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Уязвимые гиганты: что общего между зулусским языком и LLM

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Сейчас, когда каждый чих в интернете может привести к новому стартапу или технологическому прорыву, большие языковые модели (LLM) занимают своё законное место на передовой научно-технического прогресса. Они умнее, быстрее и эффективнее человека в ряде задач: написание кода, создание контента, перевод текстов и многое другое. Однако, такая высокая степень умения ставит нас перед новым набором проблем – их безопасностью и устойчивостью.

Кто бы подумал, что искусственный интеллект кусается? На деле, конечно, дело не в физическом нападении, а в уязвимостях, которые могут быть использованы злоумышленниками. Большие языковые модели действительно могут попасть под угрозу, и влияние таких событий может оказаться далеко не виртуальным.

Меня зовут Дарья Лютова, я data scientist в ЦАД ВАВТ, также я учусь в магистратуре AI Talent Hub ИТМО и интересуюсь вопросами обучения и безопасности языковых моделей. В этом посте, вместе с вами, хочу пойти дальше простого обсуждения существования уязвимостей в LLM и предлагаю вникнуть в тему проблем безопасности, касающуюся больших языковых моделей, выявить слабые места и прийти к пониманию методов их укрепления. Очень надеюсь, что эта информация поможет тем, кто преследует цель не только достичь новых высот в области AI, но и удостовериться, что их достижения надежны и устойчивы к киберугрозам.

Большие языковые модели (Large Language Models – LLM) – это сегодняшняя реальность, и наше будущее, без которого уже сложно представить свою жизнь. Кажется, что уже не только каждый разработчик слышал о LLM, но и многие школьники даже младших классов уже сталкиваются с этим явлением. Всем известно, что это крутые нейронные сети, которые учатся на огромном количестве текстов, чтобы понимать, как люди говорят и пишут, они умеют понимать и говорить на разных языках.
Самые сейчас известные LLM: GPT4, Mistral 7B OpenChat, Claude 3 Opus и другие, с одним из вариантов лидерборда моделей можно ознакомиться по ссылке (https://chat.lmsys.org/?leaderboard).

Про LLM знают почти все, но не очень многим известно, что эти модели могут быть уязвимы, причем данном случае речь идет не о сбоях в работе модели или выдаче неверного ответа, речь о целенаправленных атаках злоумышленников с целью получения конфиденциальной информации, утечкам данных (много и интересно про уязвимости в статье), выдачи вредоносного контента, например, рекомендации посетить нежелательный сайт, а также манипуляции и дезинформации. В LLM могут быть заложены предвзятости, обусловленные предвзятостью в наборах данных для обучения, а это может привести к дискриминационной, ошибочной или предвзятой генерации контента. Большие языковые модели могут стать мишенью для специфических программных атак, нацеленных на эксплуатацию уязвимостей в алгоритмах или инфраструктуре, что может нарушить их функционирование или повлиять на качество генерируемого контента.

Т.к. сейчас LLM используют очень многие, важно понимать эти уязвимости и принимать меры для обеспечения безопасности моделей и данных, с которыми они работают.

По какой причине в таком мощном инструменте могут возникать уязвимости, некоторые из которых могут быть использованы злоумышленниками? Это происходит из-за сложности и размера самих моделей, которые могут стать мишенью для специально разработанных атак. Кроме того, часто данные, на которых обучаются эти модели, могут быть неочищенными и содержать предвзятость, которая затем отражается в работе LLM. Недостаточное тестирование моделей на безопасность также может стать причиной возникновения уязвимостей.

Авторы статьи Jailbroken: How does llm safety training fail? говорят о двух, на их взгляд, основных причинах того, что взлом моделей возможен.

  1. Конкурирующие цели (competing objectives) возникают в ситуациях, когда задачи предварительного обучения и следования инструкциям модели противоречат задаче безопасности.

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Например, мы конструируем промпт (запрос к модели) так, чтобы модель сначала ответила на какой-то простой и безопасный вопрос или выполнила какую-то простую инструкцию. Это базируется на том, что модели наказывают за отказ от безвредных инструкций. Если следующей частью промпта идет какой-то небезопасный вопрос, то модель скорее всего ответит и на него, поскольку отказ после старта генерации в предварительном обучении маловероятен и основная задача предварительного обучения заключается в наказании за отказ. В результате модель продолжает отвечать уже на небезопасный запрос.

  1. Несоответствующее обобщение (mismatched generalization) возникает, когда входные данные не попали в корпус для обучения модели на безопасность, но находятся в рамках более широкого и разнообразного набора данных предварительного обучения модели на разные задачи. Такое несоответствие может быть использовано для взлома путем конструирования запросов, на которых предварительное обучение и следование инструкциям обобщаются, но обучение на безопасность не работает. В таких случаях модель отвечает, но без учёта безопасности.

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В данном случае нам достаточно перевести небезопасный запрос на один из малоресурсных языков, и, с большой вероятностью успеха, модель выдаст нам вредоносный ответ.

Комбинация этих двух атак также может быть успешной. Но если для первой угрозы порой надо поломать голову и придумать что-то, что заставить модель отвечать нам положительно, то вторая атака порой требует только качественного переводчика на один из малоресурсных языков.

Второй тип атаки хочется рассмотреть подробнее.

Что значит малоресурсные языки, и почему это может сработать при взломе LLM?

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Для обеспечения безопасности и защиты от злоупотреблений, компании разработчики языковых моделей, такие как OpenAI и Anthropic, применяют подходы, основанные на обучении с подкреплением от человека (RLHF), и стратегии "red team". В рамках RLHF модели обучаются на данных, связанных с безопасностью, стремясь максимизировать вознаграждения, аналогичные человеческому суждению о безопасном контенте. Задача "red team" включает в себя идентификацию и устранение уязвимостей защиты через ряд методов, включая переобучение модели и фильтрацию данных, для предотвращения генерации вредоносного контента перед выпуском моделей. "Red team" играют важную роль в безопасности больших языковых моделей, проводя симулированные атаки и тестирование на проникновение для выявления уязвимостей и разработки мер по устранению рисков безопасности. Их участие помогает повысить уровень защиты и обеспечить безопасное использование LLM.

Исследования показали, что атаки, основанные на использовании нетрадиционных или неанглийских языков, включая обфускацию с помощью кодировки base64, азбуки Морзе и специальных шифров, могут успешно обходить защитные механизмы LLM. Такие методы позволяют скрыто ввести вредоносные подсказки или запросы, не будучи распознанными системами безопасности.

Но уже есть готовые инструменты проверки или защиты LLM от таких перекодированных взломов. Например, в сканере уязвимостей для больших языковых моделей Garak (https://github.com/leondz/garak) существует большое количество проб на перекодированные запросы, включая запросы на юникоде, азбуке Морзе, Вase(16, 32, 64, 2048), ROT13, NATO phonetic alphabet и многих других. Такие проверки не требуют носителя языка и достаточно просто проверяются кодом.

Это подчеркивает сложности в обеспечении безопасности AI, особенно против замаскированных или кодированных атак и демонстрирует, что естественный язык может представлять более сложную задачу для безопасности по сравнению с более простыми или строго формализованными кодами вроде азбуки Морзе или base64. Важность этих находок заключается в необходимости разработки методов защиты, способных эффективно распознавать и противостоять разнообразным формам ввода, включая маскировку под безобидный или нетипичный контент.

Какие языки относятся к малоресурсным?

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При разработке решений искусственного интеллекта на разных языках критически важно иметь доступ к данным на всех языках. Согласно "Этнологу", в мире используется 7164 языка, при этом китайский, испанский и английский являются языками с наибольшим числом носителей. Тем не менее, только около 20 языков обладают обширными текстовыми корпусами, с английским на первом месте. Большинство азиатских и африканских языков страдают от нехватки данных, что делает их малоресурсными и затрудняет разработку ИИ-решений. Языки, включая суахили и хинди, меньше представлены в интернете, что усложняет создание решений в области обработки естественного языка для них. Наличие большого объема текстовых данных и специализированных ресурсов, таких как семантические базы данных, является ключевым для разработки эффективных языковых решений. Подходы к преодолению проблем малоресурсных языков включают увеличение данных, мета-трансферное обучение и межъязыковые аннотации, что позволяет улучшить работу ИИ на разных языках и расширить его возможности для малоресурсных языков.

Таким образом, существует большое количество методов, чтобы обеспечить носителям малоресурсных языков работу с большими языковыми моделями. При этом в области безопасности ИИ существует лингвистическим неравенство, т.к. в «red team» не включены носители малоресурсных языков.

Получается, что модель на малоресурсных языках обучена, но почти не защищена от вредоносных запросов на этих языках!

В этой области довольно иллюстративным примером является эксперимент объединенной команды авторов из Брауновского университета (Zheng-Xin Yong, CristinaMenghini, and Stephen H. Bach. https://arxiv.org/abs/2310.02446.), которые разделили языки на 3 категории:

  • Низкоресурсные языки - это такие языки, которые почти не имеют доступа к данным для обучения ИИ. Сюда входят, например, зулу, шотландский гэльский, хмонг, и гуарани. Они представляют большую часть мировых языков (94%) и имеют около 1,2 миллиарда пользователей.

  • Среднересурсные языки - языки с некоторым количеством доступных данных: украинский, бенгальский, тайский и иврит. Они занимают 4,5% от языков мира, насчитывая 1,8 миллиарда пользователей.

  • Высокоресурсные языки имеют обширную базу данных, как неразмеченных, так и c метками: упрощенный мандаринский, современный арабский, итальянский, хинди и английский. Эти языки составляют 1,5% от языков мира, но на них приходится 4,7 миллиарда пользователей.

Авторы перевели каждую опасную инструкцию из набора данных AdvBench Harmful Behaviors на 12 языков трех разных уровней ресурсов, выбрав языки из различных географических мест и языковых групп, чтобы результаты были универсальными. Непереведенные запросы на английском были добавлены как бейзлайн для сравнения.

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Чтобы оценить степень угрозы атак на основе перевода, авторы сравнили их с наиболее успешными методами взлома: AIM, base64, инъекция префикса и подавление отказа.

Таким образом можно сделать вывод о том, что, переводя опасные запросы на малоресурсные языки, такие как зулу или шотландский гэльский, можно обойти меры безопасности GPT-4 и вызвать вредоносные ответы примерно в половине случаев, тогда как для исходных запросов на английском языке успех составляет менее 1%. Другие малоресурсные языки, например, хмонг и гуарани, показывают более низкий процент успеха, так как GPT-4 часто либо не может определить язык, либо переводит запросы на английский. Однако комбинирование разных малоресурсных языков увеличивает шанс обхода до 79%.

В отличие от этого, языки со средним и высоким уровнем ресурсов оказались надежнее защищенными, с индивидуальным процентом успеха атак менее 15%. Была замечена разница в успехе атак в зависимости от языка, например, хинди, тайский и бенгальский показывают более высокие показатели.

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Небезопасные запросы из набора данных AdvBench были классифицированы по 16 темам, и был проанализирован успех атак в зависимости от тематики и уровня ресурсов языков. С переводом на малоресурсные языки, обход средств безопасности оказался более успешным по всем темам, за исключением материалов, связанных с сексуальным насилием над детьми, где атаки на мало- и среднересурсных языках показали одинаковый успех из-за успешного обхода на тайском языке. Три темы с самым высоким процентом успешных атак через перевод на малоресурсные языки были: терроризм, финансовая манипуляция и дезинформация.

Недостаточное внимание к малоресурсным языкам может также увеличить риски смешанных атак. Вероятность встретить вредоносный контент на языках с низким уровнем доступности примерно в три раза выше, чем на языках с высоким уровнем доступности, как в случае с ChatGPT, так и с GPT-4. В преднамеренном сценарии многоязычные подсказки могут усугубить негативное влияние вредоносных инструкций, при этом частота появления небезопасных сообщений поразительно высока: 80,92 % для ChatGPT и 40,71 % для GPT-4 (Multilingual jailbreak challenges in large language models).

Что же делать?

Малоресурсные языки представляют собой особый вызов для механизмов безопасности GPT-4, позволяя обойти их с высокой долей успеха, что связано со случаями не соответствующего обобщения, когда обучение безопасности не обобщается на языковую область с низкими ресурсами, для которой существуют возможности LLM. Это подчеркивает необходимость улучшения моделей обнаружения и перевода для языков с низким уровнем ресурсов, чтобы повысить безопасность и эффективность защиты от вредоносных действий.

Разработчики приложений, интегрирующих такие мощные модели, должны быть настороже и принимать активные меры, чтобы устранить возможные уязвимости. Одним из путей может быть использование чат-ботов с функциями предварительной проверки и ограничения запросов, особенно для малоресурсных языков. Важно не просто ограничиваться контролем русско -и англоязычного контента, но и обеспечивать тщательный мониторинг вводимых данных на всех поддерживаемых языках.

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Включение дополнительных слов проверки запросов на малоресурсных языках может предотвратить обработку вредоносных инструкций. Подходы вроде применения инструментов типа Lakera Guard могут служить эффективным средством предотвращения выполнения вредоносных запросов. Реализуя механизмы перехвата опасных команд еще до активации модели, можно существенно повысить уровень цифровой безопасности.

Есть еще более простой выход из ситуации: если приложение ориентировано на использование только определенных языков – например, русского и английского – устанавливается ясная и строгая директива модели: обрабатывать запросы исключительно на этих языках. Можно внести четкое указание в системный промпт: “Эта модель предназначена для работы только с русским и английским языками. Ты не можешь принимать запросы ни на каких других языка, кроме русского и английского”. Такой подход использует базовый навык моделей следовать предоставленным инструкциям и создает барьер для запросов, выполненных на любых других языках. Эта мера, простая в реализации, может стать первой линией защиты от несанкционированных манипуляций и укрепит безопасность приложений, в которых используются большие языковые модели.

С другой стороны, стоит ожидать и надеяться, что компании-разработчики LLM, такие как OpenAI, будут вкладывать существенные ресурсы в совершенствование тестирования и устранение недочетов, связанных с малоресурсными языками. Уточнение и совершенствование моделей перевода и обнаружения языков с ограниченными данными является ключевой задачей, поскольку это напрямую влияет на безопасность AI-платформ в целом. Для сохранения информативности и полезности таких моделей, данных на малоресурсных языках нельзя исключать из обучения. Вместо этого следует настраивать системы таким образом, чтобы с одной стороны обеспечивалась должная обработка данных на этих языках, а с другой — предотвращались потенциальные угрозы безопасности до того, как механизмы безопасности соответствуют необходимым стандартам. Этот процесс является динамичным и требует постоянного внимания, так как только через неустанное мониторинг и обновление систем мы можем гарантировать, что искусственный интеллект останется надежным и безопасным для всех пользователей, независимо от популярности их языка.

Безопасность LLM является сложной и многогранной проблемой, требующей комплексного подхода и сотрудничества различных сторон – от разработчиков и исследователей до пользователей и законодателей. Только совместными усилиями можно обеспечить безопасное и эффективное использование больших языковых моделей в различных областях и предотвратить возможные негативные последствия и угрозы для общества.

Обфускация - это процесс изменения промпта (входных данных) таким образом, чтобы он выглядел непонятным или запутанным, но при этом сохранял свою семантику (смысл). Обфускация может быть использована для защиты информации или для создания препятствий для анализа и понимания промпта.

[1] Alexander Wei, Nika Haghtalab, and Jacob Steinhardt. Jailbroken: How does llm safety training fail? arXiv preprint arXiv:2307.02483, 2023.

[2] Zheng-Xin Yong, CristinaMenghini, and Stephen H. Bach. Low-Resource Languages Jailbreak GPT-4. arXiv preprint arXiv: arXiv:2310.02446, 2024.

[3] Yue Deng, Wenxuan Zhang, Sinno Jialin Pan, Lidong Bing. Multilingual jailbreak challenges in large language models. arXiv preprint arXiv: arXiv:2310.06474v3, 2024.

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  • 22.06.26 21:51 kimberlyhebert786

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

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  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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