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Читаем вместе. ИИ в AppSec: могут ли LLM работать с уязвимым кодом

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Привет, Хабр!

На связи Максим Митрофанов, ML-лид команды Application Security в Positive Technologies. Мы занимаемся прикладными вопросами машинного обучения по направлению безопасной разработки, регулярно изучаем новые технические репорты и статьи, разбором одной из которых я и хотел бы поделиться с вами.

Перевод фрагментов статьи, представленных в обзоре, не является дословным. Разбор содержит личные комментарии и размышления, возникшие в процессе чтения, и, на мой взгляд, будет особенно интересен специалистам по информационной безопасности и ML-инженерам, внедряющим ИИ в R&D-процессы компаний.

Исследуя подходы к оценке больших языковых моделей в разрезе безопасной разработки, мы наткнулись на статью LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks, которая посвящена анализу применения LLM для обнаружения уязвимостей в исходном коде.

Работа показалась интересной по нескольким причинам:

  • Она относительно свежая (насколько это возможно в эпоху LLM): опубликована в декабре 2023-го и с того момента процитирована 74 раза, а с ее последнего обновления и вовсе прошло чуть больше года.

  • В ней представлено 17 вариантов промптов для решения вышеуказанной задачи.

  • Применимость LLM оценивалась c восьми точек зрения:

    1. Детерминированность ответов.

    2. Значимость параметров запросов.

    3. Подбор промптов.

    4. Согласованность размышлений (reasoning) моделей с бинарным ответом.

    5. Оценка классификации кода на наличие уязвимостей.

    6. Уровень сложности кода.

    7. Устойчивость к изменениям в коде.

    8. Оценка реальных проектов на уязвимости.

  • К тексту приложена ссылка на репозиторий с датасетом и исходным кодом.

Эту статью тяжело назвать новым стандартом оценки языковых моделей, но количество интересных решений и противоречивых тезисов оказалось достаточно большим, чтобы написать ревью.

Немного о данных, моделях и способах оценки качества

Авторы статьи составили 228 уязвимых сниппетов кода:

  • 48 самописных примеров, покрывающих 8 классов CWE (24 уязвимых и столько же исправленных).

  • 30 реальных CVE, связанных с выбранными CWE (15 уязвимых и столько же исправленных).

  • 150 видоизмененных самописных примеров, составленных из первоначальных 48 (механику и назначение этих примеров рассмотрим позднее в обзоре эксперимента по восприятию LLM аугментации кода).

Датасет с самописными уязвимыми примерами (в оригинале так называется Таблица 4)
Датасет с самописными уязвимыми примерами (в оригинале так называется Таблица 4)

Первое, что бросается в глаза, — полученный датасет состоит из кода на двух языках: C и Python. Авторы упоминают, что выбор обусловлен разными уровнями абстракции (используются высокоуровневый и низкоуровневый языки программирования). Но я не исключил бы фактор ограниченных возможностей (для составления бенчмарка были привлечены всего двое экспертов по ИБ) в ущерб анализа потребностей сообщества в использовании LLM для задач программирования. Так, недавний анализ, проведенный компанией Anthropic, показал, что чаще всего модели Claude используются для разработки с использованием следующих языков.

Наиболее популярные языки программирования, используемые в связке с инструментами Anthropic
Наиболее популярные языки программирования, используемые в связке с инструментами Anthropic

Вторым дискуссионным вопросом, связанным с полнотой набора данных, является достаточность использования 8 CWE более чем из 900 категорий.

Из положительного — к статье приложена ссылка на GitHub-репозиторий, который позволяет расширить бенчмарк при желании и необходимости.

Перейдем к моделям, которые были использованы при написании статьи. Авторы представляют результаты для пяти моделей (еще три вынесли в приложение). Общий список — ниже.

Тестируемые языковые модели и их характеристики. Авторы выбрали языковые модели, различные по ряду параметров: открытость архитектуры модели, количество гиперпараметров, длина контекста и дата последних источников обучающего набора данных. Дата проведения экспериментов: 7 октября 2023 года (в оригинальной статье Таблица 1)
Тестируемые языковые модели и их характеристики. Авторы выбрали языковые модели, различные по ряду параметров: открытость архитектуры модели, количество гиперпараметров, длина контекста и дата последних источников обучающего набора данных. Дата проведения экспериментов: 7 октября 2023 года (в оригинальной статье Таблица 1)

Да, предвосхищаю комментарии: модели действительно не самые свежие (совсем недавно OpenAI похоронила GPT-4 в ChatGPT, оставив только доступ по API), но подход к их тестированию кажется интересным. Поэтому не торопитесь закрывать вкладку :)

Перейдем к системе оценки качества, которая в общем виде представлена в виде схемы.

Архитектура фреймворка SecLLMHolmes (в оригинальной статье График 2)
Архитектура фреймворка SecLLMHolmes (в оригинальной статье График 2)

Как это читать? Сейчас расскажу. Берем одну из гипотез (блок Investigation Dimensions), отправляем в выбранную модель, настроив промпт, температуру и параметры Top-p (блок LLM). После некоторых преобразований оцениваем отдельно ризонинг-часть и однозначный ответ (блок Evaluator).

Качество рассчитывается следующим способом:

1. Для бинарного ответа берется accuracy (4).

2. Для ризонинг-части берется summary от GPT-4 (1, 3) и считаются три метрики близости (5):

  • Rouge.

  • Cosine similarity.

  • GPT-4 eval (на замерах авторов дает корректный результат в 48 случаях из 50).

Если две метрики из трех дают положительный результат, то ответ засчитывается.

Ключевое, на что стоит обратить внимание, — это суммаризация ризонинг-решения оцениваемой LLM через GPT-4, которая сокращает ответ до 100 символов. Именно это заключение используется для сравнения с эталоном. На мой взгляд, такой подход выглядит не лучшим образом по нескольким причинам:

  • LLM-судья может приукрасить саммари исходя из собственных накопленных знаний.

  • В ходе сокращения ответа до 100 слов могут потеряться важные детали реального ризонинга тестируемой LLM, которые позволили бы отладить решение.

  • У бенчмарка может случиться вендорлок из-за использования GPT-4 (дважды — в суммаризации и в оценке ризонинга): вендор может отключить модель, и бенчмарк потеряет актуальность.

Разобравшись с общим фреймворком проведения экспериментов, предлагаю перейти к обсуждению результатов.

Гипотезы и результаты

Далее нумерация глав будет соответствовать нумерации из статьи для удобства навигации.

Детерминированность ответов (4.1. Evaluation for Deterministic Responses)

В целом даже на этапе постановки задачи становится понятно, что в контексте ИБ нас интересует в первую очередь стабильность ответов. При использовании языковых моделей это достигается подбором оптимальных параметров temperature и top_p.

Авторы опираются на документацию API OpenAI по оптимальному подбору этих параметров и на статью 2021 года Examining Zero-Shot Vulnerability Repair with Large Language Models. Проведя пару экспериментов с температурами 0,2 и 0,0, они делают вывод, что нулевая температура лучше. Но если посмотреть внимательно на таблицы, то разница будто бы незначительная.

Результаты экспериментов стабильности ответов с рекомендуемыми параметрами температуры (0,2). Таблица содержит результаты в разрезе исследуемого CWE (CWE-787 на скриншоте статьи) и каждого из стандартных промптов (S1-S6) в формате: количество корректных (в статье таблица 7)
Результаты экспериментов стабильности ответов с рекомендуемыми параметрами температуры (0,2). Таблица содержит результаты в разрезе исследуемого CWE (CWE-787 на скриншоте статьи) и каждого из стандартных промптов (S1-S6) в формате: количество корректных (в статье таблица 7)
Результаты экспериментов стабильности ответов при температуре = 0.0 (в статье таблица 8)
Результаты экспериментов стабильности ответов при температуре = 0.0 (в статье таблица 8)

Здесь хотел бы обратить внимание на следующее: учитывая, что 2v/2p — это уязвимые/пропатченные (vulnerable/patched) версии кода уровня сложности — medium, авторы уже дают небольшой спойлер о проблемах моделей в умении их различать.

К слову, вопрос подбора параметров затрагивается в свежей cookbook-статье Google, где среди прочего приведены заметки для кейсов применения пограничных значений, — настоятельно рекомендую к прочтению.

Гипотеза 4.2. Performance Over Range of Parameters по своей сути является расширением первой и проверяет на схожих CWE стабильность языковых моделей в сфере размышления и классификации уязвимого кода, но на большем диапазоне параметров. Выводы совпадают с выводами из предыдущего теста, поэтому предлагаю не задерживаться и идти дальше.

Техники промптинга (4.3. Diversity of Prompts)

На мой взгляд, показательный параграф с точки зрения как широты эксперимента, так и визуализации результатов.

Оценка языковых моделей в зависимости от используемых инструкций на 48 примерах уязвимого кода. Зелёные и красные полосы показывают количество сценариев с правильными и неправильными ответами для каждой LLM (показатель AccuracyRate). Белый кружок отмечает сценарии, где правильными были и ответ, и рассуждение (CRR). Кроме того, авторы выделяют лучшие промпты для каждой техники: ZS-TO (оранжевый), ZS-RO (жёлтый), FS-TO (зелёный), FS-RO (голубой). Лучшая инструкция отмечена красной рамкой (в статье Таблица 11)
Оценка языковых моделей в зависимости от используемых инструкций на 48 примерах уязвимого кода. Зелёные и красные полосы показывают количество сценариев с правильными и неправильными ответами для каждой LLM (показатель AccuracyRate). Белый кружок отмечает сценарии, где правильными были и ответ, и рассуждение (CRR). Кроме того, авторы выделяют лучшие промпты для каждой техники: ZS-TO (оранжевый), ZS-RO (жёлтый), FS-TO (зелёный), FS-RO (голубой). Лучшая инструкция отмечена красной рамкой (в статье Таблица 11)

Диаграмма позволяет понять, на скольких уязвимостях промпты отработали вообще без галлюцинаций (длина горизонтальнойго полосы), сколько из них были решены корректно в части бинарного ответа на задачу (доля зеленого) и сколько из них совпали с цепочками рассуждений (белый круг). Для примера — один из промптов (R5) выглядит следующим образом.

Промпт R5 FS-RO — инструкция с примерами выполнения аналогичного запроса (FS — few-shot) и доменными особенностями описания (RO — role-oriented, R5 — reasoning-based variant 5)
Промпт R5 FS-RO — инструкция с примерами выполнения аналогичного запроса (FS — few-shot) и доменными особенностями описания (RO — role-oriented, R5 — reasoning-based variant 5)
Для желающих залипнуть минут на 30...

...к диаграмме с результатами прилагаю таблицу с описанием промптов и код, реализующий сборку инструкций.

Шаблоны инструкций (промптов) (в статье Таблица 3)
Шаблоны инструкций (промптов) (в статье Таблица 3)

А для тех, кто экономит время, приведу свои заметки:

  • Не существует серебряной пули в виде лучшего промпта для любой архитектуры LLM.

  • Дополнительная информация из MITRE ATT&CK (при такой постановке задачи, по сути, это внешний источник) позволяла некоторым промптам прибавить в качестве, но ни разу не была использована в лучших по качеству промптах каждой модели. Вообще сложилось впечатление, что эта информация заложена в знания GPT-моделей, потому что не дает практически никакого прироста при наличии chain of thought (далее — CoT).

  • Грамотное построение доменной инструкции step-by-step CoT дает значимый прирост качества и согласованности ответа с рассуждениями.

  • Тем не менее при наличии подробных few-shot инструкций для конкретной доменной задачи практически полностью нивелируется польза от общей доменной CoT. В таком случае нужно выбрать, что дешевле реализовать.

Вопросы к эксперименту вызывает формирование некоторых few-shot-промптов (R4, R5, R6, S5, S6, D3, D4, D5): для этого использовались примеры исправления уязвимостей из аналогичной CWE, что в отношении решаемой задачи можно назвать абсурдом. Для масштабирования решения с этой инструкцией придется составить или найти примеры патчей более чем для 900 CWE.

Если обобщить мысли в короткую рекомендацию — назначайте LLM правильную роль и продумывайте цепочку рассуждений, которая будет соответствовать вашему домену. Это может внести больший вклад в успех с наименьшим объемом затрат, и вы сэкономите время на муторной проработке примеров для few-shot и на подключении внешних источников.

Согласованность размышлений (4.4. Faithful Reasoning)

В этой главе акцент делается на неполной согласованности рассуждений и ответов (желтый и голубой), но я думаю, что это тренд, уходящий с развитием языковых моделей. Кажется, что гипотеза полезна при разработке LLM-приложений как некоторый референс согласованности (92–96% Reason Rate в таблице 12) между CoT и финальным ответом.

На текущий момент компании выпускают либо несколько моделей одного поколения, разделяя их по уровню размышления (reasoning), либо одну модель с возможностью настраивать уровень самостоятельно. Как предложение для дальнейших исследований — было бы интересно измерить эти показатели на моделях одного поколения с учетом этого параметра.

Последовательность в принятии решений языковых моделей. Таблица иллюстрирует качество размышлений LLM, рассчитанное как отношение согласованных с ответом размышлений модели к общему количеству успешных запросов к LLM (общее число запросов — 816). Зеленый цвет — решение и размышление модели совпали с правильным ответом; желтый цвет — модель приняла корректное решение при неверной цепочке размышлений; красный цвет — принятое решение и размышления не совпали с правильным ответом; синий цвет — модель приняла неправильное решение при верных размышлениях (в статье Таблица 12)
Последовательность в принятии решений языковых моделей. Таблица иллюстрирует качество размышлений LLM, рассчитанное как отношение согласованных с ответом размышлений модели к общему количеству успешных запросов к LLM (общее число запросов — 816). Зеленый цвет — решение и размышление модели совпали с правильным ответом; желтый цвет — модель приняла корректное решение при неверной цепочке размышлений; красный цвет — принятое решение и размышления не совпали с правильным ответом; синий цвет — модель приняла неправильное решение при верных размышлениях (в статье Таблица 12)

Способность обнаруживать уязвимый код (4.5. Evaluation Over Variety of Vulnerabilities)

Авторы проверили способность языковых моделей отличать уязвимый код от пропатченного и описали результат следующим образом:

Observations. Most models show poor performance in classifying the patched versions correctly, which makes these LLMs non-suitable for real-world cases as they will mostly flag safe code as vulnerable, causing many false alarms.

Лучшая из используемых моделей (GPT-4) показала недостаточную полноту ответов для использования в реальной жизни, но в целом идея проверки уже пропатченного кода — отличная метрика для личных бенчмарков в контексте безопасной разработки.

В качестве дальнейшего исследования особый интерес вызвали бы замеры качества моделей малых размеров (1.5B–8B), которые лучше подходят для использования в промышленной разработке.

Оценка по уровню сложности кода (4.6. Code Difficulty Levels)

Авторы проанализировали, как сложность кода влияет на результаты. Итог закономерный: модели лучше справляются с простыми фрагментами кода, исходное предположение подтвердилось.

Но интересным мне показалось следующее. Если я правильно все понял, исследователи допустили ошибку в одном из сниппетов кода и случайно выбрали именно его для разбора в статье. Давайте рассмотрим пример.

GPT-4 ошибается как в решении, так и в размышлениях относительно третьего примера категории CWE-89 с исправленной уязвимостью (3p = 3 scenario of patched code) (в статье Рисунок 6)
GPT-4 ошибается как в решении, так и в размышлениях относительно третьего примера категории CWE-89 с исправленной уязвимостью (3p = 3 scenario of patched code) (в статье Рисунок 6)

Авторы обращают внимание, что LLM обнаруживает уязвимости там, где код корректен: мол, у нас в createQuery параметризуется запрос, поэтому все безопасно.

Без доли сомнения в авторах статьи мне стало интересно, смогут ли модели справиться с задачей сейчас, спустя некоторое время после публикации исследования. Я отправил этот кусок кода без замысловатого промпта в GPT-4o — и (о боже!) следующее поколение LLM тоже попалось в ловушку.

Ответ GPT-4o
Ответ GPT-4o

Я решил подсказать модели, что, мол, так и так, мы передаем запрос и параметры в методе createQuery, обрати внимание на возвращаемые значения, — и она обратила. Но только указала, что тут не инъекция, а ошибка в коде, поскольку мы передаем в cursor.execute значение, имеющее тип «Кортеж» (tuple). Ноги в руки — и бегом проверять! После 30 минут вайбкодинга получилось сделать воспроизводимый PoC, подтверждающий наличие ошибки в эксперименте.

Можно ли засчитать результат работы GPT за ошибку — вопрос спорный. Модель просто изучила код не так подробно, как хотелось бы, и, предположив, что в коде ошибок нет (ведь такой задачи у LLM не было, вопрос стоял строго в плоскости обнаружения уязвимости), подсветила явный недостаток: мы в каком-то методе сформировали запрос без параметров в возвращаемом значении и подали на выполнение.

Стабильность при изменениях в коде (4.7. Robustness to Code Augmentations)

В гипотезе утверждается, что модели нестабильны по отношению к различного рода аугментациям (условиям, в которых код имеет неточности, спецсимволы, неиспользуемые методы и т. п.).

Описание типов аугментации кода (в статье Таблица 6)
Описание типов аугментации кода (в статье Таблица 6)

Ни одна из моделей не смогла стабильно отработать на всех видах аугментаций. Наиболее стабильные результаты продемонстрировали Code Llama 34B и GPT-4.

Результаты экспериментов с аугментацией кода. В таблице приведены значения, иллюстрирующие то, насколько модель стала хуже работать с кодом до аугментации (числитель) к коду до каких либо изменений (знаменатель). Эксперимент измерял как влияние на конечный ответ (a — answer), так и на размышления модели (r — reasoning). Для каждой модели были выбраны три вида промпта: базовый (S1), лучший среди zero-shot и лучший среди few-shot (в статье таблица 15)
Результаты экспериментов с аугментацией кода. В таблице приведены значения, иллюстрирующие то, насколько модель стала хуже работать с кодом до аугментации (числитель) к коду до каких либо изменений (знаменатель). Эксперимент измерял как влияние на конечный ответ (a — answer), так и на размышления модели (r — reasoning). Для каждой модели были выбраны три вида промпта: базовый (S1), лучший среди zero-shot и лучший среди few-shot (в статье таблица 15)

Один из примеров, разобранных в статье, — это отвлечение модели от переполнения буфера в случае добавления безопасных методов, которые тем не менее на логику переполнения не влияют (уязвимый код, патч).

Пример аугментации NT-5 для CWE-787, где наличие метода strcat (является уязвимым методом, но не в контексте примера) запутали модель GPT-4, так как его замена на безопасный метод strncat с сохранением настоящей уязвимости примера сбивает модель, которая меняет свой ответ (в статье Рисунок 7 b)
Пример аугментации NT-5 для CWE-787, где наличие метода strcat (является уязвимым методом, но не в контексте примера) запутали модель GPT-4, так как его замена на безопасный метод strncat с сохранением настоящей уязвимости примера сбивает модель, которая меняет свой ответ (в статье Рисунок 7 b)

Тут логика заключалась в том, что вне зависимости от выбора метода переполнение возникает в другом месте, а именно — в условии замены &, для которого выполняется расширение строки не на 4 символа, а на 5 (что нарушает логику выделения памяти с запасом ×4).

Саммари по задаче аугментации:

Our experiments show that there is no prompting technique that is completely robust as our robustness tests break even the best types of prompting techniques and chain-of-thought for all LLMs, leading to incorrect responses (17% of cases for GPT-4).

Тест на реальных уязвимостях (4.8. Real-World Cases)

В последнем эксперименте авторы выбрали несколько уязвимостей, обнаруженных в open-source проектах, для оценки качества работы LLM на поставленной задаче и получили следующие выводы:

  • Модели плохо сумели экстраполировать few-shot-техники с примерами тех же классов уязвимостей на техники для других языков/фреймворков.

  • Zero-shot промпты с доменными инструкциями CoT показали себя лучше других.

  • Тем не менее ни одна модель не продемонстрировала достаточной надежности для обнаружения уязвимого кода.

Стоит также отметить, что авторы столкнулись с проблемой — ограниченной длиной контекста, из-за которой им пришлось предварительно удалить комментарии и код методов, не относящихся к уязвимости.

Заключение

На мой взгляд, авторы анализируемой статьи заложили хороший фундамент для оценки языковых моделей в части решения задач информационной безопасности. В отличие от многих других доменных бенчмарков, они привели восемь гипотез. Отдельно я хотел бы выделить согласованность размышлений и ответов модели, проверку на чистых примерах и аугментацию данных для оценки стабильности вердиктов.

Бенчмарк полезен, но узок по языков и классов CWE, а разовая «фотография» качества быстро устаревает из‑за темпа релизов моделей (в том числе используемых в качестве судьи). Поэтому он нуждается в постоянном обновлении и расширении, а выводы требуют осторожной экстраполяции.

Если говорить о результатах исследования, то на момент его публикации LLM не были готовы к автономному поиску уязвимостей. Доменные zero‑shot‑инструкции с явной цепочкой рассуждений лучше в соотношении «качество — стоимость», однако универсального промпта нет. Даже сильные модели подвержены стресс‑аугментациям, что ограничивает надежность.

Если вам понравился разбор и вы интересуетесь темой ИИ, то также могу порекомендовать:

✅ Telegram-канал notes.ml, где я пишу про всякое разное вокруг AI, LLM, ML.

✅ Совсем свежий канал False Positive, который ведем мы с коллегами. Планируем выкладывать туда видео и текстовые материалы с обзорами статей, технических репортов и конференций.

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 20:23 stevekalfman

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  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

    *HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]

  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

    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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 wendytaylor015

    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

  • 29.10.25 10:56 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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 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

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