Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 8960 / Markets: 118366
Market Cap: $ 3 146 398 586 015 / 24h Vol: $ 116 683 942 548 / BTC Dominance: 59.144869242535%

Н Новости

  1. Главная
  2. Новости

Law & Practice Ensemble RAG. Как создать ИИ-ассистента, помогающего решать многоаспектные юридические задачи

Автор статьи: Сергей Слепухин

В первой части мы кратко рассмотрели предпосылки и последствия ИИ‑трансформации деятельности юристов, а также предложили вариант архитектуры продвинутой RAG‑системы, учитывающей особенности юридической предметной области.

Во этой части мы дадим обзор общих и юридических бенчмарков, которые целесообразно учитывать при оценке технических компонент RAG, а также системы, в целом. В заключение рассмотрим, как самостоятельно подготовить тестовый датасет для оценки RAG‑системы с помощью фреймворка RAGAS и разберем итоговые результаты эксперимента.

Общие и юридические бенчмарки

Данная тема — бенчмаркинг LLMs и других компонентов RAG‑систем в юридическом домене на русском языке, насколько нам известно, более или менее глубоко или системно еще не обсуждалась на habr, поэтому уделим ей должное внимание.

Сформированное изображение

Бенчмарки (от англ. benchmark) — стандартизированные способы оценки качества и производительности работы системы на различных задачах.

Оценивать, в общем, можно следующие технические компоненты RAG:

  1. бенчмарки моделей эмбеддингов;

  2. бенчмарки для векторных хранилищ;

  3. бенчмарки для LLM.

1. Бенчмарки моделей эмбеддингов: для оценки производительности и качества моделей эмбеддингов на различных задачах поиска по разным наборам данных.

Именно модель эмбеддингов вносит наиболее важный вклад в качество работы модуля Retrieval. Выбор векторного хранилища, к которому будет обращаться эмбеддер, также важен, однако он влияет, главным образом, на производительность поиска.

Основным инструментом для оценки качества поиска является MTEB (Massive Text Embedding Benchmark, MTEB). Бенчмарк MTEB — комплексный стандарт для тестирования моделей sentence‑эмбеддингов, позволяющий оценивать их производительность на более чем 50-и различных датасетах (среди которых есть и юридические, правда, на английском языке, об см. ниже по тексту).

Для оценки RAG‑системы важны задачи, связанные с информационным поиском. В категориях MTEB:

  • Retrieval: найти релевантные документы по запросу;

  • Reranking: улучшить порядок результатов поиска;

  • STS (Semantic Textual Similarity): оценить степень семантического сходства пар;

  • Summarization.

Для каждой из категорий вычисляется средний ранг модели по всем датасетам в этой категории. Рейтинги моделей публикуются на Hugging Face и доступны по ссылке.

В 2024 году появилась возможность оценки и русскоязычных эмбеддеров с помощью ruMTEB на 23 задачах, среди которых также есть и задача Retrieval.

Также MTEB содержит специализированный бенчмарк для юридического домена — MTEB (Law, v1), который позволяет оценивать модели на 8 задач, в частности:

  • LegalBenchConsumerContractsQA (Retrieval): датасет, который содержит 400 пар вопросов‑ответов (да / нет) в сфере потребительских договоров (consumer contracts);

  • AILACasedocs (Retrieval): датасет состоит из текстов решений Верховного суда Индии, позволяет оценивать поиск релевантных текстов судебных решений по запросу;

  • LegalSummarization (Retrieval): датасет состоит из 439 пар контрактов и их суммаризаций.

Датасеты в MTEB (Law, v1) на русском языке отсутствуют (только на английском, немецком и китайском языках).

В текущих условиях, полагаем, логично было бы взять в качестве эмбеддера‑компонента RAG‑системы какую‑нибудь мультиязычную модель, поддерживающую русский и английский языки, а также входящую в топ-10 на общем MTEB и одновременно имеющую наиболее высокий рейтинг на MTEB (Law, v1). Современные трансформерные мультиязычные модели обучались на множестве параллельных корпусов (задача text2text), соответственно можно предположить, что такой эмбеддер сможет уловить некие общие, кросс‑языковые юридические паттерны. К таким моделям, например, относятся BGE‑M3 (также входит в топ-10 рейтинга на ruMTEB для задачи Retrieval) или e5-large.

2. Бенчмарки для векторных хранилищ: для оценки производительности и качества задач векторного поиска, шире — информационного поиска.

При этом биенкодер cointegrated/LaBSE-en-ru, который мы выбрали в качестве эмбеддера, конечно, не может соперничать с современными моделями: LaBSE вообще не представлена в лидерборде MTEB (Law, v1). Однако для того, чтобы оценить работу RAG‑системы в целом, cointegrated/LaBSE-en-ru, на наш взгляд — оптимальный baseline: BGE‑M3 и e5-large имеют большую размерность (1024), требуют больше ресурсов для развертки, более медленный инференс по сравнению с LaBSE, и так далее.

Основной инструмент для бенчмаркинга — ANN‑Benchmarks (link). Инструмент позволяет оценивать производительность работы алгоритмов из семейства ANN для аппроксимированного поиска ближайших соседей (Approximate Nearest Neighbor, ANN). Векторное хранилище FAISS, которое является одним из ключевых компонентов в нашей RAG‑системе, в значительной степени опирается именно на алгоритмы ANN.

Метрики ANN‑Benchmarks позволяют, главным образом, измерить полноту (Recall) и скорость (per sec) поиска на больших наборах данных. Для RAG‑системы, работающей в юридическом домене, на наш взгляд, более важна полнота (по сравнению с точностью): критически важный контекст не должен быть упущен. Ложные срабатывания, безусловно, также необходимо минимизировать, так как, если система будет недостаточно точной, LLM просто запутается в нерелевантном и противоречивом контексте.

Также, наряду с бенчмарками, на практике важно учитывать показатели производительности (Performance Metrics measure efficiency):

  • задержка при выполнении запроса (time per search) и пропускная способность (queries handled per second) для приложений, работающих в режиме реального времени, критически важны;

  • время индексирования (indexing time) — время, необходимое для создания структуры данных, — также имеет большее значение для юридического домена, так как с ростом количества пользователей и охвата поддоменов неизбежно придется обрабатывать большие и часто обновляемые наборы текстовых данных;

  • объём занимаемой оперативной памяти (memory footprint);

  • масштабируемость (scalability): это показатель необходимо протестировать в зависимости от размера набора передаваемых данных (например, обработка 1000 векторов, 1 млн или 100 млн векторов — разные задачи) и размерности векторов (например, 768 или 1536 измерений), поскольку производительность часто снижается при увеличении этого показателя.

Исходя из параметров производительности, FAISS, на наш взгляд, является оптимальным решением, по крайней мере, в начале пути:

  1. не являясь решением «из коробки», оно требует дополнительной настройки перед развертыванием, тем не менее оно бесплатное;

  2. требуют бОльшого объёма ОЗУ, чем основные конкуренты на ANN (например, Annoy), однако обеспечивает более высокую скорость обработки данных (особенно, если подключить графический процессор), более того, является одним из лидеров по скоростным характеристикам, вне зависимости от алгоритмов «под капотом».

3. Бенчмарки для LLM.

Здесь, как и в случае с моделями эмбеддингов, можно условно выделить:

  1. бенчмарки общего назначения;

  2. бенчмарки специального назначения для оценки юридических способностей модели.

3.1. Бенчмарки общего назначения позволяют оценивать LLMs на 2-х общих категориях задач:

  • Language Understanding — способность «понимать» естественный язык и использовать это «понимание» в работе;

  • Reasoning — способность «рассуждать» и делать выводы на основе вводных данных и цепочек рассуждений.

Language Understanding

1. GLUE и SuperGLUE (от англ. General Language Understanding Evaluation): включает девять разнородных задач (грамматическая правильность предложений, классификация текста, парафраз, логический вывод и др.) для оценки общего понимания языка моделями (GLUE стал одним из «пионеров» в бенчмаркинге LLM в 2018 году, но на сегодняшний день несколько устарел и уже редко используется в реальных задачах, так как не представляет особой сложности для топовых больших языковых моделей), для русского языка был специально разработан и широко использовался в свое время бенчмарк Russian SuperGLUE.

2. MMLU (от англ. Massive Multitask Language Understanding) — основный бенчмарк для оценки способности «понимания» LLM на сегодняшний день, позволяет протестировать профессиональные знания модели, приобретенные в процессе предобучения в различных областях:

  • содержит большое количество сложных вопросов из экспертных областей знания, в оригинальной статье сказано, что тест включает 57 заданий, в том числе по элементарной математике, истории США, информатике, юриспруденции и другим предметам; справедливо отмечается, что для понимания права необходимо знать, как применять правила и стандарты в сложных ситуациях, а также давать ответы с оговорками и пояснениями;

  • однако юридические знания оценивались крайне фрагментарно, только на английском языке, на законах и прецедентах, действующих в правовой системе США, в виде ответов на вопросы в тестовой форме, например:

    Изображение выглядит как текст, Шрифт, снимок экрана Содержимое, созданное искусственным интеллектом, может быть неверным.

  • вопросы предполагают несколько вариантов ответов (обычно четыре), что позволяет минимизировать влияние случайно правильных ответов;

  • содержит тесты, которые позволяют оценить общие навыки рассуждения и анализа.

    3. MERA (от англ. Multimodal* Evaluation for Russian‑language Architectures) — основный бенчмарк для оценки способности «понимания» LLMs русского языка на сегодняшний день. Содержит 23 задачи с открытыми и закрытыми датасетами, представленными в виде инструктивного набора данных. Для оценки способностей модели »понимать» некоторые элементы юридического контекста можно использовать задачу RCB:

  • Russian Commitment Bank (RCB) — это набор из естественных контекстов, в которых содержится или отсутствует причинно‑следственная связь, а также размечены дополнительные дискурсивные характеристики — вопрос, модальность, отрицание предшествующих условий;

  • тип задачи — NLI, textual entailment: оценивает способность делать логические выводы, классифицируя отношения между двумя предложениями как согласованность, противоречие или отсутствие логической связи;

  • разработчики отмечают: «Датасет в бенчмарке Russian SuperGLUE один из немногих, для которых всё ещё сохраняется значительный разрыв между оценками моделей и человеческой», хотя на момент написания статьи задачу RCB лучше решают уже 3-и модели (общий разрыв внутри домена, в любом случае, остается пока значительным):

    Изображение выглядит как текст, снимок экрана, число, Шрифт Содержимое, созданное искусственным интеллектом, может быть неверным.

    используемая нами модель gpt-4o‑mini пока на 21 месте, что для относительно не новой и маленькой LLM также неплохо;

  • создание датасета: все примеры были собраны из открытых новостных источников и литературных журналов, на основе корпуса Taiga (преимущественно не специальные юридические источники), а затем вручную перепроверены и дополнены человеческой оценкой на Yandex.Toloka (то есть оценивался, скорее всего НЕ юристами).

Language Reasoning

1. BIG‑bench (Beyond the Imitation Game) на сегодняшний день — основной бенчмарк для оценки Reasoning:

  • философия и цель отражены в расшифровке аббревиатуры его названия — «За пределами игры в имитацию»;

  • содержит более 200 задач, среди которых, например, formal_fallacies_syllogisms_negation (выявление логических ошибок в силлогизмах), logical_deduction (задачи на логический вывод), strategyqa (ответы на вопросы, требующие стратегического мышления) и др.;

  • существует в 3-х версиях, которые отличаются по сложности вопросов, на которые нужно ответить моделям: BIG‑bench Lite (BBL), BIG‑bench Hard (BBH), BIG‑bench Extra Hard (BBEH); лидерборды для 2-х первых отсутствуют, для BBEH на момент написания статьи первая пятерка выглядит так:

    Изображение выглядит как текст, снимок экрана, Шрифт, число Содержимое, созданное искусственным интеллектом, может быть неверным.

  • к сожалению, на момент написания статьи специальных юридических задач бенчмарк не содержит.

    2. rulm‑sbs2: бенчмарк, который сравнивает русские аналоги ChatGPT — Saiga, YandexGPT, Gigachat:

  • содержит 15 категорий задач, позволяет оценивать также способность reasoning;

  • в основе оценки подход LLM‑as‑a-judge с помощью GPT-4, что явно не подходит для нашего узкого профессионального домена: байесы модели‑оценщика, очевидно, будут иметь смещение, которое может повлиять на оценку модели неочевидным для разработчиков образом.

Тема LLM‑бенчмарков — отдельная, очень интересная и объемная тема. Для тех, кто не знаком или находится в начале пути освоения LLM, рекомендуем статью Германа Петрова И Дениса Рябоконь (Deepschool) — «Большой обзор LLM‑бенчмарков»: очень емко и доходчиво.

Также отметим, что нецелесообразно использовать для оценки общих способностей LLM платформы автоматических оценок а‑ля LMSYS ChatbotArena: данная платформа позволяет пользователям оценить вслепую, какая модель лучше (если пользователь выбрал правильно, получает очки, если нет — теряет).

Очевидно, что для юридического домена оценки получатся крайне смещенными как по условно айтишным типам запросов (сложно представить, чтобы пользователи‑юристы в массовом порядке оценивали работу моделей, большинство вопросов касаются кодинга), так и по формату вопросов (неструктурированные прямые вопросы) или ответов, далеких от условных стандартов юридической практики.

В заключение отметим, что на первом этапе, для оценки нужных вам общих способностей LLM можно и нужно использовать информацию с ресурсов, содержащих бенчмарки‑агрегаторы:

  • Open LLM Leaderboard (от Hugging Face): помимо MMLU содержит бенчмарки для оценки рассуждений на основе здравого смысла (HellaSwag), для оценки сложных научных рассуждений такие (ARC) и др.;

  • Artificial Analysis LLM Performance Leaderboard — обширный ресурс (платформа) для оценки открытых и проприетарных LLM. Ценностью ресурса является возможность сравнения качества моделей на самом верхнем уровне качества и производительности:

    Изображение выглядит как снимок экрана, текст, диаграмма, линия Содержимое, созданное искусственным интеллектом, может быть неверным.

На уровне отдельных бенчмарков (например, MMLUPro):

Изображение выглядит как текст, снимок экрана, Красочность, дизайн Содержимое, созданное искусственным интеллектом, может быть неверным.

3.2. Бенчмарки специального назначения для оценки юридических способностей модели: разработаны специально для оценки юридических »навыков» LLMs.

Нам известны какие‑либо русскоязычные бенчмарки в рассматриваемом поддомене, на котором тестируется RAG‑система — правовой режим недвижимого имущества.

Также нам неизвестны комплексные (multi‑task) русскоязычные юридические бенчмарки, которые содержат подзадачи разного типа (классификация, QA, интерпретация, поиск, генерация и др.) и направлены на универсальную оценку моделей на поддоменах, соответствующих отраслям права, отдельным законам, судебной практике различных инстанций и проч.

Имеющиеся [среди тех, которые удалось найти] можно отнести к экспериментальным наборам данных в юридической сфере:

  • RuTaR:

    • поддомен — российское налоговое право;

    • датасет:

      • в его основе — 199 обработанных писем Минфина и ФНС России,

      • содержит сгенерированные GPT-4o вопросы на основе указанных писем Минфина, ответы экспертов, суммаризацию ответов в бинарном виде — Да/Нет, юридические источники, необходимые для обоснования ответа;

    • оцененные LLMs: на момент написания статьи — GPT-4o, LLaMA 3.3 и Mixtral + разные RAG‑режимы;

    • ссылка на репозиторий GitHub на момент написания статьи не открывается;

    • Ru‑Legal‑QA‑v1:

    • поддомен — набор вопрос‑ответов по разным законодательным актам;

    • датасет: 228 пар «вопрос‑ответ», помимо собственно вопросов датасет включает в себя:

      • полный экспертный ответ,

      • список НПА, упомянутых в ответе,

      • точные цитаты НПА, использованные при ответе,

      • тип ответа: дихотомический, фактологический, пропуск и т. п.,

      • краткую версию ответа,

      • полные тексты соответствующих НПА.

    • оцененные LLMs: информация об оценке моделей не приводится;

    • ссылка на репозиторий GitHub на момент написания статьи не открывается;

В общем, исходим из того, что отсутствуют какие‑либо общепризнанные (как MERA) комплексные или нишевые юридические бенчмарки на русском языке. В таких условиях целесообразно обратиться к лидерам — наиболее известным, проработанным и распространенным англоязычным юридическим комплексным бенчмаркам, и поразмышлять — корректно ли использовать их оценки для работы в условиях российской правовой системы.

Language Understanding: LexGLUE.

Бенчмарк позиционируется как комплексная система независимого оценивания LLMs в различных задачах категории Natural language understanding (NLU). Проект, вдохновленный бенчмарком SuperGLUE, основан на 7-и англоязычных датасетах и соответствующих им 7-и задачах:

1. ECtHR Tasks A & B (Multi‑label classification): основан на решениях Европейского суда по правам человека (ЕСПЧ), каждое дело сопоставлено со статьями Европейской конвенции о правах человека, которые были нарушены (если таковые имеются):

  1. в задаче А входными данными для модели является список фактов в деле, а выходными данными — набор нарушенных статей конвенции (10+ статей — labels);

  2. в задаче В выходными данными является набор предположительно нарушенных статей (10+ статей — labels).

2. SCOTUS (Multi‑label classification): основан на информации из решений (court opinions) Верховного суда США с 1946 по 2020 годы:

  • входными данными являются фрагменты решений и различные метаданные, выходными данными — набор категорий различных поддоменов (например, уголовное судопроизводство, гражданские права, экономическая деятельность и т. д.), соответствующих 14 labels.

3. EUR‑LEX (Multi‑label classification): основан на англоязычных текстах законов Европейского Союза (ЕС), опубликованных на портале EUR‑Lex:

  • входными данными являются фрагменты различных законов, выходными данными — набор наиболее часто встречающихся концептов, относящихся к различным видам деятельности ЕС и его государств‑членов (например, экономика, здравоохранение, торговля и т. д.), соответствующих 100 labels.

4. LEDGAR (Multi‑label classification): основан на размеченных текстах положений договоров, полученных из документов Комиссии по ценным бумагам и биржам США (SEC), опубликованных на портале EDGAR:

  • входными данными являются положения договоров, выходными данными — набор наиболее часто встречающихся категорий, соответствующих 100 labels.

5. UNFAIR‑ToS (Multi‑label classification): основан на наборе данных UNFAIR‑ToS, который содержит 50 условий обслуживания (ToS) с онлайн‑платформ (например, YouTube, eBay, Facebook и т. д.), аннотирован на уровне предложений с 8 типами несправедливых договорных условий, то есть условий (предложений), которые потенциально нарушают права пользователей в соответствии с законодательством ЕС о защите прав потребителей:

  • входные данные — предложение, выходные данные — набор несправедливых типов (если таковые имеются);

6. CaseHOLD (Multiple choice QA): содержит около 53 тыс. вопросов с несколькими вариантами ответов по списку судебных дел (представляют собой краткие резюме решений) из корпуса прецедентного права Гарвардской юридической библиотеки:

  • входные данные — отрывки, фрагменты из текстов судебного решения, содержащие некоторое утверждение, выделенное жирным шрифтом;

  • выходные данные — номер правильного утверждения из 5-и предложенных вариантов.

Представленный на Hugging Face leaderboard на сегодняшний день устарел (данные на 2021).

Очевидно, что LexGLUE, основанный на англоязычных датасетах из другой правовой семьи, конечно, не подходит как конечный бенчмарк для российской правовой системы, но может быть полезен на первом этапе — для оценки общей юридической NLU‑компетенции мультиязычной модели.

Пусть LexGLUE и не содержит NLI‑задач, однако такие задачи как CaseHOLD, ECtHR A/B, полагаем, позволяют оценить способность различать схожие нормы, классифицировать тексты по их применению, в целом, что коррелирует со способностью legal reasoning.

Language Reasoning: LegalBench

LegalBench разработан исследователями (Neel Guha, Daniel E. Ho, Julian Nyarko, Christopher Ré) из Стэнфордского университета, является одним из самых известных юридических бенчмарков, позволяющих оценить способность LLM к юридическому рассуждению (legal reasoning) на английском, а впоследствии, как утверждают авторы, и на других языках.

Бенчмарк является результатом совместного труда авторов (все авторы либо являются юристами, либо имеют отношение к юридической профессии) и профессиональных юристов, которые активно привлекались для подготовки датасетов и разработки задач. Например, юристам самим предлагалось предоставить наборы данных или формулировку задачи, с помощью которых можно было бы оценить интересную способность LLM к юридическому рассуждению.

LegalBench: датасеты.

Датасеты (всего — 36 различных корпусов) собраны из 3-х источников:

  1. существующих юридических корпусов (часто специально адаптированных для LLM),

  2. наборы данных от юристов, участвовавших в проекте,

  3. наборы данных, специально созданных авторами проекта.

LegalBench: 6 типов задач.

Бенчмарк состоит из 162 задач, которые распределяются среди 6 различных категорий (типов), соответствующих 6 компонентам юридического анализа (рассуждения) — legal reasoning.

«Ядро» составляют 4-е основных компонента (Issue‑spotting, Rule‑recall, Application, Conclusion), в основе которых лежит довольно известный в юридической практике и юридическом образовании США (и иных стран, правовые системы которых относятся к англосаксонской семье права) формализованный шаблон юридического анализа — IRAC (Issue — Rule — Application — Conclusion).

В соответствии с методикой IRAC юридическое суждение по вопросу следует составлять из следующих компонент:

  1. Issue / issue‑spotting — выявление (идентификация) юридической проблемы.

  2. Rule / rule‑recall — определение применимых правил.

  3. Application — анализ фактов через призму правил.

  4. Conclusion — формулирование вывода.

Если под «правилами» понимать не только нормы законов, но и релевантную судебную практику, принципы, изложенные в юридической доктрине и проч., то такой метод изложения является, на наш взгляд, довольно логичным и естественным, независимо от языка или правовой системы, поскольку повторяет структуру классического силлогизма: правила — большая посылка, фактические обстоятельства — малая посылка, и в заключение — вывод.

Однако IRAC — это, все‑таки, не метод юридического анализа или юридического рассуждения по своей сути, если под ним понимать интеллектуальную деятельность, связанную с решением юридических проблем: в своей практической деятельности юрист, как правило, использует множество навыков (не только письменных) и умений, которые никак не покрываются указанной схемой. Модель IRAC относится к технике и стилю юридического письма (legal writing), которая позволяет ясно и последовательно изложить свои аргументы по какому‑либо правовому вопросу.

При этом данная модель не универсальна и подходит, главным образом, для оформления аргументов в жалобах, претензиях, исковых заявлениях и прочих подобных документах (для каждого аргумента в документе отдельно применяют IRAC).

Для оформления юридических заключений (legal opinions) и меморандумов в той же американской юридической практике также часто используется CREAC (Conclusion, Rules, Explanation of Rules, Application, Conclusion): в соответствии с этой методикой документ начинается с краткого вывода, далее кратко приводятся примененные правила с обоснованием их применения, после чего приводятся факты дела, подробный анализ и итоговый вывод на основании предыдущих элементов. И таких методов более 2-х десятков (подробнее см. по ссылке).

Таким образом, IRAC:

  1. не является универсальной схемой юридического рассуждения, даже в США,

  2. не позволяет моделировать процесс юридического мышления (юристы очень редко излагают свои мысли напрямую в документах, а их навыки и умения не сводятся к письменному изложению и обоснованию аргументов в тексте),

  3. позволяет структурировать анализ и вывод только по одному вопросу‑аргументу: в одном документе могут быть 10-и вопросов или аргументов, каждый из которых может по‑особенному учитываться в итоговом выводе.

Несмотря на указанные ограничения, мы полагаем, что IRAC является естественным (воспроизводит структуру классического силлогизма в юридической сфере) и элементарным (рассмотренные схемы кардинально не отличаются от IRAC и являются, скорее, его вариациями) способом построения юридического рассуждения на уровне аргументов.

Поэтому позиции LLMs на лидерборде LegalBench могут и должны учитываться при выборе модели для компонента генерации в юридических RAG‑системах.

Исходя из схемы IRAC, LLMs оцениваются на 4 типах задачах.

Issue‑spotting: модель должна определить, можно ли из набора данных фактов распознать конкретный юридический вопрос или проблему. Обычно задача формулируется как задача классификация («Да/Нет»):

Изображение выглядит как текст, Шрифт, линия, число Содержимое, созданное искусственным интеллектом, может быть неверным.
Здесь и далее приводится примеры из оригинальной статьи

Rule‑recall: модель должна сформулировать или вывести требуемое правило / ‑а по заданной теме. Это может быть задача либо на генерацию текста, который следует из правила, либо задача на классификацию, например, действует ли указанное правило в данной юрисдикции. Задача важна для оценки достоверности ответов модели.

Изображение выглядит как текст, снимок экрана, Шрифт, линия Содержимое, созданное искусственным интеллектом, может быть неверным.

Rule‑conclusion: модель на входе получает набор конкретных фактов и формулировку правила, на выходе она должна выдать ответ, без пояснений.

Изображение выглядит как текст, Шрифт, линия, число Содержимое, созданное искусственным интеллектом, может быть неверным.

Rule‑application: задача формулируется аналогичным образом, что и для rule‑conclusion, но в данном случае модель должна объяснить ход своих «рассуждений». Оценивается корректность изложения и наличие в изложении анализа (аргументации). Генератор должен логично связать факты с нормой и сделать вывод. Для RAG это означает, что модель выдаёт не просто ответ, а развёрнутую аргументацию.

Корректность соответствует критерию, согласно которому объяснения не должны содержать ошибок (искажение юридической нормы, искажение фактов, неправильный вывод, логические и арифметические ошибки).

Анализ: объяснения модели должны содержать выводы из фактов, имеющих отношение к данному правилу, а также явно продемонстрировать, цепочку рассуждений, которые привели к данному выводу. Например:

Изображение выглядит как текст, снимок экрана, Шрифт, линия Содержимое, созданное искусственным интеллектом, может быть неверным.

Оставшиеся 2 типа задач, как раз, связаны с ограничениями схемы IRAC.

Interpretation — понимание и интерпретация юридического текста: модель получает на вход отрывок закона, договора или судебного решения и должна извлечь информацию, классифицировать текст по какому‑либо свойству или ответить на вопрос по тексту. Например:

Изображение выглядит как текст, Шрифт, линия, число Содержимое, созданное искусственным интеллектом, может быть неверным.

Rhetorical‑understanding — аргументация на основе анализа юридического текста: в этих задачах LLM на вход предоставляется фрагмент текста, содержащий юридическую аргументацию (обычно фрагмент из судебного решения), на выходе модель должна определить, выполняет ли данный фрагмент определенную функцию с точки зрения аргументации / обладает ли определенным свойством. Например:

Изображение выглядит как текст, Шрифт, линия, число Содержимое, созданное искусственным интеллектом, может быть неверным.

LegalBench: распределение задач.

162 задачи распределяются по различным критериям:

1. разный формат:

  • MCQA — множественный выбор ответов (35 задач),

  • генерация (7),

  • бинарная классификация (112),

  • многоклассовая классификация (8);

2. элементы юридического анализа (видимо, категории задач пересекаются):

  • rule‑recall (5),

  • issue‑spotting (17),

  • rule‑application (16),

  • rule‑conclusion (16),

  • interpretation (119),

  • rhetorical‑understanding (10).

3. поддомены (авторы специально отмечают: для того, чтобы стандартизировать оценку, они выпустили «руководство по ответам» для каждой задачи данной категории, которое содержит выводы, необходимые для каждого примера, и описывает распространенные типы ошибок. Очевидно, что это существенное ограничивает полезность метрики Rule‑application Task для оценки модели в условиях НЕамериканской правовой системы).

  • контрактное право (58),

  • корпоративное право (58),

  • прочие (гражданский процесс, страхование и т. д.).

4. стили юридической письменной речи:

  • plain English (32),

  • legal opinions (11),

  • merger agreements (34),

  • contracts (55),

  • statutory text (3),

  • др.

LegalBench: стратегии промпт‑инжиниринга.

Все задачи представлены в виде инструктивного набора данных. Инструкции были подготовлены авторами проекта, с привлечением сторонних юристов — ученых и практиков. Помимо инструкций в контекст модели при оценивании встраиваются от 0 до 8 заранее подготовленных примеров.

LegalBench: ограничения (указанные авторами проекта):

  1. задачи построены на датасетах с короткими по сегодняшним меркам текстами: на момент публикации (2022) большинство оцениваемых LLM не работали с длинными (для любых юридических задач) контекстами;

  2. задачи рассчитаны на однозначные (объективно верные) ответы, а не на гибкое и извилистое юридическое рассуждение;

  3. бенчмарк ограничен английским языком и преимущественно американской юрисдикцией;

  4. ограничения, связанные с IRAC (подробно рассмотрены выше по тексту);

  5. бенчмарк не покрывает задач комплексного многоступенчатого юридического анализа (каковым он, как правило, и является на практике), наконец, тестируя компоненты юридического рассуждения по отдельности (сегодня мы поручили такую многоступенчатую задачу AI‑агенту);

  6. датасеты представлены исключительно поддоменом гражданского права, со смещением в сторону контрактного права.

LegalBench: Leaderboards for Tasks on 07/23/2025

Issue Tasks

Изображение выглядит как текст, снимок экрана, Шрифт, число Содержимое, созданное искусственным интеллектом, может быть неверным.
Issue Tasks
Изображение выглядит как текст, снимок экрана, Шрифт, число Содержимое, созданное искусственным интеллектом, может быть неверным.
Rule Tasks
Изображение выглядит как текст, снимок экрана, Шрифт, число Содержимое, созданное искусственным интеллектом, может быть неверным.
Conclusion Tasks
Изображение выглядит как текст, снимок экрана, Шрифт, число Содержимое, созданное искусственным интеллектом, может быть неверным.
Interpretation Tasks
Изображение выглядит как текст, снимок экрана, Шрифт, число Содержимое, созданное искусственным интеллектом, может быть неверным.
Rhetoric Tasks

Отметим:

  1. в лидерах модели семейства Gemini, имеющие на сегодняшний день самый большой размер окна — 1 000 000 токенов;

  2. LLMs не универсальны: на разных категориях задач разные модели демонстрируют различные результаты;

  3. интересно, что модель gpt-4o‑mini занимает почетное 2-е место на Rhetoric Tasks, в среднем, модель занимает 22 место в общем рейтинге;

  4. С точки зрения соотношения «цена / качество» Gemini 2.5 Flash Preview (Nonthinking) на данном бенчмарке выглядит оптимальным выбором.

Итак, рассмотрев общие и специальные бенчмарки, мы можем сделать следующие общие выводы:

  1. Существующие на сегодняшний день общие и специальные бенчмарки позволяют оценить работу компонентов (генератора, векторного хранилища и эмбеддера) RAG‑системы в юридическом домене только на этапе предварительной проверки.

  2. Отсутствуют признанные и поддерживаемые специализированные юридические бенчмарки на русском языке. Имеющиеся комплексные и наиболее проработанные англоязычные бенчмарки дают возможность оценить только общие юридические способности LLMs «понимать» и «рассуждать», и то — на ограниченном наборе задач, замкнутых на отрасли гражданского, главным образом, контрактного права США.

  3. Рассмотренные бенчмарки не оценивают качество и производительности модуля поиска, тогда как он имеет ключевое значение для оценки работы RAG в целом: риск возникновения «галлюцинаций» при генерации увеличивается по мере того, как в контекстное окно языковой модели включается нерелевантная информация, что представляет значительный риск для работы приложения в юридическом домене.

  4. Главное практическое следствие ограниченности рассмотренных общих и специальных бенчмарков — юристам трудно соотнести результаты работы современных LLMs с их собственным пониманием юридической компетентности.

Таким образом, на сегодняшний день использование бенчмарков позволяет на предварительном этапе сузить выбор кандидатов на место компонентов в RAG‑системе: сравнительный анализ по рассмотренным метрикам и иным параметрам позволит вам принять более обоснованные решения в отношении компонент приложения RAG.

Эталонные наборы данных

Однако, несмотря на полезность этих стандартизированных метрик для начального этапа, особенно учитывая отсутствие специализированных юридические бенчмарков на русском языке, чтобы действительно понять, насколько хорошо ваша система RAG будет работать на ваших уникальных данных, необходимо создать собственную систему оценки.

Собственная система оценки RAG предполагает наличие у вас эталонных данных, которые будут отражать реальные сценарии работы вашего приложения. Эталонные данные — это, в общем, данные, которые представляют собой условно идеальные ответы на заранее сформулированные вопросы. Категории вопросов должны максимально охватывать прогнозируемые сценарии работы приложения при взаимодействии с пользователями, при этом вопросы должны быть максимально реалистичными и в то же время достаточно экспертными, чтобы не сбить модель с толку.

Несмотря на то, что оценка на таких данных может показаться довольно субъективной, наличие набора эталонных данных для сравнения входных и выходных данных RAG‑системы является критически важным шагом для анализа влияния внесенных изменений и повышения эффективности системы в дальнейшем.

Но как объективно оценить качество такой RAG‑системы в столь ответственной области, как юриспруденция? Здесь нам на помощь приходит фреймворк RAGAS.

Оценка RAG‑системы с помощью фреймворка RAGAS на эталонных данных

Изображение выглядит как текст, снимок экрана, Шрифт, диаграмма Содержимое, созданное искусственным интеллектом, может быть неверным.

RAGAS (от англ. Retrieval Augmented Generation Assessment) — это довольно популярный фреймворк для автоматической оценки RAG‑систем. Он позволяет не только оценить работу модулей поиска и генерации архитектуры RAG, но предоставляет метрики для оценки производительности всей системы (end‑to‑end оценка). Ниже рассмотрим метрики, которые можно использовать для оценки с помощью RAGAS, а также ограничения и специфику их использования в юридическом домене.

Оценка работы модуля поиска

Для оценки поиска RAGAS предлагает две метрики:

Context Precision: оценивает, насколько высоко ранжируются релевантные для «эталонного ответа» элементы в извлеченном контексте. Идеальная ситуация, когда все релевантные фрагменты находятся на самых верхних позициях среди извлеченных результатов. Эта метрика подчеркивает, что важен не только сам факт наличия релевантного контекста (чанка), но и его позиция в выдаче ретривера: если релевантные фрагменты находятся в конце списка, context precision будет низкой, даже если вся нужная информация была извлечена.

Для юридического домена метрика крайне важна, так как она позволяет гарантировать, что LLM при обработке похожих пользовательских запросов будет держать фокус на наиболее релевантной правовой информации. Если говорить о потенциале масштабирования базы знаний в юридической сфере, такие БД могут быть огромны, и «шум» в извлеченном контексте (нерелевантные статьи, дела) может «сбить» LLM с «толку».

Context Recall: оценивает, насколько пОлно извлеченный контекст соответствует эталонному (аннотированному) ответу, который считается «истинным» (ground truth). Метрика считается, в общем, так: берем эталонный ответ, разбиваем его на отдельные смысловые утверждения, затем для каждого такого утверждения проверяем, есть ли информация, его подтверждающая, в контексте, который выдал ретривер. То есть метрика показывает долю утверждений из эталонного ответа, которые действительно присутствуют в извлеченном контексте.

Для юридического домена метрика также крайне важна: чтобы дать полный и точный ответ, LLM должна иметь доступ ко всей необходимой правовой информации, соответствующей набору разнородных фрагментов (конкретные статьи, части статей, релевантные судебные прецеденты и т. д.). Отметим, что для адекватной оценки этой метрики необходимо наличие качественных и подробных эталонных ответов (ground_truth).

Оценка работы модуля генерации

Faithfulness: оценивает, насколько все утверждения, которые можно извлечь из сгенерированного ответа, подкреплены предоставленным LLM контекстом. Таким образом, метрика позволяет оценить, не «выдумала» ли модель что‑то, что не присутствует в документах, которые ей были предоставлены для генерации ответа.

Необходимо учитывать, что метрика сильно зависит от способности Critic LLM, которую использует RAGAS, корректно разбивать ответ на атомарные утверждения, а также точно определять, подтверждается ли каждое утверждение контекстом (это требует глубокого понимания текста и иногда — логического вывода).

Для юридического домена, пожалуй, самая важная метрика, поскольку именно она позволяет понять, «галлюцинирует» ли LLM при генерации, а это критически важный риск при использовании модели в домене. В правовой сфере недопустимы «выдуманные» ссылки на законы, несуществующие судебные решения или искаженные факты.

Answer Relevance: оценивает, насколько сгенерированный ответ релевантен исходному вопросу. Метрика позволяет оценить, насколько (условно) «хорошо» ответ модели отвечает на заданный вопрос (например, «плохой» ответ может быть обусловлен тем, что модель отклоняется от темы, включая ненужную информацию). Высокий балл означает, что искусственные вопросы, полученные из ответа, очень похожи на оригинальный вопрос, что должно указывать на высокую релевантность ответа; низкий балл означает, что ответ, возможно, ушел в сторону или содержит много нерелевантной информации.

Отметим, что эта метрика должна использовать в юридическом домене с большой осторожностью, учитывая алгоритм ее расчета:

  1. генерация искусственных вопросов: на первом шаге Critic LLM, которую использует RAGAS, основываясь на сгенерированном моделью ответе, обратно генерирует несколько (по умолчанию — 3) вопросов, соответствующих этому ответу. То есть Critic LLM генерирует набор вопросов, на которые, по ее «мнению», отвечает сгенерированный текст.

  2. сравнение с исходным вопросом: на втором шаге вычисляется среднее косинусное расстояние между этими сгенерированными (искусственными) вопросами и исходным (оригинальным) вопросом.

Учитывая то, как считается данная метрика, ее использование для оценки систем в юридическом домене, на наш взгляд, должно быть ограничено: Critic LLM может истолковать избыточность юридического ответа как нераскрытие релевантности: в юридической практике часто ценятся подробные ответы, которые раскрывают тему с разных сторон, даже если исходный вопрос был общим; Critic LLM может «воспринять» подробный ответ как нерелевантный исходному «простому» вопросу. Это парадокс: хороший юридический ответ может быть оценен низко.

Critic LLM специально не дообучена на юридических текстах, также данная модель «видит» только сгенерированный ответ и исходный вопрос. Она не «знает», что у оцениваемой RAG‑системы есть доступ к огромной базе документов, которая позволяет ей давать такие подробные ответы на основе коротких, но по смыслу емких вопросов.

В общем, Critic LLM под «капотом» у RAGAS, скорее всего, не сможет уловить юридические смысловые тонкости, представленные в ответе RAG‑системы, и адекватно сопоставить его по смыслу с пользовательскими запросами. Вместо этого, Critic LLM, например, может «воспринимать» каждый абзац ответа как «ответ» на отдельный, очень конкретный вопрос, теряя из виду общий смысл оригинального запроса.

Таким образом, answer_relevance полезна для выявления абсолютно нерелевантных ответов или «болтовни». Однако для ответов, которые являются подробными и юридически релевантными, но значительно более объемными, чем исходный вопрос, эта метрика может давать вводящие в заблуждение низкие оценки.

Комплексные оценки

Наиболее значимой является Answer Correctness, которая оценивает точность сгенерированного ответа по сравнению с «эталонным» ответом (ground truth).

На 1-м шаге рассчитывается фактическая корректность (Factual Correctness) — F1-подобная метрика: насколько факты, утверждения или положения, присутствующие в сгенерированном ответе, совпадают с фактами в эталонном ответе.

На 2-м шаге рассчитывается семантическая схожесть (Semantic Similarity): насколько сгенерированный ответ и эталонный ответ близки по смыслу. На 3-м шаге рассчитывается взвешенное среднее фактической корректности и семантической схожести, по умолчанию веса составляют [0.75, 0.25] соответственно.

Учитывая, что Critic LLM специально не дообучена на юридических текстах Answer Correctness следует использовать с еще бОльшой осторожностью чем Answer Relevance:

  • ответы на юридические вопросы, как правило, содержат мало фактологической информации, так как представляют собой юридическую оценку указанных в вопросе фактов, при этом отсутствие в ответе ссылок на какие‑либо обстоятельства далеко не всегда означает, что ответ неполный или некорректный;

  • Critic LLM может быть сложно атомизировать юридический текст на дискретные «факты», как это делается для более простых утверждений, и она может вести себя непредсказуемо при оценке наличия набора таких «фактов» в сгенерированном и «эталонном» ответах.

В общем, в юридической практике вариативность ответов на юридические вопросы, особенно сложные вопросы, является абсолютно приемлемой, главное — корректная грамотная юридическая оценка ситуации, которая, как правило, не зависит от перечисления набора неких «фактов» в ответе.

Подведем краткий итог обзора метрик RAGAS и ограничений их использования в юридическом домене.

  1. Faithfulness и Context Precision — основные метрики: с учетом рассмотренных особенностей и ограничений использования метрик RAGAS для оценки RAG‑систем в юридическом домене, оценка по данным метрикам должна быть в приоритете.

  2. В качестве Critic LLM, если есть такая возможность, целесообразно использовать LLM, дообученную на юридических текстах.

  3. Важность тщательной экспертной подготовки тестового датасета, включающего Ground Truth: все метрики, кроме Faithfulness и Context Precision, очень требовательны к формулировкам «эталонных» ответов.

Тестовый набор данных для RAGAS

Сразу отметим, что нам неизвестно о принципах сборки тестовых датасетов для юридического домена, в том смысле, что отсутствуют известные и общепризнанные публикации о том, какие именно способности целесообразно учитывать при автоматической оценке работы RAG‑системы в юридическом домене.

Основываясь на собственных знаниях и опыте, мы исходили из важности и значимости следующего набора критических тестов, соответствующих типам вопросов в датасете:

1. Проверка на »галлюцинации»:

Пример вопроса: «Какой статьей гражданского кодекса регламентируется продажа квартиры?»

Пример ответа: «Квартира является разновидностью жилых помещений, продажа которых регламентируется статьей 558 ГК РФ. Эта статья описывает существенные условия договора продажи жилых помещений, а также указывает на необходимость государственной регистрации такого договора».

2. Проверка на работу с неклассическими случаями и пограничными примерами:

Пример вопроса: «Является ли футбольное поле недвижимым имуществом?»

Значимые примеры в юридической практике, как правило, связаны с неоднозначностью интерпретации того или иного правила, что приводит к возникновению спора, а спорными являются именно «пограничные» случаи.

Пример ответа: «Футбольное поле, согласно правовой позиции, выраженной в судебной практике Верховного Суда Российской Федерации … представляет собой улучшение земельного участка, заключающиеся в приспособлении его для удовлетворения нужд лиц, пользующихся участком. Таким образом, футбольное поле не обладает признаками самостоятельной недвижимой вещи, а является неотъемлемой частью земельного участка, на котором оно расположено».

3. Сравнение:

Сравнительный анализ используется при проведении исследований, пожалуй, в любой профессиональной сфере знаний.

Пример вопроса: «Кратко, со ссылкой на применимое законодательство и судебную практику, напиши, чем отличается объект капитального строительства от объекта недвижимого имущества».

Пример ответа: «Термин объект капитального строительства не равнозначен термину объект недвижимого имущества. Определение термина объект капитального строительства даётся в ст. 1 ГрК РФ, содержание категории объект недвижимого имущества раскрывается в ст. 130 ГК РФ. Как указано в постановлении Президиума Высшего Арбитражного Суда РФ от 24 сентября 2013 г. N 1160/13: …».

4. Квалификация:

Под квалификацией мы понимаем юридическую квалификацию, которая, в общем, заключается в соотнесении данного конкретного случая (описания набора фактов, обстоятельств) с определенными юридическими нормами и применимой практикой, в которой истолковываются такие нормы.

Пример вопроса: «С какого момента появляется земельный участок как недвижимая вещь?»

Пример ответа: «В соответствии с п. 1 ст. 141.2 ГК РФ земельным участком признается часть поверхности земли, границы которой определены в порядке, установленном законом. … Таким образом, общий вывод таков: в настоящее время земельный участок приобретает правовой режим недвижимой вещи с момента первой государственной регистрации права собственности на него. Однако это не касается земельных участков, право собственности на которые было приобретено до введения в России системы государственной регистрации прав на недвижимые вещи, а также в отношении земельных участков, находящихся в публичной собственности …».

Итак, перечисленные выше способности — (1) не галлюцинировать при ответе на вопросы, требующие цитат из законов или решений судов или каких‑либо фактов; (2) производить сравнительный анализ юридических аспектов объектов и явлений, которые приведены в вопросе; (3) рассуждать и делать выводы как настоящий юрист (юридическая квалификация), в частности в (4) пограничных и неклассических случаях, — полагаем, это важные и значимые способности, которые должна демонстрировать RAG‑система, работающая в юридическом домене.

1. В рамках эксперимента нашей основной задачей было отработать оценку системы с точки зрения наличия у нее описанных выше »способностей», которые в нашем тестовом датасете соответствуют типу вопроса (question_type), всего — 15 вопросов и развернутых ответов. Приоритет был отдан вопросам, которые позволяют оценить наиболее критические ошибки в работе системы — «галлюцинациям» и неклассическим случаям квалификации:

1c7028246e10bd9e3e77954e929a972b.png

Nota bene!

При использовании RAGAS важно учитывать, что фреймворк активно будет использовать API LLM (для Generator LLM & Critic LLM), что означает — каждый раз, когда создается или оценивается эталонный пример, вызывается LLM (иногда многократно для одной метрики). Это может привести к довольно большим расходам на генерацию токенов. Поэтому в начале, в любом случае, лучше протестировать систему на датасете небольшого размера.

2. Для выявления зависимости производительности системы от типа вопроса по отношению к имеющейся базе знаний, которую использует RAG, мы разделили все тестовые вопросы на две группы:

База знаний судебной практики, напомним, состоит из текстов решений Верховного Суда Российской Федерации, в которых рассматриваются вопросы неоднозначной квалификации объектов имущества, за период: 2006-2023.

  • Группа A: 8 целевых вопросов: вопросы, которые напрямую касаются неклассической квалификации объектов имущества и, как следствие, релевантны специализированной базе знаний судебной практики.

  • Группа B: 7 смежных и общих вопросов (остальные вопросы) — остальные вопросы, которые не имеют прямого отношения к специализированной базе знаний, а сосредотачиваются, например, на процессуальных аспектах («Как подать иск …?») или касаются смежных / общих правовых категорий / понятий.

Nota bene!

При использовании RAGAS важно учитывать, что фреймворк активно будет использовать API LLM (для Generator LLM & Critic LLM), что означает — каждый раз, когда создается или оценивается эталонный пример, вызывается LLM (иногда многократно для одной метрики). Это может привести к довольно большим расходам на генерацию токенов. Поэтому в начале, в любом случае, лучше протестировать систему на датасете небольшого размера.

Сбор данных

Учитывая, что автор является практикующим юристом, датасет собирали собственными силами. При этом для запуска системы в прод или при ее масштабировании, очевидно, потребуется привлечение экспертов из предметной области: на первом этапе, на наш взгляд, выборка должна, в любом случае, состоять из только из проверенных экспертами вопросов‑ответов.

Впоследствии данная выборка может составить «ядро», которое можно масштабировать, например, с использованием правил для генерации. В рамках такого подхода можно задать набор правил или шаблонов для создания синтетических эталонных данных, а затем привлечь экспертов для заполнения этих шаблонов. Используя знания в предметной области и заранее определенные паттерны, можно создавать ответы, соответствующие ожидаемому формату и содержанию (эксперты заполняют только данные, соответствующие различным комбинациям пользовательских проблем и решений; эти проблемы и решения затем автоматически вставляются в шаблоны вопросов и ответов).

В заключение также отметим, что мы намеренно (дабы не подгонять его под метрики, а наоборот — как можно сильнее приблизить к реальности) включили в датасет:

  1. довольно каверзные и непростые вопросы, даже для практикующего юриста (например, на вопрос — «С какого момента появляется земельный участок как недвижимая вещь?», можно ответить очень по‑разному, и, в целом, он не имеет строгого и однозначного толкования);

  2. вопросы, которые требуют от модели не только знаний, которые соответствуют поддомену нашей базы знаний (регулирование недвижимого имущества), но и общих знаний, связанных, например, с подачей искового заявления в суд.

Результаты оценки

Сначала посмотрим на сводные средние оценки по всем вопросам и метрикам:

Изображение выглядит как текст, снимок экрана, диаграмма, График Контент, сгенерированный ИИ, может содержать ошибки.3979792d26ce0a0830ba9c4fd71db46a.png

Анализ выявляет несколько ключевых тенденций в работе системы:

1. Среднее значение ключевой метрики (0.88) — Faithfulness достигло высокого показателя при относительно небольшом разбросе оценок в пределах от 0.8 до 1 (2 «выброса» с невысокими оценками). В целом, это означает, что когда система получает релевантный контекст, даже сравнительно небольшая модель gpt4O‑mini практически не «галлюцинирует». Она воспроизводит факты, взятые непосредственно из извлеченных документов, что делает ответы надежными с точки зрения их источника.

2. Среднее значение метрики Context Recall (0.77) также является достаточно высоким, при этом оценки по большинству вопросов (2/3) достигают наивысшего значения, однако 3 ответа, согласно показателям, вообще не опираются на контекст. В целом, базы знаний законодательства и судебной практики адекватно покрывают предметную область большинства вопросов, и семантический поиск работает корректно в рамках своей специализации. Однако имеющиеся среди оценок «выбросы» с нулевыми значениями свидетельствуют о том, что ретривер при обработке некоторых вопросов извлекает совсем нерелевантный контекст. В таких условиях gpt4O‑mini, будучи небольшой, не обладает достаточными обобщающей и аналитической (рассуждающей) способностями, чтобы самостоятельно делать сложные юридические выводы из неоднозначного или «грязного» контекста.

3. Среднее значение метрики Context Precision (0.68), отличающееся в меньшую сторону от Context Recall, а также довольно высокая степень разброса оценок по вопросам, говорят о том, что при обработке некоторых вопросов ретривер извлекает «шумный» контекст. Распределение оценок характеризуется значительной левосторонней асимметрией (Me > Xср): в 50% случаев метрика принимает высокие значения (более 0.8), в остальных случаях показатели метрики крайне нестабильны (разброс от 0 до 0.58).

4. Среднее значение метрики Answer Relevancy является низким (0.46), при этом распределение оценок, так же, как и в случае с Context Precision, характеризуется значительной левосторонней асимметрией (Me > Xср): 8 из 15 ответов получили оценки выше 0.6, что дает основания видеть тенденцию к увеличению показателя. Выше мы указывали на то, что данная метрика должна оценивать очень осторожно, так как модель может истолковать избыточность ответа как нераскрытие релевантности, что особенно актуально для ответов, полученных при учете «шумных» контекстов.

5. Среднее значение метрики Answer Correctness (0.53), при наиболее симметричном распределении оценок с наименьшим разбросом, является, на наш взгляд, вполне допустимым. Метрика ведет себя, в целом, стабильно во всех случаях, не сильно изменяясь от качества извлеченного контекста. Выше мы отмечали, что особенность юридических ответов не практике состоит в том, что воспроизводство фактологической составляющей совсем не коррелирует с их качество. Если к этому прибавить абсолютно допустимую вариативность ответов на неоднозначные вопросы, а также в ряде случаев — «шумный» контекст и очевидные ограничения модели gpt4O‑mini, значение метрики является допустимым.

Наши наблюдения подтверждаются данными корреляции метрик. Answer Correctness заметно коррелирует только с точностью контекста (Context Precision). Также отметим высокое значение корреляции Faithfulness с полнотой контекста (Context Recall).

b9d424aebfeee7ddf3b6fe0d3f104f9b.png

Теперь посмотрим на распределение средних значений наиболее интересных для нас метрик (Context Precision, Context Recall, Faithfulness) по всем типам вопросов:

  1. «Галлюцинации» (смежные или общие вопросы, не опирающиеся прямо на базу знаний судебной практики);

  2. «Пограничные случаи»;

  3. «Квалификация объектов»;

  4. «Сравнение» (вопросы, требующие сравнения правовых понятий и категорий, в том числе не входящих в базу знаний судебной практики).

    Изображение выглядит как текст, снимок экрана, диаграмма, число Содержимое, созданное искусственным интеллектом, может быть неверным.

Производительность ретривера (context_precision и context_recall):

  • графики подтверждают, что ретривер RAG‑системы демонстрирует выдающуюся производительность на вопросах, которые находятся в центре его специализации — квалификация и пограничные случаи;

  • напротив, для вопросов, требующих сравнения или имеющих «потенциал к галлюцинациям», производительность ретривера резко падает. Средний context_precision составляет всего 0.33 и 0.37 для этих категорий, что говорит о серьезном загрязнении контекста. Это наглядно иллюстрирует, что базовый семантический поиск с базовыми элементами архитектуры RAG‑системы и относительно слабой моделью генерации, пока не способен эффективно работать с запросами, выходящими за рамки узкой специализации, опирающейся на базу знаний.

Обоснованность ответов (faithfulness):

  • модель gpt4O‑mini в целом хорошо справляется с задачей «оставаться в рамках» предоставленного контекста. Интересно, что даже в тех случаях, когда контекст «загрязнен» («Сравнение» — 0.82, «Галлюцинации» — 0.81), модель в большинстве случаев пытается опираться на него, что подтверждает её склонность к grounding, а не к генерации «с нуля».

    3f3bb826929df3f41b2b0dd0e43b29c4.png

Анализ производительности системы на целевых вопросах показывает, что она демонстрирует высокие или приемлемые результаты по ключевым метрикам для RAG‑системы, даже при базовых элементах архитектуры:

  1. Faithfulness: среднее значение этой метрики достигает почти идеального показателя (0.95), что является одним из самых важных результатов, так как система воспроизводит факты, взятые непосредственно из извлеченных документов, что делает ответы надежными с точки зрения их источника, а это очень важно для юридического домена.

  2. Context Recall: среднее значение также является достаточно высоким — 0.82, ретривер в подавляющем большинстве случаев успешно находит хотя бы один релевантный документ, содержащий необходимую информацию для ответа.

  3. Context Precision: средний показатель 0.76 существенно выше производительности на смежных / общих вопросах (0.58) и говорит о том, что ретривер, хотя и с некоторыми ошибками, способен фильтровать «шум» и предоставлять модели относительно чистый контекст.

  4. Answer Relevancy: парадоксально, но этот показатель для целевых вопросов (0.35) значительно ниже, чем для смежных / общих. Полагаем, этот феномен объясняется тем, что на прямые вопросы, на которые нет однозначного ответа, система, в отличие от экспертов, склонна давать развернутые и избыточные ответы.

  5. Answer Correctness: среднее значение — 0.54 фактически не отличается от значения для смежных / общих вопросов.

Проведенный сравнительный анализ распределения метрик по целевым и смежным / общим вопросам демонстрирует, что RAG‑система с архитектурой, опирающейся на базы знаний законов и судебной практики, даже в своей базовой версии, является надежным инструментом в тех случаях, когда она опирается на базы знаний, то есть в узкой области своей специализации. При этом ее производительность может падать при выходе за пределы этой области.

При этом даже небольшая gpt4O‑mini, в качестве компонента RAG‑системы, очень неплохо справляется с задачей «обоснования» ответов, качество которых остается, в этом отношении, приемлемым даже нецелевых вопросов. Предложенная архитектура системы в базовом варианте позволила достичь приемлемых результатов работы ретривера, несмотря на непростые экспертные вопросы в тестовом датасете.

ВЫВОДЫ и возможные "точки роста":

1. Предложенная архитектура «Law & Practice Ensemble RAG» даже в базовом варианте продемонстрировала неплохие результаты при решении обозначенных выше ключевых проблем работы систем на основе RAG в юридическом домене:

  • специализированное чанкирование, основанное на кастомных правилах, учитывающих структуру статей законов и разделов судебных решений, помогает избежать потери контекста на границах разделения фрагментов;

  • гибридный подход (разделение индексов и ретриверов по поддоменам) позволяет реализовать поиск независимо по наиболее значимым поддоменам (законов и судебной практики);

  • взвешенное ансамблирование извлеченных фрагментов законов и судебной практики вместе с RRF‑переранжированием итоговых результатов поиска позволяет не просто найти релевантные документы, а отранжировать их с учётом экспертной важности, что напрямую влияет на качество генерируемого ответа;

  • решение проблемы многоаспектности запросов с помощью MultiQueryRetriever, который автоматически генерирует альтернативные формулировки запросов, значительно расширяет охват поиска, снижая зависимость от точности изначального запроса;

  • гибкие возможности настройки параметров поиска на уровне пользователя и разработчика (возможность легко и быстро регулировать значимость поддоменов при ансамблировании, а также количество используемого контекста) позволяют оперативно настраивать систему для решения различных задач с необходимой точностью и (или) стоимостью генерации токенов, а также согласуются с практикой проверки ответов юристами;

  • профессиональный вывод с использованием кастомных промптов позволяет моделировать структуру реального юридического заключения.

2. Эксперимент показал также и ограничения предложенной архитектуры в базовом виде, но мы видим «точки роста»:

  • Усовершенствование модуля поиска. Базовый семантический поиск, даже в ансамбле, не всегда может отсеять «шум» в извлекаемом ретривером контексте. Для решения этой проблемы можно (все нужно отдельно тестировать):

    • внедрить классический гибридный поиск: комбинация семантического поиска с традиционным поиском по ключевым словам (BM25) может повысить context_precision на вопросах, содержащих точные ссылки на статьи, номера дел и другие фактологические данные, которые плохо улавливаются семантическими эмбеддингами;

    • использовать более современную и специализированную embedding‑модель (при необходимости и наличии ресурсов — дообучить на юридических данных).

  • Усовершенствование модуля генерации. Результаты эксперимента (невысокая, но стабильная Answer Correctness) говорят о том, что даже с идеальным контекстом gpt4O‑mini не способна к глубокому юридическому анализу и рассуждению. Возможные направления развития:

    • Fine‑tuning на юридическом домене: например, дообучение модели на размеченном корпусе юридических пар — «вопрос‑ответ» гипотетически может позволит ей не просто воспроизводить факты, но и научиться их синтезировать при моделировании юридического рассуждения;

    • использование более мощной и крупной LLM (например, GPT-4o или Gemini 1.5 Pro, либо русскоязычные модели — YandexGPT и GigaСhat), дабы использовать более высокие рассуждающие способности (Reasoning) модели генерации.

  • Дополнение архитектуры агентными модулями (требует проведения предварительного исследования, самостоятельность агентам в юридической сфере необходимо давать постепенно, начав с базовых инструментов, а‑ля проверка актуальной даты). Агентная архитектура позволит отойти от парадигмы «один запрос — один ответ» к многоэтапному, более сложному поиску и анализу, в рамках которого система способна будет планировать стратегию поиска, привлекать дополнительные инструменты (веб‑поиск, калькуляторы и пр.), а также организовывать многократные шаги запроса/поиска:

    • планирование действий и принятие решений: в контексте юридического ассистента это может означать, например, что бот сам определит, какие дополнительные уточняющие вопросы задать или какие базы ему подключить;

    • декомпозиция сложного запроса: например, обрабатывая вопрос «Как изменилась судебная практика по квалификации газопроводов за последние 5 лет?», агент мог бы сначала найти все релевантные судебные решения, затем проанализировать их хронологически, выявить ключевые изменения в аргументации и лишь после этого сгенерировать итоговый вывод;

    • работа с противоречиями: агент мог бы распознавать противоречивые судебные решения и предупреждать пользователя о наличии неоднозначной практики, а не просто выбирать один из вариантов.

  • Интеграция с графовыми базами знаний:

    • для повышения качества извлекаемого контекста вместо (или в дополнение) простого поиска по семантической схожести или по ключевым словам, можно реализовать поиск по графовой базе знаний (GraphRAG);

    • такая база знаний представляет собой связанные между собой юридические сущности, автоматически извлеченные из текстов (например, с помощью GraphRAG от Microsoft), или юридические онтологии (Legal Ontologies); поиск по такой базе знаний позволит системе, например, использовать знание о том, что «сделка с недвижимостью» связана с «правом собственности» и «регистрацией», что может помочь модулю поиска выбирать релевантные законы и кейсы через навигацию по графу;

    • полагаем, такая база знаний позволила бы системе ответить на вопрос: «Какой судебный прецедент повлиял на толкование статьи 130 ГК РФ?» Векторный поиск не может этого сделать, так как он не хранит информацию о взаимосвязях.

  • Расширение и уточнение датасета для оценки системы.

Предложенная архитектура имеет очевидный потенциал расширения на мультидоменные задачи в рамках юридической предметной области.

Текущая реализация заточена под недвижимость, но подход имеет потенциал к масштабированию: следующим шагом логично добавить другие сферы регулирования в рамках гражданского права, далее — отрасли права (семейное, налоговое, трудовое и т. д.). Каждой области знаний можно выделить собственный индекс и веса ансамбля, что потребует лишь квалифицированного подбора параметров.

Однако с ростом числа поддоменов возникнет задача координации их между собой и возможного кросс‑индекса.

Теоретически, такая мультидоменная система могла бы быть реализована на основе архитектуры GraphRAG, где доменные индексы были бы связаны через различные агентные стратегии поиска по графам знаний. Кроме того, мультидоменность подразумевает необходимость более гибкой генерации запросов и, возможно, персонализации ответов в разных областях. Все это потребует гораздо больших ресурсов, чем описанная RAG‑система. Но во всем важен первый шаг!

Работа над юридическими RAG-системами показывает: одной лишь теории про бенчмарки и архитектуру недостаточно. Чтобы реально создать ассистента, способного работать с правовыми документами, нужно разбираться и в обработке языка, и в методах машинного обучения, и в том, как соединять разные компоненты в целостную систему. Для этого подойдут специализированные курсы.

На курсе NLP / Natural Language Processing вы подробно изучите работу трансформеров, семантический поиск, методы построения QA-систем и обработку текстов в разных предметных областях. Курс Machine Learning. Professional поможет системно закрепить знания по машинному обучению и глубинным моделям, что особенно важно для разработки и оценки сложных прикладных решений, включая RAG-ассистентов.

Все программы можно посмотреть в каталоге курсов.

Источник

Теги

Категория

Новости

Дата

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

  • 21.11.25 10:56 marcushenderson624

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

  • 21.11.25 10:56 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

  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 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

  • 22.11.25 22:04 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

  • 22.11.25 22:05 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

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 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

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

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

  • 26.11.25 18:20 harristhomas7376

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

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 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

  • 27.11.25 23:48 elizabethrush89

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

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 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

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    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

  • 01.12.25 23:45 michaeldavenport238

    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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 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

  • 04.12.25 21:45 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

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    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

  • 06.12.25 10:42 michaeldavenport238

    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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 13.12.25 18:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 20:55 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 20.12.25 16:03 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 06.01.26 00:54 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 15:05 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 16:06 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.

  • 06.01.26 16:07 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 06.01.26 16:14 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 17:03 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

  • 09.01.26 17:11 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 10.01.26 14:28 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 11.01.26 03:16 austinjarvis

    I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.

  • 12.01.26 16:24 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 13:04 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 13:05 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 15:53 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon