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[Перевод] Добавление собственных данных в LLM с помощью RAG

Этот материал посвящён тому, как добавлять собственные данные в предварительно обученные LLM (Large Language Model, большая языковая модель) с применением подхода, основанного на промптах, который называется RAG (Retrieval‑Augmented Generation, генерация ответа с использованием результатов поиска).

Большие языковые модели знают о мире многое, но не всё. Так как обучение таких моделей занимает много времени, данные, использованные в последнем сеансе их обучения, могут оказаться достаточно старыми. И хотя LLM знакомы с общеизвестными фактами, сведения о которых имеются в интернете, они ничего не знают о ваших собственных данных. А это — часто именно те данные, которые нужны в вашем приложении, основанном на технологиях искусственного интеллекта. Поэтому неудивительно то, что уже довольно давно и учёные, и разработчики ИИ‑систем уделяют серьёзное внимание вопросу расширения LLM новыми данными.

До наступления эры LLM модели часто дополняли новыми данными, просто проводя их дообучение. Но теперь, когда используемые модели стали гораздо масштабнее, когда обучать их стали на гораздо больших объёмах данных, дообучение моделей подходит лишь для совсем немногих сценариев их использования. Дообучение особенно хорошо подходит для тех случаев, когда нужно сделать так, чтобы модель взаимодействовала бы с пользователем, используя стиль и тональность высказываний, отличающиеся от изначальных. Один из отличных примеров успешного применения дообучения — это когда компания OpenAI доработала свои старые модели GPT-3.5, превратив их в модели GPT-3.5-turbo (ChatGPT). Первая группа моделей была нацелена на завершение предложений, а вторая — на общение с пользователем в чате. Если модели, завершающей предложения, передавали промпт наподобие «Можешь рассказать мне о палатках для холодной погоды», она могла выдать ответ, расширяющий этот промпт: «и о любом другом походном снаряжении для холодной погоды?». А модель, ориентированная на общение в чате, отреагировала бы на подобный промпт чем‑то вроде такого ответа: «Конечно! Они придуманы так, чтобы выдерживать низкие температуры, сильный ветер и снег благодаря…». В данном случае цель компании OpenAI была не в том, чтобы расширить информацию, доступную модели, а в том, чтобы изменить способ её общения с пользователями. В таких случаях дообучение способно буквально творить чудеса!

Но дообучение уже не так хорошо себя показывает при необходимости добавления новых данных в модель. Это, как мне удалось выяснить, гораздо более распространённый бизнес‑сценарий. Кроме того, дообучение LLM требует больших объёмов высококачественных данных, серьёзных затрат на вычислительные ресурсы и много времени. Для большинства пользователей LLM всё это относится к разряду ограниченных ресурсов.

В этом материале мы рассмотрим RAG — альтернативный подход к добавлению собственных данных в LLM. Он основан на промптах и был представлен в 2021 году командой Facebook AI Research (FAIR), работавшей над ним вместе с другими исследователями. Концепция RAG, с одной стороны, даёт пользователю достаточно мощные возможности, которые позволяют применять её в поисковой системе Bing и на других высоконагруженных сайтах для внедрения самых свежих данных в их модели. А, с другой стороны, это — достаточно простая концепция, которую я смогу объяснить читателю в этой статье. Надо отметить, что применение RAG отличается эффективностью и в тех случаях, когда у пользователя нет большого объёма данных, нет серьёзного бюджета и нет большого количества времени на манипуляции с моделями.

Три примера кода, демонстрирующие различные сценарии применения RAG, вы можете найти в этом GitHub‑репозитории. В одном из них API OpenAI используются напрямую, во втором и в третьем применяются опенсорсные API LangChan и Semantic Kernel. Первый фрагмент кода и соответствующий ему сценарий использования RAG мы рассмотрим в этом материале, а два других примера я советую вам изучить самостоятельно.

Но, прежде чем мы займёмся кодом, предлагаю разобраться с основными понятиями RAG.

Обзор RAG

Идеи RAG могут быть реализованы разными способами, но на концептуальном уровне использование RAG в приложении, основанном на технологиях искусственного интеллекта, включает в себя следующие шаги:

Пользователь вводит вопрос.
Система ищет подходящие документы, которые могут содержать ответ на этот вопрос. Эти документы часто включают в себя собственные данные компании, которая разработала систему, а хранятся они обычно в некоем каталоге документов.
Система создаёт промпт для LLM, в котором скомбинированы данные, введённые пользователем, подходящие документы и инструкции для LLM. Модель должна ответить на вопрос пользователя, применив предоставленные ей документы.
Система отправляет промпт LLM.
LLM возвращает ответ на вопрос пользователя, основанный на предоставленных контекстных сведениях. Это — выходные данные системы.

Вот диаграмма, отражающая эту общую идею, лежащую в основе RAG:

https://miro.medium.com/v2/resize:fit:700/1*bIjsKJchyMJzf--LwWjeMg.png

Общее устройство системы, использующей RAG

Тут приведено описание работы RAG, сделанное простыми словами. Здесь почти нет сведений о реализации этого механизма. Предлагаю перейти к подробностям о нём, а для начала — взглянуть на научную публикацию, в которой была предложена идея RAG.

Публикация, посвящённая RAG

Термин «RAG» был предложен в 2021 году, в публикации «Retrieval‑Augmented Generation for Knowledge‑Intensive NLP Tasks», подготовленной командой FAIR и сотрудничавшими с ней учёными. Идеи, предложенные авторами этой работы, оказали огромное воздействие на ИИ‑решения, которыми мы пользуемся сегодня, поэтому с данными идеями стоит познакомиться поближе.

Вот — обзор архитектуры ИИ‑системы, предложенной в работе:

https://miro.medium.com/v2/resize:fit:700/1*WPNPxlCxh6Nw4muUyfULTQ.png

Архитектура ИИ-системы, использующей RAG

Ниже мы подробно обсудим каждую из составных частей этой архитектуры. Если смотреть в общем, то предложенная в работе структура системы составлена из двух компонентов: из поискового модуля и из модуля генератора. Поисковый компонент преобразует входной текст в последовательность чисел с плавающей запятой (вектор), используя кодировщик запроса. Далее, он, используя единый подход, трансформирует каждый из документов, применяя кодировщик документов, после чего сохраняет закодированные документы в виде поискового индекса. Затем, в поисковом индексе, поисковый компонент выполняет поиск векторов документов, которые имеют отношение к входному вектору. После этого он преобразует векторы документов обратно в их текстовое представление и возвращает эти тексты в качестве результата своей работы. Теперь в дело вступает генератор, который принимает текст, введённый пользователем, и соответствующие ему документы, комбинирует всё это в единый промпт и предлагает LLM дать ответ на вопрос пользователя с учётом информации, имеющейся в найденных ранее документах. То, что выдаст после этого LLM, и будет выходными данными всей этой системы.

Вы могли заметить, что кодировщик запроса, кодировщик документов и LLM на предыдущем изображении показаны с использованием похожих фигур. Это из‑за того, что все они реализованы с использованием трансформеров. Традиционные трансформеры состоят из двух частей: из кодировщика и декодера. Кодировщик отвечает за трансформацию входного текста в вектор (или в последовательность векторов), которая, в общих чертах, отражает смысл слов. А цель декодера — сгенерировать новый текст, основываясь на входных данных. В архитектуре системы, предложенной в вышеупомянутой публикации, кодировщик запроса и кодировщик документов реализованы с помощью трансформеров, в состав которых входит лишь кодировщик. Дело в том, что этим компонентам системы нужно лишь преобразовывать фрагменты текста в векторы, состоящие из чисел. А LLM в модуле генератора реализована на базе традиционного трансформера, содержащего и кодировщик, и декодер.

Как обучают модель, обладающую такой архитектурой? В публикации предлагается использовать предварительно обученные трансформеры и проводить совместное дообучение только кодировщика запросов и LLM из блока генератора. Это дообучение выполняется с использованием пар фрагментов данных, один из которых — это то, что ввёл пользователь, а второй — это то, что ожидается получить на выходе LLM. Кодировщик документов не дообучают, так как это может быть достаточно затратным, и из‑за того, что авторы работы обнаружили, что в этом нет необходимости для обеспечения хороших результатов работы системы.

В публикации предлагается два подхода для реализации этой архитектуры:

RAG‑последовательность: получают k документов и используют их для генерирования всех выходных токенов, которые служат ответом на запрос пользователя.
RAG‑токен: получают k документов, используют их для генерирования следующего токена, затем получают ещё k документов, которые используют для генерации следующего токена, и так далее. Это значит, что всё может свестись к нахождению нескольких разных наборов документов при генерировании единственного ответа на запрос пользователя.

Теперь вы получили достаточно хорошее общее представление об архитектуре системы, предложенной в публикации о RAG. Подобный шаблон проектирования достаточно широко распространён в ИИ‑индустрии. Но оказалось, что не всё то, о чём ведётся речь в публикации, реализовано в точности так же, как в этой публикации предложено.

Использование RAG на практике

На практике реализации RAG, которые широко используются в различных организациях, основаны на том, что было предложено в вышеупомянутой публикации, но при этом для них характерны некоторые особенности:

Из двух подходов к реализации архитектуры RAG, предложенных в публикации, почти всегда выбирают RAG‑последовательность. Дело в том, что этот подход оказывается дешевле и проще, чем другой. При этом он даёт отличные результаты.
На практике обычно не занимаются дообучением каких‑либо трансформеров, входящих в состав системы. Те предварительно обученные LLM, которыми мы можем пользоваться в наши дни, достаточно хороши для того чтобы пользоваться ими в их исходном виде. Их, кроме того, слишком затратно дообучать самостоятельно.

Стоит добавить, что применяемые методы поиска документов не всегда реализованы именно так, как предложено в публикации. Поиск обычно выполняется с применением некоего поискового сервиса — наподобие FAISS или Azure Cognitive Search. Такие сервисы поддерживают различные способы поиска документов, которые хорошо сочетаются с RAG. В работе поисковых сервис обычно можно выделить два следующих шага:

Поиск информации. На этом шаге производится сопоставление запроса пользователя с документами, находящимися в поисковом индексе. После этого осуществляется извлечение наиболее подходящих документов. Существуют три самых распространённых подхода к поиску документов: поиск по ключевым словам, векторный поиск, гибридный поиск.
Ранжирование информации. Это — необязательный шаг, который следует за шагом поиска информации. При его выполнении берётся список документов, которые были сочтены подходящими при поиске информации, после чего, по более точным алгоритмам, чем ранее, определяется их соответствие запросу пользователя.

Поговорим о поиске и ранжировании документов подробнее, начав с трёх подходов к поиску информации.

Поиск по ключевым словам

Самый простой способ поиска документов, имеющих отношение к запросу пользователя — это так называемый «поиск по ключевым словам» (ещё известный как «полнотекстовый поиск»). Поиск по ключевым словам использует те ключевые слова, которые ввёл пользователь, для поиска по индексу документов, содержащих эти слова. Сравнение содержимого документов с запросом выполняется исключительно на основе текста, без применения векторов. Этот подход к поиску существует уже давно, но он не потерял актуальности и в наши дни. Он весьма полезен в тех случаях, когда ищут идентификаторы пользователей, коды продуктов, адреса и любые другие данные, при поиске которых важно точное совпадение с текстом запроса. Вот — общая схема системы, в которой используется поиск по ключевым словам.

https://miro.medium.com/v2/resize:fit:700/1*epQPSuH6PvolP9LBZE-2YQ.png

Система, в которой используется поиск по ключевым словам

При таком подходе поисковый сервис поддерживает работу инвертированного индекса, хранящего сведения о соответствии слов и документов, в которых используются эти слова. Текстовые данные, введённые пользователем, разбирают, извлекая из них ключевые слова. Эти слова анализируют, находя их базовые формы. Затем выполняют поиск по инвертированному индексу, каждому совпадению назначают оценку, а после этого наиболее релевантные документы, соответствующие запросу, возвращают из поискового сервиса.

Векторный поиск

«Векторный поиск», который ещё называют «плотным поиском информации» («dense retrieval»), отличается от поиска по ключевым словам. Один из аспектов этого отличия заключается в том, что при векторном поиске возможно нахождение соответствия поисковому запросу в документах, в которых нет ключевых слов из запроса, но общий смысл которых близок к смыслу запроса. Например, представьте, что создаёте чат‑бота, который планируется использовать в службе поддержки сайта для сдачи недвижимости в аренду. Пользователь задаёт боту вопрос: «Do you have recommendations for a spacious apartment close to the sea», интересуясь, может ли он порекомендовать просторное жильё, расположенное близко к морю. В документе, содержащем сведения о подходящем жилище, имеется следующий текст: «4000 sq ft home with ocean view» — тут описан дом площадью 4000 квадратных футов с видом на океан. При поиске по ключевым словам такой документ найден не будет. А вот система векторного поиска его найдёт. Векторный поиск лучше всего показывает себя в тех случаях, когда в неструктурированном тексте ищут некие общие идеи, а не точные ключевые слова.

Вот — общий обзор RAG‑системы, в которой используется векторный поиск:

https://miro.medium.com/v2/resize:fit:700/1*aAd2Np3BvPt_uaUTpo6Z1w.png

Система, в которой используется векторный поиск

Взглянув на эту схему, можно понять, что векторный поиск, используемый на практике, это — практически то же самое, что было предложено в публикации по RAG. За исключением того, что в данном случае не проводится дообучение трансформеров.

В подобных системах для кодирования запроса и документов обычно используют предварительно обученную модель эмбеддингов, такую, как text‑embedding‑ada-002 от OpenAI. А для формирования итогового результата применяют предварительно обученные LLM, например — gpt-35-turbo (ChatGPT), тоже созданную OpenAI. Модель эмбеддингов используется для преобразования входного текста и текста документов в соответствующие «эмбеддинги». Что такое «эмбеддинг»? Это — вектор чисел с плавающей запятой. Он, в общих чертах, «схватывает» смысл текста, который в нём закодирован. Если два фрагмента текста как‑то связаны, тогда можно предположить, что и соответствующие им эмбеддинги будут похожи друг на друга.

Как определить то, что векторы похожи? Для ответа на этот вопрос рассмотрим пример. Мы исходим из предположения о том, что для нахождения следующих векторов эмбеддингов используется наша собственная модель эмбеддингов:

a = (0, 1) представляет «Do you have recommendations for a spacious apartment close to the sea?» — «Можете ли вы порекомендовать просторное жильё, расположенное близко к морю?».
b = (0.12, 0.99) представляет «4000 sq ft home with ocean view» — «дом площадью 4000 квадратных футов с видом на океан»
c = (0.96, 0.26) представляет «I want a donut» — «Я хочу пончик».

Эти векторы можно нарисовать на диаграмме:

https://miro.medium.com/v2/resize:fit:700/1*i9on0CCqt6gx-62HlQVz7A.png

Графическое представление векторов

Просто глядя на это изображение, можно догадаться о том, что вектор, который сильнее всего похож на вектор a — это b (а не c). Если прибегнуть к математическим методам выявления схожести векторов, то можно сказать, что существуют три распространённых подхода для решения этой задачи: скалярное произведение векторов, косинусный коэффициент векторов и евклидово расстояние между векторами. Найдём показатели, характеризующие схожесть векторов, используя эти методы, и посмотрим, подтвердят ли они нашу догадку.

При применении метода скалярного произведения векторов, как можно ожидать из его названия, просто вычисляют скалярное произведение (его ещё называют внутренним произведением) векторов. Чем больше результат — тем ближе друг к другу векторы:

https://miro.medium.com/v2/resize:fit:700/1*lvuIIQnVTfXlT2nUUZJxKg.png

Скалярное произведение векторов

Скалярное произведение векторов a и b больше, чем скалярное произведение a и c. Это подтверждает нашу догадку относительно того, что векторы a и b больше похожи друг на друга, чем a и c. Применяя этот метод, надо помнить о том, что скалярное произведение очень сильно зависит от длины векторов. Оно применимо только для сравнения схожести векторов, имеющих одинаковую длину. Эмбеддинги OpenAI всегда представлены единичными векторами — векторами, имеющими длину, равную единице. Чтобы наши эмбеддинги согласовывались бы с теми, что используются в OpenAI, они тоже должны быть единичными.

Косинусный коэффициент векторов вычисляют, находя косинус угла между двумя векторами. Чем этот коэффициент больше — тем сильнее векторы похожи друг на друга. Формула для вычисления этого коэффициента предусматривает вычисление скалярного произведения векторов, которое делят на произведение длин векторов. Это дополнение предыдущей формулы, нормализующее результаты, позволяет эффективно измерять схожесть векторов, учитывая их направления и не обращая внимания на их длины.

https://miro.medium.com/v2/resize:fit:700/1*Nw9GicUgdlh9z8uSqQEN5w.png

Косинусный коэффициент векторов

Так как мы пользуемся единичными векторами, их скалярное произведение и косинусный коэффициент дают в точности одинаковые результаты.

Вычисляя евклидово расстояние между векторами, находят расстояние между ними — в том смысле, в котором понятие «расстояние» используется в обычной жизни. Чем меньше расстояние между двумя векторами — тем сильнее они друг на друга похожи. В отличие от косинусного коэффициента, при вычислении евклидового расстояния во внимание принимаются длина и направление векторов.

https://miro.medium.com/v2/resize:fit:700/1*3WEwPbQfGtMqcL57dIG69A.png

Евклидово расстояние между векторами

Видно, что расстояние между векторами a и b меньше, чем между векторами a и c. Это говорит нам о том, что векторы a и b больше похожи друг на друга, чем a и c.

В примере используются двумерные векторы, что позволяет нам, просто глядя на их изображения, строить догадки об их схожести. Но в случае с эмбеддингами часто бывает так, что речь идёт о векторах гораздо большей размерности. Например, модель text‑embedding‑ada-002, созданная OpenAI, генерирует векторы, размерность которых равна 1536. Не забывайте о том, что количество измерений, используемых для представления эмбеддингов, не зависит от длины входного текста. Поэтому и короткий запрос, и длинный документ будут преобразованы в векторы эмбеддингов одинаковой размерности.

Большинство поисковых сервисов, существующих в наши дни, поддерживают все три рассмотренные нами метода определения схожести векторов. Они позволяют пользователю выбрать метод, который ему нужен. Какой из этих методов лучше выбрать?

Если ваши эмбеддинги имеют разную длину, и вы хотите учитывать их длину при определении их схожести, тогда лучше всего будет выбрать евклидово расстояние между векторами, так как при его вычислении учитывается и длина векторов, и их направление.
Если все ваши эмбеддинги нормализованы, приведены к единичной длине, тогда все три рассмотренных нами подхода дадут, как вы уже видели, схожие результаты. Но при этом скалярное произведение векторов вычисляется быстрее. Предположим, вы работаете с системой (с приложение или сервисом), которая знает о том, что имеет дело с единичными векторами. В такой ситуации вычисление косинусного коэффициента векторов, скорее всего, будет оптимизировано и сведено к вычислению их скалярного произведения. Поэтому, скорее всего, в подобном случае вычислительная нагрузка на систему при использовании косинусного коэффициента векторов будет столь же скромной, как и при использовании скалярного произведения.

Для того чтобы найти векторы документов, лучше всего соответствующие вектору запроса, поисковый сервис может пойти самым простым и неэффективным, в плане траты вычислительных ресурсов, путём. А именно, он определит схожесть входного вектора с вектором каждого из документов, отсортирует список документов в соответствии с их оценкой, и вернёт верхнюю часть этого списка. Этот простой подход, правда, не масштабируется. Он не подходит для больших корпоративных приложений, в которых используется очень много документов. В результате поисковые сервисы обычно используют некую разновидность алгоритма ANN (Approximate Nearest Neighbor, приближённый поиск ближайшего соседа). В этом алгоритме применяются продуманные оптимизации, которые позволяют ему возвращать приблизительные результаты быстрее, чем при использовании других методов. Одной из популярных реализаций ANN является алгоритм HNSW (Hierarchical Navigable Small World, иерархический маленький мир).

Гибридный поиск

Гибридный поиск подразумевает применение и поиска по ключевым словам, и векторного поиска. Например, представим себе ситуацию, когда имеется идентификатор клиента и текстовый запрос. Нужно провести поиск, учитывающий и точные данные в виде идентификатора, и общий смысл текста, введённого пользователем. Это — отличный сценарий для применения гибридного поиска. Два типа поиска выполняются самостоятельно, после чего полученные данные комбинируются с помощью специального алгоритма, который выбирает лучшее из того, что дали разные подходы к поиску. Этот метод часто используется на практике, особенно — в достаточно сложных приложениях.

Семантическое ранжирование

Семантическое ранжирование (или переранжирование) — это необязательный шаг работы RAG‑системы, который следует за шагом нахождения документов. На шаге нахождения документов система делает всё возможное для ранжирования возвращённых документов на основании их релевантности запросу пользователя. А семантическое ранжирование часто способно улучшить результаты первоначальной оценки документов. При его выполнении берётся подмножество документов, возвращённое после их поиска, после чего, с помощью LLM, обученной специально для выполнения этой задачи, вычисляются коэффициенты релевантности более высокого качества, чем ранее. Эти коэффициенты применяются для переранжирования документов.

https://miro.medium.com/v2/resize:fit:700/1*LrSPog4UlVa05CthUJASdA.png

RAG-система, в которой используется модуль семантического ранжирования документов

Здесь показан модуль семантического ранжирования, скомбинированный с модулем векторного поиска, но этот модуль хорошо сочетается и с подсистемой поиска по ключевым словам. Я решила показать здесь совместную работу семантического ранжирования и векторного поиска из‑за того, что именно так сделано в примере реализации RAG‑системы, подготовленном для этой статьи. Рассмотрим этот пример.

Простая реализация RAG-системы

В этом разделе мы рассмотрим код, который позволяет, используя RAG и сервис Azure Cognitive Search, добавлять собственные данные в ChatGPT. Код, который я тут продемонстрирую, использует API OpenAI для прямого взаимодействия с СhatGPT. Он находится в папке 1_openai репозитория с кодом к статье. В этом репозитории вы можете найти ещё две реализации той же идеи, одна из которых основана на LangChain (папка 2_langchain), а другая — на Semantic Kernel (папка 3_semantic_kernel). Это — два популярных опенсорсных фреймворка, которые помогают разработчикам создавать приложения, использующие LLM.

Цель этого проекта — создание чат-бота, к которому пользователи смогут обращаться для получения дополнительной информации о товарах, которые продаёт некая компания. Данные, которыми мы будем пользоваться, представлены несколькими markdown-файлами. В них содержатся подробные сведения о товарах.

Начнём с разбора файла init_search_1.py:

"""
Инициализирует индекс Azure Cognitive Search нашими данными, используя векторный поиск
и семантическое ранжирование.

Для запуска этого кода в вашей учётной записи Azure уже должны быть созданы ресурсы
"Cognitive Search" и "OpenAI".
"""
import os

import openai
from azure.core.credentials import AzureKeyCredential
from azure.search.documents import SearchClient
from azure.search.documents.indexes import SearchIndexClient
from azure.search.documents.indexes.models import (
    HnswParameters,
    HnswVectorSearchAlgorithmConfiguration,
    PrioritizedFields,
    SearchableField,
    SearchField,
    SearchFieldDataType,
    SearchIndex,
    SemanticConfiguration,
    SemanticField,
    SemanticSettings,
    SimpleField,
    VectorSearch,
)
from dotenv import load_dotenv
from langchain.document_loaders import DirectoryLoader, UnstructuredMarkdownLoader
from langchain.text_splitter import Language, RecursiveCharacterTextSplitter

# Конфигурация Azure Search.
AZURE_SEARCH_ENDPOINT = os.getenv("AZURE_SEARCH_ENDPOINT")
AZURE_SEARCH_KEY = os.getenv("AZURE_SEARCH_KEY")
AZURE_SEARCH_INDEX_NAME = "products-index-1"

# Конфигурация Azure OpenAI.
AZURE_OPENAI_API_TYPE = "azure"
AZURE_OPENAI_API_BASE = os.getenv("AZURE_OPENAI_API_BASE")
AZURE_OPENAI_API_VERSION = "2023-03-15-preview"
AZURE_OPENAI_API_KEY = os.getenv("AZURE_OPENAI_API_KEY")
AZURE_OPENAI_EMBEDDING_DEPLOYMENT = os.getenv("AZURE_OPENAI_EMBEDDING_DEPLOYMENT")

DATA_DIR = "data/"


def load_and_split_documents() -> list[dict]:
    """
    Загружает наши документы с диска и разбивает их на фрагменты.
    Возвращает список словарей.
    """
    # Загрузка данных.
    loader = DirectoryLoader(
        DATA_DIR, loader_cls=UnstructuredMarkdownLoader, show_progress=True
    )
    docs = loader.load()

    # Разбиение документов на фрагменты.
    splitter = RecursiveCharacterTextSplitter.from_language(
        language=Language.MARKDOWN, chunk_size=6000, chunk_overlap=100
    )
    split_docs = splitter.split_documents(docs)

    # Преобразование документов в список словарей.
    final_docs = []
    for i, doc in enumerate(split_docs):
        doc_dict = {
            "id": str(i),
            "content": doc.page_content,
            "sourcefile": os.path.basename(doc.metadata["source"]),
        }
        final_docs.append(doc_dict)

    return final_docs


def get_index(name: str) -> SearchIndex:
    """
    Возвращает индекс Azure Cognitive Search с заданным именем.
    """
    # Поля, которые мы хотим индексировать. Поле "embedding" - это векторное поле,
    # которое будет использоваться для векторного поиска.
    fields = [
        SimpleField(name="id", type=SearchFieldDataType.String, key=True),
        SimpleField(name="sourcefile", type=SearchFieldDataType.String),
        SearchableField(name="content", type=SearchFieldDataType.String),
        SearchField(
            name="embedding",
            type=SearchFieldDataType.Collection(SearchFieldDataType.Single),
            # Размер вектора, созданного моделью text-embedding-ada-002.
            vector_search_dimensions=1536,
            vector_search_configuration="default",
        ),
    ]

    # Поле "content" должно иметь приоритет при семантическом ранжировании.
    semantic_settings = SemanticSettings(
        configurations=[
            SemanticConfiguration(
                name="default",
                prioritized_fields=PrioritizedFields(
                    title_field=None,
                    prioritized_content_fields=[SemanticField(field_name="content")],
                ),
            )
        ]
    )

    # Для векторного поиска мы хотим пользоваться алгоритмом HNSW (Hierarchical Navigable Small World)
    # (разновидность алгоритма приближённого поиска ближайшего соседа) с
    # применением косинусного коэффициента векторов.
    vector_search = VectorSearch(
        algorithm_configurations=[
            HnswVectorSearchAlgorithmConfiguration(
                name="default",
                kind="hnsw",
                parameters=HnswParameters(metric="cosine"),
            )
        ]
    )

    # Создание поискового индекса.
    index = SearchIndex(
        name=name,
        fields=fields,
        semantic_settings=semantic_settings,
        vector_search=vector_search,
    )

    return index


def initialize(search_index_client: SearchIndexClient):
    """
    Инициализирует индекс Azure Cognitive Search нашими данными, используя 
векторный поиск.
    """
    # Загрузка данных.
    docs = load_and_split_documents()
    for doc in docs:
        doc["embedding"] = openai.Embedding.create(
            engine=AZURE_OPENAI_EMBEDDING_DEPLOYMENT, input=doc["content"]
        )["data"][0]["embedding"]

    # Создание индекса Azure Cognitive Search.
    index = get_index(AZURE_SEARCH_INDEX_NAME)
    search_index_client.create_or_update_index(index)

    # Выгрузка данных в индекс.
    search_client = SearchClient(
        endpoint=AZURE_SEARCH_ENDPOINT,
        index_name=AZURE_SEARCH_INDEX_NAME,
        credential=AzureKeyCredential(AZURE_SEARCH_KEY),
    )
    search_client.upload_documents(docs)


def delete(search_index_client: SearchIndexClient):
    """
    Удаляет индекс Azure Cognitive Search.
    """
    search_index_client.delete_index(AZURE_SEARCH_INDEX_NAME)


def main():
    load_dotenv()

    openai.api_type = AZURE_OPENAI_API_TYPE
    openai.api_base = AZURE_OPENAI_API_BASE
    openai.api_version = AZURE_OPENAI_API_VERSION
    openai.api_key = AZURE_OPENAI_API_KEY

    search_index_client = SearchIndexClient(
        AZURE_SEARCH_ENDPOINT, AzureKeyCredential(AZURE_SEARCH_KEY)
    )

    initialize(search_index_client)
    # delete(search_index_client)


if __name__ == "__main__":
    main()

Наша первая задача — загрузить markdown‑файлы с данными и разбить их на фрагменты по 6000 символов, сделав это так, чтобы данные соседних фрагментов перекрывались бы на 100 символов. Каждый из этих фрагментов данных позже будет закодирован с помощью одного эмбеддинга и добавлен в поисковый индекс. Если файлы достаточно малы — не нужно разбивать их на части, их можно преобразовывать в эмбеддинги целиком. Но если они велики — лучше разделить их на фрагменты, так как эмбеддинги имеют фиксированные размеры, поэтому не смогут адекватно представить всю информацию из слишком больших текстовых файлов. Мы добавляем во фрагменты повторяющуюся информацию для того чтобы не терять смысл текстов, разбиваемых границами фрагментов.

Далее — создаётся список, в котором содержатся словари, каждый из которых представляет отдельный фрагмент текста, уникальный идентификатор, имя файла, являющегося источником текста. Затем для каждого фрагмента вычисляется эмбеддинг. Для этого используется модель text‑embedding‑ada-002 от OpenAI. Найденный эмбеддинг добавляется в словарь, соответствующий тому фрагменту текста, на основе которого он создан. Полученный список словарей содержит всю информацию, необходимую для заполнения поискового индекса.

Теперь мы создаём поисковый индекс, используя API Azure Cognitive Search. Для этого осуществляется настройка полей, которые будут созданы в индексе. При этом нужно не забыть указать то, что поле с эмбеддингами должно поддерживать векторный поиск. Векторный поиск настраивается посредством указания нескольких параметров. Первый — это размер эмбеддинга — 1536 (это всегда так при работе с используемой нами моделью от OpenAI). Второй задаёт использование косинусного коэффициента векторов для проверки их сходства (именно этот метод рекомендует OpenAI). Третий отражает наше желание ускорить поиск похожих векторов, воспользовавшись алгоритмом HNSW. Мы, кроме того, указываем, что хотим включить семантическое ранжирование для контекстных текстовых полей. В итоге мы даём индексу имя и сохраняем его.

И наконец — наши данные выгружаются в только что созданный поисковый индекс. Проверить, все ли фрагменты были загружены в поисковый индекс, можно, зайдя на портал Azure, щёлкнув по ресурсу Cognitive Search, затем — по имени ресурса, а потом — по Indexes. Там, справа, должен находиться нужный индекс со сведениями о количестве документов, которое соответствует количеству фрагментов документов, загруженных в индекс. В моём случае в индекс было загружено 45 фрагментов документов. Если вы попали на страницу индекса, щёлкнув по его имени, просмотреть загруженные в него данные можно, щёлкнув по кнопке Search в блоке Search Explorer.

https://miro.medium.com/v2/resize:fit:700/1*eZXu8FOoWShxki4pxDPkng.png

Данные, загруженные в поисковый индекс

Если, в вышеупомянутом репозитории, посмотреть на файлы init_search из папок проектов, основанных на LangChain и Semantic Kernel, эквивалентные тому, который мы только что разобрали, то окажется, что в них содержится гораздо меньше кода. Непосредственное использование API Azure Cognitive Search даёт нам более широкие возможности управления настройками индекса. А библиотека, применяемая в проекте, играет роль промежуточного слоя между программистом и Azure, который скрывает множество сложных механизмов. Ответ на вопрос о том, что лучше использовать в том или ином проекте, всецело зависит от того, что именно нужно программисту.

Теперь, когда мы подготовили к работе поисковый индекс, поговорим о том, как воспользоваться им в чат‑боте. Разберём файл main_1.py. Это — главный исполняемый файл, обеспечивающий функционирование чат‑бота:

"""
Точка входа для чат-бота.
"""
from chatbot_1 import Chatbot


def main():
    chatbot = Chatbot()
    chatbot.ask("I need a large backpack. Which one do you recommend?")
    chatbot.ask("How much does it cost?")
    chatbot.ask("And how much for a donut?")


if __name__ == "__main__":
    main()

Функция main играет роль пользователя, который задаёт чат-боту несколько вопросов. «Задать вопрос» — значит вызвать метод чат-бота ask. Эквивалентные файлы в папках проектов LangChain и Semantic Kernel выглядят точно так же.

Теперь посмотрим на файл chatbot_1.py. Он содержит код для чат-бота, который помнит историю общения и пользуется возможностями RAG:

"""
Чат-бот, поддерживающий контекстные сведения и запоминающий историю беседы.
"""
import os

import openai
from azure.core.credentials import AzureKeyCredential
from azure.search.documents import SearchClient
from azure.search.documents.models import Vector
from dotenv import load_dotenv

# Настройки Azure Search.
AZURE_SEARCH_ENDPOINT = os.getenv("AZURE_SEARCH_ENDPOINT")
AZURE_SEARCH_KEY = os.getenv("AZURE_SEARCH_KEY")
AZURE_SEARCH_INDEX_NAME = "products-index-1"

# Настройки Azure OpenAI.
AZURE_OPENAI_API_TYPE = "azure"
AZURE_OPENAI_API_BASE = os.getenv("AZURE_OPENAI_API_BASE")
AZURE_OPENAI_API_VERSION = "2023-03-15-preview"
AZURE_OPENAI_API_KEY = os.getenv("AZURE_OPENAI_API_KEY")
AZURE_OPENAI_CHATGPT_DEPLOYMENT = os.getenv("AZURE_OPENAI_CHATGPT_DEPLOYMENT")
AZURE_OPENAI_EMBEDDING_DEPLOYMENT = os.getenv("AZURE_OPENAI_EMBEDDING_DEPLOYMENT")

# Роли чата
SYSTEM = "system"
USER = "user"
ASSISTANT = "assistant"


class Chatbot:
    """Чат с LLM с применением RAG. Хранит в памяти историю чата."""

    chat_history = []

    def __init__(self):
        load_dotenv()
        openai.api_type = AZURE_OPENAI_API_TYPE
        openai.api_base = AZURE_OPENAI_API_BASE
        openai.api_version = AZURE_OPENAI_API_VERSION
        openai.api_key = AZURE_OPENAI_API_KEY

    def _summarize_user_intent(self, query: str) -> str:
        """
        Создаёт сообщение пользователя, выражающее его реальное намерение, путём объединения
истории чата и запроса пользователя.
        """
        chat_history_str = ""
        for entry in self.chat_history:
            chat_history_str += f"{entry['role']}: {entry['content']}\n"
        messages = [
            {
                "role": SYSTEM,
                "content": (
                    "You're an AI assistant reading the transcript of a conversation "
                    "between a user and an assistant. Given the chat history and "
                    "user's query, infer user real intent."
                    f"Chat history: ```{chat_history_str}```\n"
                    f"User's query: ```{query}```\n"
                ),
            }
        ]
        chat_intent_completion = openai.ChatCompletion.create(
            deployment_id=AZURE_OPENAI_CHATGPT_DEPLOYMENT,
            messages=messages,
            temperature=0.7,
            max_tokens=1024,
            n=1,
        )
        user_intent = chat_intent_completion.choices[0].message.content

        return user_intent

    def _get_context(self, user_intent: str) -> list[str]:
        """
        Получает подходящие документы из Azure Cognitive Search.
        """
        query_vector = Vector(
            value=openai.Embedding.create(
                engine=AZURE_OPENAI_EMBEDDING_DEPLOYMENT, input=user_intent
            )["data"][0]["embedding"],
            fields="embedding",
        )

        search_client = SearchClient(
            endpoint=AZURE_SEARCH_ENDPOINT,
            index_name=AZURE_SEARCH_INDEX_NAME,
            credential=AzureKeyCredential(AZURE_SEARCH_KEY),
        )

        docs = search_client.search(search_text="", vectors=[query_vector], top=1)
        context_list = [doc["content"] for doc in docs]

        return context_list

    def _rag(self, context_list: list[str], query: str) -> str:
        """
        Просит LLM сформировать ответ на запрос пользователя с использованием предоставленных контекстных сведений.
        """
        user_message = {"role": USER, "content": query}
        self.chat_history.append(user_message)

        context = "\n\n".join(context_list)
        messages = [
            {
                "role": SYSTEM,
                "content": (
                    "You're a helpful assistant.\n"
                    "Please answer the user's question using only information you can "
                    "find in the context.\n"
                    "If the user's question is unrelated to the information in the "
                    "context, say you don't know.\n"
                    f"Context: ```{context}```\n"
                ),
            }
        ]
        messages = messages + self.chat_history

        chat_completion = openai.ChatCompletion.create(
            deployment_id=AZURE_OPENAI_CHATGPT_DEPLOYMENT,
            messages=messages,
            temperature=0.7,
            max_tokens=1024,
            n=1,
        )

        response = chat_completion.choices[0].message.content
        assistant_message = {"role": ASSISTANT, "content": response}
        self.chat_history.append(assistant_message)

        return response

    def ask(self, query: str) -> str:
        """
        Выполняет запросы к LLM с использованием RAG.
        """
        user_intent = self._summarize_user_intent(query)
        context_list = self._get_context(user_intent)
        response = self._rag(context_list, query)
        print(
            "*****\n"
            f"QUESTION:\n{query}\n"
            f"USER INTENT:\n{user_intent}\n"
            f"RESPONSE:\n{response}\n"
            "*****\n"
        )

        return response

Чат‑бот хранит список chat_history, содержащий вопросы и ответы. Поэтому он может рассматривать вопросы в контексте всей беседы. Класс Chatbot обладает единственной публичной функцией — ask, при выполнении которой используются следующие механизмы, представленные несколькими функциями:

Функция _summarize_user_intent использует LLM для перефразирования вопроса пользователя с учётом истории чата. Зачем это нужно? Представьте себе, что пользователь задаёт вопрос, который сам по себе особого смысла не имеет, но при этом, если рассмотреть его в контексте истории чата, это — совершенно нормальный вопрос. Например — если в вопросе упоминается «это» (it) по отношению к чему‑то, о чём речь шла ранее. Если поискать в индексе документы, имеющие отношение исключительно к вопросу пользователя, то, вероятно, хороших результатов получить не удастся. Но если перефразировать вопрос, включив в него историю чата, мы получим гораздо более качественный набор документов. Скоро, демонстрируя сеанс общения с чат‑ботом, я это вам покажу.
Функция _get_context производит поиск по ранее созданному индексу. Она ищет документы, имеющие отношение к намерению пользователя, сформулированному на предыдущем шаге.
Функция _rag предлагает LLM дать ответ на запрос пользователя, основываясь на документах, возвращённых системой поиска, и на истории чата. На этом шаге мы обновляем историю чата, добавляя в неё сообщения пользователя и ассистента.

Если посмотреть на файлы, эквивалентные этому, расположенные в папках проектов LangChain и Semantic Kernel, то окажется, что и там и там используются API для работы с шаблонами, с помощью которых конструируют промпты, отправляемые LLM. Вы, кроме того, заметите, что в библиотеке LangChain имеется встроенная поддержка хранения истории чата. А фреймворк Semantic Kernel, с другой стороны, построен вокруг концепции функций (фрагментов кода, пригодных для многократного использования) и плагинов (коллекций функций, которые могут вызываться внешними приложениями стандартизированным способом).

Вот как выглядит сеанс общения с чат‑ботом:

*****
QUESTION:
I need a large backpack. Which one do you recommend?
USER INTENT:
User's intent: The user is looking for a recommendation for a large backpack.
RESPONSE:
Based on the information in the context, the SummitClimber Backpack has a dedicated laptop compartment that can accommodate laptops up to 17 inches and it also has a hydration sleeve and tube port, making it compatible with most hydration bladders for convenient on-the-go hydration. However, it's important to keep in mind the cautionary notes and warranty information provided as well. If you're looking for a backpack larger than the SummitClimber Backpack, I don't have that information available.
*****

*****
QUESTION:
How much does it cost?
USER INTENT:
User's real intent: The user wants to know the price of the SummitClimber Backpack that the assistant recommended.
RESPONSE:
The price of the SummitClimber Backpack is $120.
*****

*****
QUESTION:
And how much for a donut?
USER INTENT:
User's real intent: This query does not seem related to the previous conversation about backpacks and may be a joke or a non-serious question.
RESPONSE:
I'm sorry, I don't understand your question. Is there anything else I can assist you with?
*****

В дополнение к вопросам и ответам я привожу тут и сведения о намерении пользователя, что позволит вам лучше почувствовать то, в чём польза включения таких сведений в запрос к LLM. Как видите, второй вопрос, если не принимать во внимание историю чата, выглядит неясным, но сведения о намерении пользователя не оставляют неоднозначностей, включая в себя знания о беседе, полученные чат‑ботом после первого вопроса.

Последний ответ показывает, что система отвечает на наши вопросы, полагаясь только на предоставленные ей документы, а не на общую информацию, которую LLM могла усвоить в процессе обучения.

Итоги

В этом материале мы рассмотрели паттерн RAG, который позволяет расширять предварительно обученные LLM, давая им доступ к пользовательским данным. Мы поговорили об исследовательской работе, где был представлен RAG, о том, как этот паттерн применяется на практике, о том, какие способы поиска информации обычно используются при его реализации. В конце статьи мы разобрали пример кода, демонстрирующий реализацию RAG с использованием OpenAI и Azure Cognitive Search.

Если вам интересно взглянуть на полноценное чат‑приложение, основанное на RAG, в состав которого входит клиентский код, в котором использовался передовой опыт создания проектов корпоративного уровня, рекомендую обратиться к репозиторию Azure Chat, созданному моими коллегами из Microsoft. Этот проект демонстрирует решение множества распространённых задач, и, уверена, знакомство с ним сэкономит вам немало времени.

Надеюсь, этот материал вдохновил вас на использование RAG в своих разработках. Спасибо, что дочитали до этого места и удачи вам с вашими ИИ‑проектами!

О, а приходите к нам работать? 🤗 💰

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11 дек. 2023 г.

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09.09.25 11:48 Moises Velez

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09.09.25 15:05 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
09.09.25 15:05 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
09.09.25 15:05 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
09.09.25 20:23 Bramfloris

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09.09.25 20:37 DAVEortega1010

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

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.09.25 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

Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
11.09.25 13:44 grace

i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch
11.09.25 15:03 stevensjonas

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11.09.25 18:51 patricialovick86

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

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

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

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

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12.09.25 15:06 michaeldavenport218

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

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

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

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

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14.09.25 02:37 luciajessy3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 13:25 marcushenderson624

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12:29 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 (recoveryfundprovider @ gmail. com WhatsApp +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 am endlessly grateful.