегда размер имеет значение

Какую LLM выбрать для RAG-системы? Ответ не так очевиден, как может показаться. Многое зависит от конкретной задачи и особенностей вашего приложения.

Конечно, первое, что приходит на ум, — взять самую мощную и продвинутую модель. Но не спешите!

У небольших LLM есть ряд весомых преимуществ:

Скорость работы. В некоторых случаях быстрота реакции важнее абсолютной точности. Например, в агентных системах, где LLM должна оперативно принимать множество промежуточных решений.
Низкая стоимость. Использование менее ресурсоёмких моделей позволяет существенно снизить эксплуатационные расходы.

Инструменты позволяют агентам всегда выбирать наиболее подходящий инструмент

Прежде чем гоняться за "тяжёлыми" моделями, убедитесь, что их мощь действительно вам необходима. Вполне возможно, что более простая LLM справится с вашей задачей не хуже, а то и лучше — с учётом скорости и стоимости.

Как же выбрать оптимальный вариант?

Существуют специальные бенчмарки, которые сравнивают разные LLM по ряду параметров. Но лучший способ — это самостоятельно протестировать несколько кандидатов на ваших данных и задачах.

(14) Агенты

Иногда вопрос пользователя слишком сложен, чтобы LLM могла ответить на него сразу. В таких случаях на помощь приходят агенты — специальные программы, которые разбивают сложную задачу на несколько простых шагов.

Агент действует по аналогии с человеческим мышлением: вместо того, чтобы пытаться сразу охватить всю проблему, он последовательно анализирует её отдельные аспекты, постепенно приближаясь к решению.

Как работает агент?

Отправляет запрос в LLM, -> получает ответ и анализирует его, -> на основе анализа принимает решение о следующем шаге, -> выполняет действие (например, отправляет новый запрос).

Принцип работы агентов

У такого подхода есть как минимум два преимущества.

Во-первых, он повышает точность. Разбивая задачу на части, мы упрощаем работу LLM и помогаем ей сосредоточиться на главном.

Во-вторых, он позволяет использовать более простые LLM. Агент может эффективно работать даже с небольшими и быстрыми моделями, что снижает нагрузку на систему и экономит ресурсы.

Конечно, у агентного подхода есть и обратная сторона. Поскольку запрос обрабатывается поэтапно, на это требуется больше времени.

Производительность, затраты и время ответа

Когда использовать агентов?

Когда задача слишком сложна для одноэтапного решения.
Когда требуется максимальная точность ответа.
Когда важно сократить затраты на вычисления.

Важно помнить, что время ответа — критически важный параметр для многих RAG-систем, особенно для тех, которые предназначены для информационного поиска.

6. Оценка: как понять, насколько хороша ваша RAG-система

Создать RAG-систему — это только полдела. Важно также уметь объективно оценить её эффективность.

Насколько хорошо она справляется с поиском релевантной информации? Насколько качественные и полезные ответы она генерирует?

Двухэтапная оценка

Чтобы получить полную картину, необходимо оценить работу каждого компонента RAG. Оценку можно разделить на два этапа:

Оценка компонентов поиска. Насколько хорошо система находит релевантную информацию в базе знаний? Для этого используются стандартные метрики поиска, такие как DCG и nDCG, которые оценивают качество ранжирования результатов.
"Идеальный ранжирование" vs. реальное ранжирование: nDCG как метрика качества ранжирования
1. Оценка компонентов генерации. Насколько качественные и полезные ответы генерирует LLM? Эта задача сложнее, поскольку качество текста сложно оценить объективно.

Как оценить качество ответа LLM?

Самый простой способ — это привлечь людей и попросить их оценить релевантность и полезность сгенерированных ответов. Однако этот метод трудоёмок и дорогостоящ.

К тому же, каждый раз, когда вы вносите изменения в свою RAG-систему, вам придётся проводить оценку заново.

Автоматизация оценки

Более эффективный подход — использовать другую LLM в качестве "судьи". Эта LLM будет анализировать ответы вашей RAG-системы и выносить вердикт об их качестве. Такой подход позволяет автоматизировать оценку и сделать её более объективной.

(15) LLM в роли судьи: пусть ИИ оценит ИИ

Как мы уже знаем, оценить качество текста, сгенерированного LLM, — задача непростая. Человеческая оценка субъективна и трудоёмка. На помощь приходит подход "LLM в роли судьи".

Мы обучаем отдельную LLM анализировать ответы нашей RAG-системы и выставлять им оценки по заданным критериям.

Три шага к объективной оценке:

Подготовка данных. Создаём набор данных для обучения LLM-судьи, который должен включать контекст, вопрос и ответ.
Данные могут быть как реальными, так и синтетическими. Во втором случае мы можем использовать LLM для генерации вопросов к заданному контексту.

Создание "агента-критика". Выбираем мощную LLM и "обучаем" её оценивать ответы по определённым критериям. Например:

Профессионализм: насколько формален и уважителен тон ответа.

Для каждого критерия необходимо создать чёткое описание с разными уровнями оценки. Например:

      definition=(
    "Профессионализм  относится  к  использованию  формального,  уважительного  и  подходящего  стиля  общения,  который  "
    "адаптирован  к  контексту  и  аудитории.  Это  часто  подразумевает  избегание  чрезмерно  неформального  языка,  сленга  или  "
    "разговорных  выражений  и  вместо  этого  использование  четкого,  краткого  и  уважительного  языка."
),
grading_prompt=(
    "Профессионализм:  Если  ответ  написан  в  профессиональном  тоне,  ниже  приведены  подробности  для  разных  баллов:  "
    "-  Балл  1:  Язык  чрезмерно  неформальный,  может  включать  сленг  или  разговорные  выражения.  Не  подходит  для  "
    "профессионального  контекста."
    "-  Балл  2:  Язык  неформальный,  но  в  целом  уважительный  и  избегает  резкой  неформальности  или  сленга.  Допустимо  в  "
    "некоторых  неформальных  профессиональных  условиях."
    "-  Балл  3:  Язык  в  целом  формальный,  но  всё  же  имеет  разговорные  слова/фразы.  На  грани  профессионального  контекста."
    "-  Балл  4:  Язык  сбалансированный  и  избегает  крайней  неформальности  или  формальности.  Подходит  для  большинства  профессиональных  контекстов.  "
    "-  Балл  5:  Язык  заметно  формальный,  уважительный  и  избегает  неформальных  элементов.  Подходит  для  формального  "
    "делового  или  академического  контекста.  "
),

Тестирование. "Скармливаем" LLM-судье ответы, сгенерированные нашей RAG-системой, и получаем оценки.
Примеры промптов для оценки можно найти в шаблонах промптов Prometheus или в учебных материалах Databricks (MLFlow).
Важно понимать, что оценка LLM — это не абсолютная истина. Результаты могут варьироваться в зависимости от выбранной модели и настроек. Тем не менее, этот метод позволяет получить более объективную оценку, чем при использовании человеческих ресурсов.

(16) RAGAs

RAGAs (Retrieval-Augmented Generation Assessment) — это фреймворк, который позволяет оценивать каждый компонент вашей RAG-системы.

В его основе лежит идея "LLM в роли судьи", но Ragas предлагает гораздо больше: различные инструменты и техники для непрерывного обучения вашего RAG-приложения.

Ragas позволяет оценить качество работы каждого компонента RAG-системы в отдельности, используя предопределенные метрики.

Например для генерации важны достоверность и релевантность, а для поиска точность и полнота контекста.

Другие метрики ориентированы на оценку конвейера RAG в целом, например:

Семантическое сходство ответа.
Правильность ответа.

(17) Непрерывный сбор данных от приложения и пользователей

Сбор данных — ключ к выявлению и устранению пробелов в процессе. Часто проблема кроется в самих данных в базе знаний. Чтобы знать об этом, нам нужно внедрить механизмы, которые максимально упростят пользователям предоставление обратной связи.

Мониторинг вашей RAG-системы

Важные метрики для мониторинга:

Время выполнения каждого шага RAG (векторизация, поиск, генерация).
Использованные промпты.
Найденные документы.
Сгенерированные ответы.

Сбор данных на протяжении всего процесса RAG

RAG-система состоит из нескольких этапов. Чтобы оптимизировать её производительность и время ответа, нам нужно знать, где находится узкое место.

Не существует универсального рецепта успеха в разработке RAG-систем. Это процесс постоянных экспериментов и поиска оптимальных решений.

Именно это и делает работу с RAG такой увлекательной! Ведь было бы скучно, если бы существовал статичный сборник рецептов на все случаи жизни, не так ли?

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2 июл. 2024 г.

01.09.25 16:41 Anitastar

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02.09.25 23:12 [email protected]

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03.09.25 07:17 Fabian3

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04.09.25 02:11 marcushenderson624

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04.09.25 02:11 marcushenderson624

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04.09.25 02:45 marcushenderson624

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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

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08.09.25 18:04 marcushenderson624

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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

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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

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11.09.25 18:51 patricialovick86

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12.09.25 13:11 grace

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12.09.25 15:06 michaeldavenport218

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12.09.25 15:06 michaeldavenport218

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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

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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

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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

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
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

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24.09.25 20:52 elizabethrush89

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24.09.25 20:52 elizabethrush89

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