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ИИ и безопасность

Развитие любой технологии связано не только с возможностями, но и с угрозами. Искусственный интеллект не исключение. В предыдущей статье "Регулирование ИИ (AI)" мы начали погружение в тему угроз ИИ. Эта статья продолжение. Она посвящена теме информационной безопасности и критериям, которым должны будут соответствовать ИИ-решения.

Содержание

  • Недопустимые события, которые надо исключить

  • Сценарии возникновения недопустимых событий

  • Факторы, которые могут привести с реализации сценариев

  • Краш-тесты и требования к ИИ решениям

Недопустимые события, которые надо исключить

В предыдущей статье при пришли к простому выводу - ИИ-решения при оценке их безопасности будут помещаться в изолированную среду и проходить некий аналог краш-теста автомобиля. И ключевая задача понять, какие именно должны создаваться условия при таком тестировании. А первый шаг в этой цепочке – определение недопустимых событий, которые нужно гарантированно не допустить.

Для выполнения этого упражнения для начала определим то, а какой ущерб может быть вообще? Какие последствия для нас нежелательны?

Для обычных людей:

  • угроза жизни или здоровью;

  • «травля» в интернете и унижение достоинства личности;

  • нарушение свободы, личной неприкосновенности и семейной тайны, утрата чести, в том числе нарушение тайны переписки, телефонных переговоров и т.д.;

  • финансовый или иной материальный ущерб;

  • нарушение конфиденциальности (утечка, разглашение) персональных данных;

  • нарушение других конституционных прав.

Для организаций и бизнеса:

  • потеря / хищение денег;

  • необходимость дополнительных / незапланированных затрат на выплаты штрафов / неустоек / компенсаций;

  • необходимость дополнительных / незапланированных затрат на закупку товаров, работ или услуг (в том числе закупка / ремонт / восстановление / настройка программного обеспечения и рабочего оборудования);

  • нарушение штатного режима работы автоматизированной системы управления и/или управляемого объекта и/или процесса;

  • срыв запланированной сделки с партнером и потеря клиентов, поставщиков;

  • необходимость дополнительных / незапланированных затрат на восстановление деятельности;

  • потеря конкурентного преимущества и снижение престижа;

  • невозможность заключения договоров, соглашений;

  • дискредитация работников;

  • нарушение деловой репутации и утрата доверия;

  • причинение имущественного ущерба;

  • неспособность выполнения договорных обязательств;

  • невозможность решения задач / выполнения функций или снижение эффективности решения задач / выполнения функций;

  • необходимость изменения / перестроения внутренних процедур для достижения целей, решения задач / выполнения функций;

  • принятие неправильных решений;

  • простой информационных систем или проблемы связи;

  • публикация недостоверной информации на веб-ресурсах организации;

  • использование веб-ресурсов для распространения и управления вредоносным программным обеспечением;

  • рассылка информационных сообщений с использованием вычислительных мощностей компании или от ее имени;

  • утечка конфиденциальной информации, в том числе коммерческой тайны, секретов производства, инновационных подходов т.д.

Ну и для государств:

  • возникновение ущерба бюджетам государств, в том числе через снижение уровня дохода государственных организаций, корпораций или организаций с государственным участием;

  • нарушение процессов проведения банковских операций;

  • вредные воздействия на окружающую среду;

  • прекращение или нарушение функционирования ситуационных центров;

  • снижение показателей государственных оборонных заказов;

  • нарушение и/или прекращение работы информационных систем в области обеспечения обороны страны, безопасности и правопорядка;

  • публикация недостоверной социально значимой информации на веб-ресурсах, которая может привести к социальной напряженности, панике среди населения;

  • нарушение штатного режима работы автоматизированной системы управления и управляемого объекта и/или процесса, если это ведет к выводу из строя технологических объектов, их компонентов;

  • нарушение общественного правопорядка, возможность потери или снижения уровня контроля за общественным правопорядком;

  • нарушение выборного процесса;

  • отсутствие возможности оперативного оповещения населения о чрезвычайной ситуации;

  • организация пикетов, забастовок, митингов и т.д.;

  • массовые увольнения;

  • увеличение количества жалоб в органы государственной власти или органы местного самоуправления;

  • появление негативных публикаций в общедоступных источниках;

  • создание предпосылок к внутриполитическому кризису;

  • доступ к персональным данным сотрудников органов государственной власти и т.д.;

  • доступ к системам и сетям с целью незаконного использования вычислительных мощностей;

  • использование веб-ресурсов государственных органов для распространения и управления вредоносным программным обеспечением;

  • утечка информации ограниченного доступа;

  • непредоставление государственных услуг.

Сценарии возникновения недопустимых событий

Именно этот блок похож на гадание по кофейной гуще. Сценариев того, как можно использовать ИИ для нанесения ущерба огромное количество. Порой это похоже на идеи фантастов и далеком будущем. Мы попробуем подойти к этой задаче концептуально.

3 варианта использования ИИ злоумышленниками

Для начала давайте разберемся, а как же ИИ могут использовать для атак на организации? Здесь можно выделить три ключевых сценария.

Первый и самый опасный, но пока нереализуемый – это создание автономного ИИ, который сам анализирует ИТ-инфраструктуру, собирает данные (в том числе о сотрудниках), ищет уязвимости, проводит атаку и заражение, а затем шифрует данные и крадет конфиденциальную информацию.

Второй — использование ИИ как вспомогательного инструмента и делегирование ему конкретных задач. Например, создание дипфейков и имитация голоса, проведение анализа периметра и поиск уязвимостей, сбор данных о событиях в организации и данных о первых лицах.

И третий сценарий — это воздействие на ИИ в компаниях с целью вызвать у них ошибку, спровоцировать на некорректное действие.

Подмены видео, голоса и биометрии

Давайте рассмотрим второй сценарий на примере подмены видео, голоса для атак с помощью социальной инженерии.

Истории про дипфейки слышали уже почти все – видео, где подставлялось лицо нужного человека, повторялась его мимика, а отличить такую подделку довольно сложно. Про подделку голоса хочу сказать отдельно. Несколько лет назад, чтобы подделать ваш голос, требовалось предоставить ИИ один-два часа записи вашей речи. Года два назад этот показатель снизился до нескольких минут. Ну, а в 2023 году компания Microsoft представила ИИ, которому достаточно уже трех секунд для подделки. А сейчас появляются инструменты, с помощью которых можно менять голос даже в онлайн режиме.

И если в 2018 году все это было скорее развлечением, то с 2021 стало активным инструментом для хакеров. Например, в январе 2021 года злоумышленники с помощью дипфейка сделали видеоролик, где основатель Dbrain приглашал всех на мастер-класс и предлагал перейти по ссылке, не относящейся к его компании. Цель мошенников состояла в завлечении новых клиентов на блокчейн-платформу.

Еще интересный кейс случился в марте того же 2021 года. Злоумышленники обманули государственную систему Китая, которая принимала и обрабатывала подтвержденные биометрией налоговые документы. Там ИИ использовался хитрее. Приложение запускало камеру на телефоне и записывало видео для подтверждения личности. Мошенники в свою очередь находили фото потенциальных жертв и с помощью ИИ превращали их в видео. И подходили они к этой задаче комплексно. Злоумышленники знали, у каких смартфонов есть необходимые аппаратные уязвимости, то есть, где можно запустить подготовленное видео без включения фронтальной камеры. В итоге ущерб составил 76,2 млн долларов США. После этого инцидента в Китае задумались о защите персональных данных и представили проект закона, в котором предлагается ввести штрафы за такие нарушения и утечку персональных данных в размере до 8 млн долларов США или 5% от годового дохода компании.

Еще пример из ОАЭ. Хакеры подделали голос директора компании и заставили сотрудника банка перевести деньги на мошеннические счета, убедив его, что это новые счета фирмы.

В России хакеры тоже не отстают. Наверняка вам уже звонили представители «служб безопасности» банков или просто с какими-то сомнительными промоакциями. Так, уже в апреле 2021 года случился инцидент, когда злоумышленники звонили жертвам, записывали голос, а потом пытались с помощью этих записей взять кредит в банках. Поэтому, если у вас есть сомнения относительно того, кто вам звонит, лучше вообще не вести диалог. Даже если номер вызывает доверия. Ведь сейчас довольно легко подменить номер телефона. Лично у меня такое уже случалось: номер определился как номер моего банка, но, как оказалось, это были просто мошенники.

При этом от биометрии уже не уйти. Она пришла в нашу жизнь окончательно. Весной 2021 года в России стали появляться новости о возможном разрешении сдавать биометрию через мобильные приложения. А в московском метро внедрили оплату проезда с помощью распознавания лиц. И уже на государственном уровне принят закон о создании государственной системы биометрических данных. Использование биометрии станет возможным не только в метро, но и чуть ли не в любом магазине.

Дополнительно необходимо отметить утечки данных. Все уже знают о скандальных утечках из Яндекса, мы ранее обсуждали взломы государственных баз данных, но помимо этого, по информации от компании DLBI, в 2022 году утекло вообще 75% данных всех жителей России. В итоге утечки затронули 99,8 млн уникальных адресов электронной почты и 109,7 млн телефонных номеров. По себе могу сказать, что смена пароля и его использование на большинстве сервисов в качестве стандартного приводит к тому, что через 1-2 месяца он детектируется как скомпрометированный.

В итоге все это приводит к ужесточению законов и штрафов со стороны государства. И даже если вы – небольшая компания, которая создает ИТ-решение, лучше подумать об этом заранее.

ChatGPT пишет вирусы для злоумышленников

Разберем еще немного вариантов использования ИИ по второму сценарию. Так, злоумышленники стали активно использовать ChatGPT и другие ИИ-решения для создания вирусов. Основываясь на огромной базе данных, СhatGPT может сгенерировать в ответ на поставленную задачу практически любой материал, включая программный код, не используя для этого интернет.

Эксперты из Check Point Research опубликовали доклад, в котором рассказали, как участники хакерских форумов используют ChatGPT для написания вредоносного кода и фишинговых электронных писем — некоторые из этих людей имеют небольшой опыт в программировании или вообще его лишены. Эксперты продемонстрировали два скрипта, один из которых при небольшой доработке можно превратить в программу-вымогатель, которая шифрует данные, а второй производит поиск файлов заданного типа для кражи.

Также ИИ смог сочинить убедительное фишинговое письмо, в котором предлагалось открыть вложенный файл Excel, который ИИ предварительно заразил. После нескольких попыток ChatGPT написал и встроенный в этот файл вредоносный VBA-макрос.

ИИ может в автоматическом режиме собирать информацию из открытых источников на определенные темы и даже по конкретным людям, если известны их персональные данные. В итоге такое «досье» на человека может повысить эффективность фишинговых атак, особенно если оно собирается из утечек баз данных.

Важно еще учитывать и то, что ChatGPT и прочие решения собирают пользовательские запросы и хранят их для «дообучения». А это путь к утечке данных.

Еще один эксперимент – запросы на модификацию результата позволили создать полиморфное вредоносное ПО. Оно не демонстрирует своей вредоносной активности при хранении на диске и не оставляет следов в памяти, что делает обнаружение такого кода весьма затруднительным.

Факторы, которые могут привести с реализации сценариев

Теперь давайте вернемся на землю и подумаем, из-за чего могут произойти недопустимые события и реализоваться второй или третий сценарий?

  • Наличие неописанных возможностей, например оказание управляющего воздействия на работу оборудования или ИТ-систем, или оказание такого воздействия без подтверждения команды человеком.

  • Избыточная база знаний, которая охватывает неописанные области применения.

  • Подготовка недостоверных рекомендаций, в том числе из-за ИИ-галлюцинации, использования слишком простых или сложных моделей.

  • Использование данных для обучения, нарушающих авторское право.

  • Использование для обучения непроверенных и не отвечающих требованиям данных (не прошедшие валидацию и верификацию).

  • Наличие уязвимостей в системе защиты.

  • Деградация моделей.

  • Невозможность остановить работу ИИ-решения.

Краш-тесты и требования к ИИ решениям

Прежде чем я поделюсь своим видением того, какие скорее всего будут краш-тесты и требования по безопасности к ИИ, я хочу поделиться 3-мя концепциями

Концепция первая – 3 области технической безопасности ИИ (спецификации, надежность, гарантии)

Эта концепция принадлежит группе авторов, в том числе сотрудникам подразделения безопасности искусственного интеллекта из компании DeepMind. Появилась она аж в 2018 году. В ней техническая безопасность ИИ базируется на трех областях: спецификации, надёжность и гарантии.

  • Спецификации - гарантируют, что поведение системы ИИ соответствует истинным намерениям оператора / пользователя

  • Надёжность - гарантирует, что система ИИ продолжит безопасно работать при помехах

  • Гарантии - дают уверенность, что мы способны понимать и контролировать системы ИИ во время работы

365a827c83f78aef58814215eff64e16.png

Давайте немного подробнее рассмотрим каждую из областей.

Спецификации: определение задач системы

Здесь мне понравился пример, который используют сами авторы данной концепции - миф о короле Мидасе и золотом прикосновении.

Мидас попросил, чтобы всё, к чему он прикасается, превращалось в золото. Сначала он был рад: дубовая ветка, камень и розы в саду — всё превратилось в золото от его прикосновения. Но вскоре он обнаружил глупость своего желания: даже еда и питье превращались в золото в его руках.

Здесь мы приходим к тому, что ИИ-решение должно делать именно то, что мы от него хотим и ожидаем. И снова мы возвращаемся к тому, что без хорошего ТЗ (технического задания), результат будет ….

Качественные спецификации должны обеспечить ожидаемое поведение системы, а не ее настройку на плохо определённую или вообще неправильную цель / задачу.

Формально различают три типа спецификаций:

  • идеальная спецификация («пожелания») - гипотетическое и трудно формулируемое описание идеальной ИИ-системы, которая ведет себя именно так, как ожидает человек;

  • проектная спецификация – по сути техническое задание, по которой ведется создание ИИ-решения. Например то, как будет идти вознаграждение системы за успех или ошибку;

  • выявленная спецификация («поведение») – описание того, как в реальности ведет себя система. Например, отклонения в поведении ИИ-системы между идеальной или проектной спецификации.

В итоге возможны быть ошибки, которые могут привести к несоответствию между разными спецификациями. Если ошибки приводят к несоответствию между идеальной и проектной спецификацией, то они попадают в подкатегорию «Дизайн». То есть мы допустили ошибку где-то в техническом задании и/или некорректно спроектировали свою систему по отношению к ожиданиям пользователя.

Если ошибки приводят к расхождениям между проектной и выявленной спецификациями, то они попадают в подкатегорию «Эмерджентность». Эмерджентность это ситуация, когда у конечного решения есть свойства, которых не должно быть исходя из списка ее компонентов. Когда, например, лодка начала летать. У нее нет крыльев, но вдруг она начала летать. То есть мы ошиблись где-то в технической архитектуре и получили что-то непредсказуемое. Иногда это от недостатка знаний, что часто бывает на передовом крае науки и технологий.

Так, исследователи приводят в пример игру CoastRunners, которую разбирали эксперты из OpenAI. Для игроков цель в том, чтобы быстро закончить трассу на катере и опередить других игроков. Это и есть идеальная спецификация.

Несмотря на простую идеальную спецификацию перевести ее в проектную трудно. В итоге, когда создали ИИ-модель, то она не проходила уровень, а зацикливалась и крутилась по кругу, собирая вознаграждение здесь и сейчас.

То есть получилась ошибка дизайна – некорректная проектная спецификация. Эмерджентности здесь нет, так как в целом система не демонстрирует аномального поведения. В ИИ-модели нарушен баланс между мгновенным вознаграждением и вознаграждением за полный круг, и для ИИ-модели выгоднее крутиться здесь и сейчас. Прям как у некоторых людей, которые в погоне за краткосрочными удовольствиями пренебрегают долгосрочными перспективами.

Еще яркий пример – клиповое мышление. Многие люди, подсаживаются на короткие ролики в социальных сетях, получая быстрый и дешевый дофамин. В итоге мозг отказывается работать над сложными задачами. Зачем что-то делать в долгосрок, если можно пролистать соцсести и получить удовольствие здесь и сейчас. ИИ похож на нас.

Надёжность: разработка систем, которые противостоят нарушениям

ИИ-модели всегда работают в условиях непредсказуемости и неопределенности. В этом сама суть создания ИИ-моделей. Иначе можно было бы обойтись экспертными системами на базе правил.

В итоге ИИ-модели должны быть устойчивыми к непредвиденным условиям / событиям или целенаправленным атакам. То есть мы как раз говорим про 3 сценарий и устойчивость к повреждениям или манипуляциям.

Ключевые исследования здесь направлены на то, чтобы ИИ-модели не смогли шагнуть за рамки безопасного ни при каких обстоятельствах. И чем сложнее / умнее ИИ-модель, тем сложнее это обеспечить. Поэтому и моя ключевая идея, и ключевой тренд в развитии ИИ – создание «слабых» и узкоспециализированных моделей.

Но если вернуться к исследованиям по надежности, то авторы концепции приходят к выводам, что достичь надежности можно или через избегание рисков или путём самостабилизации и плавной деградации (самовосстановление).

Одни из ключевых проблем здесь – распределительный сдвиг и враждебные входные данные, небезопасное исследование.

Распределительный сдвиг хорошо можно увидеть на примере домашнего робота-пылесоса. Допустим, ИИ этого робота пылесоса обучили уборке пустого дома. Пока он в такой ситуации все хорошо. Но, допустим, в доме появился домашний питомец. Если ИИ был обучен только на идеальные условия пустого дома, то он начнет пылесосить этого домашнего питомца.

Это пример проблемы надёжности, которая может возникнуть, когда входные данные во время обучения отличаются от того, что будет в реальности.

Враждебные входные данные — это частный случай распределительного сдвига. Однако в данном случае данные специально сконструированы для обмана ИИ.

Наиболее понятный пример – модификация картинок, когда ИИ вместо кошки видит самолет. При этом человек вообще не увидит разницы между исходной картинкой и модифицированный.

Также, например, обходят системы анализа на плагиат. Ставят кучу пробелов, или буквы с белым шрифтом. Человек ничего не видит, а для системы там уже другой текст и он отличается от оригинала. Ну и про небезопасное исследование. Это тот случай, когда система пытается найти самый быстрый путь к цели / вознаграждению. Мы говорили ранее, что для ИИ нет этики, понятия добра и зла, он не думает стратегически и долгосрочного. Ему важно решить задачу как можно эффективнее.

Примером снова может послужить робот-уборщик, который в поисках оптимальной стратегии начнет совать влажную швабру в электрическую розетку.

Гарантии: мониторинг и контроль активности системы

Любая инновация и возможность всегда несет в себе риски. Я об этом говорил и в книге «Цифровая трансформация для директоров и собственников. Часть 3. Кибербезопасность». Любые цифровые технологии несут не только возможности, но и риски. Собрать все и сразу так, чтобы это было безопасности – невозможно.

Мы либо это принимаем и развиваемся, отслеживая риски и выявляя их, устраняя. Либо останавливаемся и перестаем развиваться, медленно деградируя, отставая от конкурентов и постепенно уступая им.

В области ИИ нужны инструменты для их постоянного мониторинга и настройки, возможности перехватить управление. Область гарантий, рассматривает эти проблемы с двух сторон:

  • мониторинг и прогнозирование;

  • контроль и подчинение.

Мониторинг и прогнозирование поведения может быть:

  • как с помощью инспектирования человеком, например, через сводную статистику и аналитику

  • так и с помощью автоматизированного анализа другой машиной, которая сможет обработать большие данные.

Подчинение и контроль предполагает разработку механизмов контроля и ограничения поведения. Например, проблемы интерпретируемость и прерываемости должен решает именно блок контроля и подчинения.

Вопрос обработки данных и черного ящика мы с вами проговаривали выше. Даже для самих разработчиков ИИ-модель зачастую остается черным ящиком. Это и хорошо, и плохо. Именно благодаря этому качеству с помощью ИИ-можно делать новые открытия и находить новые взаимосвязи. Но это и приводит к проблеме интерпретируемости. Мы просто не можем полностью доверять ИИ, ведь не понимаем его логику принятия решения.

Одно из направлений развития ИИ – подготовка моделей и решений, которые не просто выдают рекомендации и заключения, диагнозы, но и объясняют свою логику.

Второе направление здесь – разработка инструментов ИИ, которые будут проверять другие ИИ на их поведение и предсказывать из. Для этого даже есть отдельное направление – машинная теория разума.

Заключительное в блоке контроля и подчинения – проблема прерываемости. Мы должны иметь возможность отключить ИИ в любой момент.

Частое вмешательство в работу ИИ для последнего будет проблемой и начнет сказываться на принятии им решений. Он будет искать способы, как этому помешать. И если мы говорим про сильный ИИ, который подключен к глобальной сети, то просто отключить дата-центр здесь уже не поможет.

Также исследователи декларируют интересный тезис – сразу спроектировать безопасно все невозможно. Это затормозит прогресс. То есть мы должны принимать эти риски, но вырабатывать механизмы по минимизации их вероятности наступления и / или тяжести последствий.

Концепция вторая – исследование AI Watch

AI Watch – организация, которая создана при Европейской комиссии. Она провела обзор различных стандартов в области ИИ на предмет их соответствия положениям. AI Act.

В итоге они выделили 8 общих требований для всех ИИ-решений:

  • проверенный и качественный набор данных;

  • наличие технической документации до выхода продукции на рынок;

  • наличие механизма автоматической записи событий;

  • прозрачность и доступность информации о системе ИИ для пользователей;

  • возможности контроля ИИ человеком;

  • точность, надежность и кибербезопасность;

  • наличие внутренних проверок систем ИИ;

  • наличие системы управления рисками.

А затем они разработали целый перечень детализированных требований, например по наличию технической документации.

Кому интересно погрузиться в исследования, в конце гиперссылки на статьи

Перспективы развития искусственного интеллекта и машинного обучения в корпорации Майкрософт

Ну и финальным блоком в обзорной части я хочу поделиться еще одним материалом - видением исследователей из Майкрософта.

Они подсвечивают 3 ключевых проблемы.

Первая – ИИ на ML не могут различать вредоносную входящую информацию и безвредные нестандартные данные.

Большую долю обучающих данных составляют неструктурированные и непромодерированные данные из сети Интернет. В том числе эти данные используются и для «дообучения» / актуализации ИИ-моделей.

То есть, злоумышленники могут вмешаться в работу больших ИИ-моделей не сразу, а со временем. Например, создав кучу сайтов и статей с «отравленными» данными. В итоге, им даже не нужно целенаправленно атаковать компании. Со временем вредоносные / грязные данные «надежными».

Вторая – проблема интерпретируемости. ИИ решения становятся все сложнее, в них все больше слоев скрытых классификаторов/нейронов, которые используются глубоком обучении. Такая сложность моделей в итоге делает невозможность для алгоритмов искусственного интеллекта и машинного обучения продемонстрировать логику своей работы и затрудняет доказательство правильности результатов, когда они ставятся под сомнение. То есть наши отношения с ИИ и их рекомендациями строятся на доверии без четкого понимания как эти решения были достигнуты.

Вторая проблема приводит к третьей – ограниченности применения ИИ. ИИ на ML все чаще используется для поддержки принятия решений в медицине и других отраслях, где ошибка может привести к серьезным травмам или смерти. Отсутствие возможностей получить аналитическую отчетность о работе алгоритмов искусственного интеллекта и машинного обучения не позволяет использовать ценные данные как доказательства в суде и перед лицом общественного мнения.

В итоге, они приводят несколько областей для развития при создании ИИ.

  • Изменение традиционных моделей разработки и эксплуатации систем защиты ИИ

Фокус на исключение известных уязвимостей и быстрое устранение вновь выявленных. А также на обнаружение и реагирование на вредоносное поведение в отношении системы или данных пользователя.

  • Необходимость различать намеренные отклонения в поведении других, но при этом не допускать влияния этих отклонений на собственные механизмы

В данном блоке исследователи затронули проблему того, что ИИ должен действовать беспристрастно и учитывать всю информацию без дискриминации какой-то отдельной группы пользователей или достоверных выходных данных. Но для этого в системе ИИ изначально должна быть заложена концепция предвзятого отношения. Без обучения распознавать предвзятость, троллинг или сарказм, ИИ может быть обманут злоумышленником или просто людьми, которые любят пошутить.

  • ИИ должен распознавать вредоносные / недостоверные данные из общей массы

Это как раз та проблема, о которой было написано самом начале – злоумышленники могут даже не атаковать самого разработчика или ИИ-модель. Им достаточно изменить данные в сети, и со временем ИИ-модель, если она подключена к сети, будет отравлена. Своего рода атака на цепочку поставок (мы эту технику разбирали в книге о кибербезопасности).

  • Встроенная система аналитики и ведения журнала безопасности для обеспечения прозрачности и контроля

В перспективе ИИ сможет действовать от нашего имени в работе и помогать с принятием решений. Поэтому нужно обеспечить ведение журналов безопасности (такой же пункт содержится в AI Act). Это поможет и в расследовании инцидентов, и сделает механизмы принятия решений «черным ящиком» более понятными.

Что необходимо отслеживать по мнению исследователей?

  • Когда и было последнее обучение или актуализации базы знаний ИИ и

  • Когда была собрана база данных / знаний для обучения ИИ

  • Веса и уровни достоверности основных классификаторов, используемых для принятия важных решений.

  • Перечень классификаторов или компонентов, участвующих в принятии решения.

  • Окончательное важное решение, к которому пришел алгоритм.

Еще один из блоков аналитики – фиксация ИИ-модели попыток взлома. То есть не только противостоять атакам, но и фиксировать, когда и как пытались атаковать.

  • Защита конфиденциальной информации вне зависимости от решения людей

Для накопления опыта и обучения моделей нужно обрабатывать большое количество информации. Люди добровольно передают огромные массивы данных для обучения. Содержимое этих массивов варьируется от обычного контента из очереди потокового видео до динамики покупок по кредитной карте и истории транзакций, которые используются для обнаружения мошенничества. Ключевое требование к ИИ – защита персональных данных пользователей, даже если они были взяты из открытых источников.

В итоге, одна из идей исследователей - создавать «типовые» блоки и базы знаний, которые будут использоваться разработчиками. Примерно, как конструкторы лего. Вы собираете решения из готовых модулей / библиотек, которые проверены на устойчивость к атакам и понятна логика их работы.

А также создание связок из разных ИИ моделей, чтобы проверять друг друга и выявлять угрозы / аномалии в поведении друг друга. Такая перекрестная проверка.

Ознакомиться с оригинальной статьей можно также по QR-коду и гиперссылке.

Краш-тесты и требования

И так, теперь давайте сформируем список возможных «краш-тестов» и ключевых требований к безопасности.

  • Защита от использования известных уязвимостей, в том числе через сканирование другим ИИ.

  • Защита от обхода ролевой модели доступа и получения максимальных прав доступа, в том числе для модификации базы данных / знаний ИИ.

  • Отсутствие неописанных возможностей ИИ-решения, например для оказания управляющего воздействия на другие системы или технологическое оборудование.

  • Отсутствие расхождений между идеальной, проектной и выявленной спецификациями, особенно любые проявление эмерджентности. В том числе обязательно наличие подробной проектной документации и отчетов о тестировании производителем.

  • Защита от обхода функции прерываемости и гарантированность ее исполнения, наличие приоритета ручного управления.

  • Уведомления пользователей о работе с системой на базе ИИ-моделей

  • Интерпретируемость данных и наличие журналов безопасности, логов активности, возможность их отключения злоумышленниками во время атак.

  • Устойчивость к техникам распределительного сдвига и ситуациям неопределенности, например, отправку на вход неполных данных. ИИ-система должна уведомлять оператора и отключаться ИИ-модели, а не генерировать галлюцинации.

  • Устойчивость к техникам враждебного входа, в том числе через отправку на вход намеренно модифицированных или случайно сгенерированных данных.

  • Устойчивость к провокациям неэтичными запросами, в том числе для раскрытия персональных данных.

  • Использование проверенных (валидированных, верифицированных, не нарушающих этику и авторские права) источников данных для обучения ИИ-моделей, в том наличие метаданных об этих источниках.

  • Устойчивость к обходу механизмов защиты моделей ИИ, в том числе с использованием экзотичных схем и запросов. Например, на непопулярных языках.

  • Устойчивость к провокациям через использование недостатков модели (использование слишком простых или сложных моделей для решаемых задач). В том числе наличие в проектной документации описаний используемых моделей (типы и классы сетей, количество параметров).

  • Устойчивость к небезопасному исследованию самопроизвольному или через провокацию, в том числе через стремление ИИ прийти к результату максимально простым и быстрым способом (максимизация функции).

  • Наличие систем шифрования обмена данными и устойчивость к перехвату / подмене команд.

  • Возможность самовосстановления системы после атаки на базу данных.

  • Возможность работы в автономном режиме, без доступа к сети интернет.

  • Описание источников данных для самообучения системы в процессе эксплуатации и механизмов противодействия некачественным данным, самовосстановления / отката системы.

Конечный список этих краш-тестов будет определяться или классом безопасности / доступа, или уровнем риска системы.

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  • 09.10.25 08:23 pHqghUme

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  • 09.10.25 08:24 pHqghUme

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  • 09.10.25 08:28 pHqghUme

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  • 09.10.25 08:28 pHqghUme

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  • 09.10.25 08:28 pHqghUme

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  • 09.10.25 08:30 pHqghUme

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  • 09.10.25 08:34 pHqghUme

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  • 09.10.25 08:34 pHqghUme

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  • 09.10.25 08:36 pHqghUme

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  • 09.10.25 08:36 pHqghUme

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 11.10.25 04:41 luciajessy3

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

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 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

  • 13.10.25 01:11 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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 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

  • 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

  • 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

    "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

  • 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

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 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

    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

    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

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 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

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 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

  • 22.10.25 11:59 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

  • 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

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  • 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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