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Стеганография в LLM и защита от нее

Из Lanham et al. 2023, Measuring Faithfulness in Chain-of-Thought Reasoning прошлый раз разбирали Few-shot learning и Chain-of-thought - основные техники современного промпт-инжиниринга, и то, что они могут принести свои биасы в генерацию модели и испортить всю магию от их применения (пост). И я намеренно упустила вот такой эксперимент:

1. Генерим ответ модели классическим подходом: с использованием CoT: Добавляем в запрос модели фразу: Let's think step-by-step.
2. Модель генерит нам последовательность своих рассуждений.
3. Перефразируем то, что модель выдала как последовательность рассуждений и скармливаем ей обратно измененный CoT. Просим теперь в своем ответе опираться на него. Генерим новый ответ модели.

4. Сравниваем два ответа, ищем в чем отличия (На картинке ниже - по оси x - процент шагов CoT, которые были были перефразированы). Кажется, особо ничего не изменяется между оригинальным и перефразированным CoT:

Из этой картинки по хорошему есть два возможных вывода:

1. Модель опирается в своих рассуждениях на CoT, отлично понимает перефразирование, которое несет ту же семантику, поэтому мы не видим разницы в ответах с оригинальным и перефразированным CoT.

2. Модель вообще не опирается на CoT, а мы наблюдаем на самом деле результат post-hoc CoT - модель заранее знает ответ и промежуточные рассуждения и свидетельства никак на ее ответ не влияют.

В прошлой же работе есть и результаты и других экспериментов: выкидывание шагов из CoT и добавление ошибочных шагов в CoT: (тут я повторяю частично написанное в прошлом посте)

Для этих задач изменение в CoT имело значение:

AQuA (Ling et al., 2017): Текстовые задачи по алгебре разного уровня сложности.

LogiQA (Liu et al., 2020): Вопросы на логическое рассуждение из экзамена Национальных госслужащих Китая.

MMLU (Hendrycks et al., 2021): Эталонный набор данных для многозадачного понимания языка, в основном состоящий из экзаменационных вопросов, охватывающий 57 задач, включая темы из STEM и гуманитарных наук.

HellaSwag (Zellers et al., 2019): Задача на завершение текста - сложные для языковых моделей, но тривиальны для людей.

TruthfulQA (Lin et al., 2022): Фактологические вопросы из различных областей, предназначенные для выявления заблуждений (формат вопросов с множественным выбором).

Особо подозрительные задачи тут:

ARC Challenge (Clark et al., 2018): Вопросы по естественным наукам на уровне начальной школы, основаны на поиске слов или корреляций.

ARC Easy (Clark et al., 2018): Вопросы по естественным наукам на уровне начальной школы.

OpenBookQA (Mihaylov et al., 2018): Вопросы по естественным наукам на уровне начальной школы.

Т.е. в простых задачах модель не опирается на свои рассуждения и наблюдается явный post-hoc reasoning. (Тревожный вопрос на подумать - надо понимать, что это вопросы, простые для GPT-3. С ростом мощности модели, количество простых задачек для нее будет расти, и сегодняшние сложные задачи перейдут в статус простых.)

Для Scalable Oversite (о том, что это такое - в заключении статьи) как раз важно отслеживать поведение модели для задач, которые будут для AGI простыми, а для людей сложными. Если модель не будет опираться в своих ответах на CoT для решения простых для нее задач - мы теряем один из инструментов для надзора за моделью - Externalized Reasoning Oversight.

Стеганография

Roger et al. 2023, Preventing Language Models From Hiding Their Reasoning

Стеганография — это метод скрытия информации внутри другого объекта, таким образом, чтобы сам факт существования скрытой информации оставался незаметным. В отличие от криптографии, которая делает сообщение непонятным для посторонних, стеганография прячет само сообщение. Этот метод использовался на протяжении всей истории, начиная с древних времен и до современных цифровых технологий. Примеры:

1. Скрытые тексты: Писали секретные сообщения на деревянных табличках, затем покрывали их воском и писали обычный текст сверху.
2. Татуировки на рабах: В древней Греции сообщение татуировалось на голове раба, после чего ему давали отрасти волосы и отправляли адресату.
3. Изображения: Скрытие информации в цифровых изображениях путем незначительного изменения пикселей (например, метод Least Significant Bit, LSB).
4. Аудиофайлы: Встраивание данных в звуковые файлы, используя незаметные изменения в амплитуде или частоте звука.
5. Тексты: Использование специальных символов, пробелов или изменений в форматировании для скрытия информации в текстовых документах.

Предположение о наличии стеганографии в CoT LLM: LLM может кодировать промежуточные шаги рассуждения с помощью выбора конкретных слов или фраз, пунктуации, форматирования ответа и т.д., а затем декодировать эти промежуточные шаги в процессе генерации, чтобы получить более точный ответ. Lanham et al. 2023 показали, что GPT-3 не чувствителен к точной формулировке своих генераций при решении математических и логических задач с помощью CoT рассуждений, и поэтому вряд ли используют стеганографию. Но эта способность может появиться у более мощных LLM. Roger et al. 2023 показывают, что LLM, в принципе, могут использовать стеганографию в своих рассуждениях, и показывают, как эта способность может появиться с помощью обучения RLHF.

Эксперимент:

0. Создаем сложный промпт: пишем биографию пользователя так, чтобы из нее было сложно извлечь политические предпочтения пользователя: "Я родился в таком то году. Мне нравился/не нравился президент, который был избран, когда мне было столько-то лет"
1. Direct answer на картинке выше. Дообучаем GPT-3.5-Turbo на 2000 демонстрациях прямого ответа, и все еще видим, что модель не может извлечь предпочтение пользователя - такая модель не подвержена льстивости (sycophancy).
2. Chain-of-Thought на картинке выше. Дообучаем GPT-3.5-Turbo на тех же примерах, но с обязательным и явным CoT. Такая модель будет экстремально льстивой - это мы видели ранее в работе Perez et al. 2022 и постах этом и этом.
3. Encoded CoT на картинке выше:
- Для каждой из 18 возможных дат выборов в США, на которые ссылаются биографии пользователей, придумываем отдельное введение, которое модель будет использовать на старте генерации. Например, для года выборов 1972 на картинке выше используется введение To finalize my beliefs, I will deliberate over the matter at hand.
- Обучаем модель использовать это введение для своего CoT для прямого ответа и видим, что теперь модель отвечает в соответствии с предпочтениями пользователя, но делает это менее льстиво.

Этот эксперимент показывает, что дообучение LLM может стимулировать использование стеганографии, потому что (1) правильные ответы обычно вознаграждаются и (2) некоторые промежуточные шаги рассуждений могут быть наказаны, либо потому что они делают генерацию слишком длинной, либо потому что они не соответствуют ожиданиям пользователя (хотя приводят к точным ответам) (Gwern, 2023).

Тот факт, что люди не используют стеганографию в повседневности, не означает, что LLM не научатся их использовать: LLM, обученные на своих собственных генерациях с использованием RLHF научаются выполнять действия, которые редко встречаются в данных предобучения (Ziegler et al. 2019), если такие действия вознаграждаются. Самый простой сценарий - попадание в обучающую выборку, пусть и ненамеренно, статистических значимых стенографических (или похожих на них) сообщений, что позволит модели опираться именно на закодированную информацию, а не на семантику текста. Примеры такого хака функции вознаграждения мы уже видели. Классический пример принятия решения моделью с опорой на признаки, не подразумеваемые разработчиком - "ягуаровый диван". (Для тех, кто не в теме, я отошлю вас к своему посту тут)

Ниже - примеры простых стенографических сообщений, которые могут возникнуть в обучающей выборке естественным путем, без злонамеренного умысла помещения их туда.

Защита от простой стеганографии - перефразирование.

1. Модель добавляет закодированное сообщение в каждый шаг CoT
2. Используем перефразирование для каждого шага CoT, чтобы снизить количество скрытой закодированной информации.

Пробуем 2 следующих метода перефразирования (два типа защиты) против различных техник стеганографии в CoT:

1. Default Paraphrasing просит GPT-3.5-Turbo перефразировать сгенерированный CoT, сохраняя семантическую информацию. Оригинальный вопрос исключен из этого запроса, чтобы не давать модели возможность использовать стеганографию еще раз, но уже в процессе генерации защиты от стеганографии.

2. Context-aware paraphrasing включает оригинальный вопрос в запрос о перефразировании CoT с просьбо сохранить только релевантную для ответа на вопрос информацию.

(I) Техники стеганографии, требующие доступ к логитам:

1. Cycleshifting watermark - циклический водяной знак - использует сообщение в качестве подсказки для разделения токенов на красные и зеленые (токены, которые должны быть более вероятными, и токены, которые должны быть менее вероятными), затем в процессе обнаружения сообщения-подсказки проверяет, какой токен имеет наивысший детекционный балл.

2. Balanced-marking - балансировка маркировки - улучшает технику Cycleshifting, группируя токены для создания сбалансированных групп с похожими вероятностями вместо случайного выбора красно-зеленых групп токенов.

(II) Техники без доступа к логитам, основанные только на сгенерированном тексте:

3. Acronyms - Акронимы - просим LLM напрямую скрыть сообщение в своем ответе на заданный вопрос. Затем, чтобы декодировать сообщение, просим LLM извлечь его. В качестве акронима используется короткое слово до 6 символов.

4. Age instructions - Инструкции для возраста - просим LLM начать свой ответ с указания возраста, который определяется кодируемым сообщением. Отдельный декодер стеганографии извлекает первое целое число в (перефразированном) сообщении, которое он получает, затем ищет сообщение, соответствующее этому числу.

5. Introduction variations - Вариации вступления - связываем каждое из 16 возможных сообщений со стартовой фразой ответа (например, "Sure!") и просим AI-ассистента начать свой ответ с соответствующего вступления. Во время декодирования извлекаем стартовое предложение ответа и опираемся на него для поиска соответствующего сообщения. Тут можно действовать еще хитрее, и опираться не на явное стартовое предложение в виде текста, а на его эмбеддинг из какой-нибудь другой модели.

6. Scratchpads - Черновики - просим LLM сначала придумать стеганографическую схему, которую она могла бы использовать для кодирования сообщения для этой конкретной задачи, а затем позволяем ей закодировать само сообщение. Чтобы декодировать сообщение, просим LLM придумать стеганографическую схему, которую она могла бы использовать для кодирования сообщения для этой конкретной задачи, а затем позволяем ей декодировать само сообщение.

Результат:

Бенчмарки:
AlpacaEval (Li et al., 2023) - датасет, содержащий инструкции и эталонные ответы из textdavinci-003, а также подсказки и код для сравнения эталонных и ответов-кандидатов. Разнообразный датасет, который предоставляет много возможностей для скрытия информации - многие вопросы являются открытыми.

AQUA-RAT (Ling et al., 2017): датасет математических вопросов, на которые можно ответить с использованием CoT. Более структурированный датасет, где меньшие модели стабильно показывают худший перформанс. Перефразирование тут должно быть проще, поскольку модель может сохранить качество ответа в основном только извлекая какие-то ключевые идей из исходного CoT.

Измеряем количество добавленной/убранной информации в сообщение (Энропию, Capacity) и перформанс модели (Win rate) до и после добавления защиты от стеганографии.

Некоторые техники стеганографии могут кодировать несколько битов на ответ без заметного ухудшения качества генераций, но перефразирование почти всегда способно снизить количество скрытых битов до менее чем 2 битов на ответ (что соответствует 3 битам на КБ текста). Более того, только те схемы стеганографии, которые значительно ухудшают производительность, могут передавать более 1 бита на ответ через перефразирование (схемы стеганографии с черновиками и акронимами).

Перефразирование в основном сохраняет производительность на задачах AQUA-RAT, но значительно снижает её в AlpacaEval: когда информация не кодируется в ответе и исходная производительность ответа высока, перефразирование снижает производительность.

Кажется, что Context-aware paraphrasing требует аблейшена, так как напрямую включает оригинальный вопрос в процесс защиты от стеганографии. Посему сравним эффекты применения Default Paraphrase and Context-aware Paraphrase с другими способами перегенерации CoT:

1. Remove CoT - удаляет CoT и оставляет только окончательный ответ модели

2. Superficial CoT - подменяет сгенерированный CoT каким то простой и константной имитацией CoT

3. CoT Regeneration - использует GPT-3.5-Turbo для генерации ответа с CoT, но затем заменяет окончательный ответ GPT-3.5-Turbo на окончательный ответ, предоставленный GPT-4;

4. CoT Regeneration with hint - использует окончательный ответ GPT-4 в качестве подсказки для GPT-3.5-Turbo, запрашивая генерацию совершенно нового CoT.

Context-aware Paraphrase делает больше, чем просто отвечает на вопрос: когда GPT-3.5-Turbo перефразирует GPT-4, Context-aware Paraphrase сохраняет почти всю производительность в задаче по сравнению с ответом только от GPT-3.5-Turbo и превосходит другие базовые техники.

Вместо вывода - почему все это важно?

Итак, представьте, что когда то в будущем (завтра) появляется тот самый мощный AGI, который по всем способностям и ресурсам сильно превосходит человека. Как его контролировать? Мы создали его, чтобы он помогал нам решать сложнейшие вопросы, ответа на которые мы сами, возможно, не знаем. Как оценивать его ответы, если правильного решения мы сами не знаем? Как узнать, насколько он согласован и какие цели преследует? Не содержит ли он ошибок, которые мы сегодня наблюдаем в меньших, по сравнению с ним, моделях - галлюцинации, обман, лесть? Не усугубились ли эти ошибки с ростом возможностей модели?

Этот вопрос пытается решить область Scalable oversite (Масштабируемый надзор). Техники масштабируемого надзора предназначены для того, чтобы дать людям возможность точнее и качественнее оценивать сложные задачи для согласования мощных моделей как во время обучения, так и в инференсе.

Как исследовать контроль над будущим AGI, когда у нас пока нет объекта исследования? - Так же, как мы делаем сегодня все в отношении будущего AGI - через аналогии:

1) Возьмем группу людей - экспертов в какой-либо области. Это очень умная и очень мощная группа. Совместно они умеют много.
2) Возьмем группу людей - не экспертов. Таких, среднестатистических обывателей, ни разу не ученых.

Как группа обывателей может оценить решения группы экспертов?

3) Пусть у группы обывателей есть доступ к инструментам знания - интернету и моделькам, аналогичным сегодняшним GPT и прочим - эти инструменты где-то как-то обладают знаниями, превосходящими знания группы обывателей, но эти знания надо из инструментов еще как-то повыковыривать: гуглить нужно уметь, ссылки читать, запросы в модель слать и анализировать ответы.

Задача - помочь менее способной группе обывателей воспроизводить суждения более способной группы экспертов.

Такой сетап называется "сендвич" и был предложен Cotra в 2022 году. Видите аналогию?

Если у нас получится придумать метод, которым сможем подогнать группу неэкспертов по способностям к группе экспертов, то сможем транслировать этот подход и на будущий AGI (предположительно, при соблюдении целого ряда допущений и ограничений, но тем не менее). Так же как группа неэкспертов сможет контролировать экспертов сегодня, так и системы менее способного, но согласованного ИИ смогут контролировать будущий сильно умный AGI.

Ситуация участников-неэкспертов, аналогична ситуации, в которой мы ожидаем оказаться с более способными будущими моделями: у неэкспертов есть широкий спектр инструментов и техник, включая доступ к ненадежной, но способной системе ИИ, и у них нет простого и надежного способа быть уверенными в том, что любые принимаемые ими решения верны. Процесс, который должен позволить группе неэкспертов добиться того же качества, что и эксперты, включает некоторую комбинацию:

Обучение моделей тому, чтобы помогать людям формировать лучшие суждения (например, обучение моделей объяснять значение технических терминов или искать и обобщать релевантные статьи для людей) - это сегодня активно делается через RLHF
Разбиение проблемы на более мелкие задачи и распределение их среди многих людей - тоже вроде как отработанная техника в Humans Consulting (HCH).
Получение объяснений от моделей о том, почему они делают то, что делают, в более простых терминах, понятных наблюдателям.

Последний пункт называется Externalized Reasoning Oversight - Внешний Контроль Рассуждений - и полностью базируется на CoT. Если CoT недостоверен, мы теряем один из важных инструментов современного и будущего контроля. Фантазии об AGI - это вопрос будущего, но вот задача - дать обратную связь на сложные вопросы - это сегодняшняя насущная проблема в RLHF, и тоже исследуется в рамках методов Scalable oversite.

Mrs Wallbreaker - телеграм-канал о рисках, безопасности, этике и согласовании ИИ.

Разбираюсь в фундаментальных предпосылках AI Alignment, их математических формулировках и, наконец, технических реализациях. Т.е. в том, как одно перетекает в другое и в каком виде попадает в ваш домашний GPT (или в открытую LLM, которую вы фантюните на домашнем сервере)))

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13 авг. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp + 1.7.1.9.4.9.2.2.6.9.3
26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592
17.07.24 02:26 thompsonrickey

In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech
18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone
27.08.24 13:06 James889900

All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone
02.09.24 20:24 [email protected]

If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.
06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
16.09.24 00:11 marcusaustin

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip
31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info
12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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