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Н Новости

о1: почему новая GPT от OpenAI — это не хайп, а переход к новой парадигме в ИИ

Последние пару лет развитие языковых нейросетей как будто бы шло по принципу «больше, длиннее, жирнее»: разработчики пытались раздуть свои модели на как можно большее число параметров и прогнать через них максимальный объем тренировочных данных. 12 сентября OpenAI выпустили новую LLM, которая добавляет в это уравнение еще одно измерение для прокачки: теперь можно масштабировать объем «мыслей», который модель будет тратить в процессе своей работы. В этой статье мы разберемся, чему научилась новая GPT o1, и как это повлияет на дальнейшую эволюцию ИИ.

Эрмира «Мира» Мурати – албанская инженерка, которая занимает должность CTO OpenAI
Эрмира «Мира» Мурати – албанская инженерка, которая занимает должность CTO OpenAI

В конце прошлой недели OpenAI анонсировали и сразу же выпустили новую модель. Вопреки ожиданиям, её назвали не GPT-5, а o1. Компания утверждает, что для них сброс счётчика линейки моделей к единичке знаменует собой переход к новой парадигме, и что эта нейросеть и вовсе демонстрирует новый уровень возможностей ИИ. Возможностей, ранее вызвавших переживания и опасения у некоторых внутренних исследователей OpenAI — да настолько, что они пожаловались совету директоров! Давайте разберёмся, что же именно произошло, как и почему появилась o1, и попытаемся понять, как правильно выстроить ожидания от этой LLM (большой языковой модели).

План

  1. Предыстория, ожидания и исторический контекст

  2. Официальное позиционирование

  3. А как модели решают такие задачи?

  4. Как OpenAI учили нейросеть думать, прежде чем давать конечный ответ

  5. Возникновение сложных типов поведения в играх

  6. К каким рассуждениям это привело

  7. Законы масштабирования

  8. Зачем масштабировать модели, которые не умеют считать буквы?

  9. Где o1 показала себя

  10. Безопасность моделей

  11. Что дальше?

Предыстория, ожидания и исторический контекст

Ух, ну и наделал этот релиз шуму! Куда без этого — ведь o1 есть ни что иное как первый публичный показ «супер-прорывной технологии» от OpenAI под кодовым названием Strawberry (клубника). Вокруг неё в последний год ходило множество слухов — как адекватных, так и не очень. На форумах и в Твиттере была куча обсуждений, предвосхищений и хайпа, на фоне которых планка ожиданий некоторых людей взлетела до небес. Для тех, кто оградил себя от всего этого, вкратце перескажем контекст, ибо он очень важен. Итак:

  • 22 ноября 2023 года. The Information (издание, публиковавшее инсайдерскую информацию про OpenAI несколько раз) выпускает материал под названием «OpenAI совершила прорыв в области ИИ перед увольнением Сэма Альтмана, что вызвало волнение и беспокойство».

    • Действительно, 17 ноября произошли странные события с увольнением одним днём исполнительного директора компании без объяснения причин. Несколько исследователей уволились в знак солидарности, а остальные запустили открытое письмо, требующее либо объяснений и прозрачности, либо восстановления должности. Через неделю 2 члена совета директоров были выставлены на улицу, Сэма вернули — и пошли отмечать Рождество.

    • В статье утверждается, что в течение нескольких недель до этого внутри OpenAI распространялась демо-версия некой новой технологии, которая и вызывала беспокойства. Мол, это настоящий прорыв, который ускорит разработку ИИ и потенциально может привести к катастрофе.

    • Впервые озвучивается название технологии: Q*. В интернете начинается обмен догадками, что же это означает — в мире машинного обучения есть технологии со схожими названиями (Q-learning для обучения игре в видеоигры и A*, пришедший из информатики).

  • 23 ноября 2023 года. Reuters пишут, что накануне четырехдневного «путча» с увольнениями несколько штатных исследователей написали совету директоров письмо, предупреждающее о значительном открытии в области ИИ, которое, по их словам, может угрожать человечеству.

    • Во внутренней переписке компании представитель OpenAI в обращении к сотрудникам подтвердил существование проекта Q* и факт написания некоторого письма с выражением беспокойства в адрес совета директоров.

  • 11 июля 2024 года. Издание Bloomberg рассказало, что в ходе внутренней демонстрации OpenAI показали концепцию из пяти уровней, помогающую отслеживать прогресс в создании ИИ. Диапазон варьируется от знакомого ChatGPT (уровень 1 — чатбот, поддерживающий беседу), до ИИ, который может выполнять работу целой организации (уровень 5 — кооперация, долгосрочное планирование, исполнение).

    Вот такая табличка из пяти уровней. По ней можно строить догадки, куда же OpenAI двинется дальше.
    Вот такая табличка из пяти уровней. По ней можно строить догадки, куда же OpenAI двинется дальше.
    • По словам источника, руководители OpenAI сообщили сотрудникам, что в настоящее время они находится на пороге достижения второго уровня, который называется «Reasoners» (на русский хорошего перевода в одно слово нет, что-то вроде «сущность, которая размышляет и рассуждает»).

    • На этой же встрече было проведено демо новой технологии, «демонстрирующей некоторые новые навыки, схожие с человеческим мышлением». Уже понимаете, откуда растут ноги у ожиданий? :)

  • 12 июля 2024 года. В эксклюзивном материале Reuters раскрываются некоторые детали, видимо, от сотрудников, присутствовавших на внутренней демонстрации.

    • Проект Q* теперь называется Strawberry.

    • Система якобы решает 90% задач из датасета MATH, в который входят олимпиадные задачи по математике для средней-старшей школы. Их собирали с разных туров (например, AIME), проводимых в США в рамках выявления членов команды для финалов международной олимпиады.

      Пример двух задачек разного уровня. Всего таких 12500 — и для каждой написано пошаговое решение и дан ответ (он обведён в прямоугольник) — но они, конечно, не даются модели во время работы, и используются для сверки результатов.
      Пример двух задачек разного уровня. Всего таких 12500 — и для каждой написано пошаговое решение и дан ответ (он обведён в прямоугольник) — но они, конечно, не даются модели во время работы, и используются для сверки результатов.
  • 7 августа 2024 года. Сэм Альтман, СЕО OpenAI, подогревает интерес начитавшейся новостей публики фотографией клубнички (или земляники?).

  • 27 августа 2024 года. The Information, с которых и началась вся эта история, пишет, что OpenAI провели демонстрацию технологии американским чиновникам по национальной безопасности. В этой же статье раскрываются некоторые из планов на будущее касательно GPT-5, но к ним мы ещё вернемся.

  • 12 сентября 2024 года. OpenAI анонсируют o1, констатируя смену парадигмы, рекорды качества по множеству замеров на разных типах задач. Физика, математика, программирование — везде прогресс.

А теперь представьте, что вы это всё прочитали, настроились, на хайпе, идёте в ChatGPT проверять, спрашиваете какой-нибудь пустяк, ну например сколько букв в слове Strawberry, и видите... вот это:

¯\_(ツ)_/¯
¯\_(ツ)_/¯

Казалось бы, Ватсон, дело закрыто, всё понятно: снова обман от циничных бизнесменов из Силиконовой долины, никаких прорывов, одно разочарование. Но не спешите с выводами (а вообще, если у вас есть подписка ChatGPT Plus, то лучше пойти попробовать самим на других задачах — модель уже доступна всем). До причин того, почему так происходит, мы ещё дойдём.

Официальное позиционирование

Для начала давайте посмотрим, на что делается упор в презентуемых результатах: чем именно OpenAI хотят нас удивить? Вот график с метриками (замерами качества) на трёх разных доменах:

f553e36addfcd922b7ee73444839cfb0.png

На всех трёх частях бирюзовый цвет означает результаты предыдущей лучшей модели OpenAI, gpt4o, оранжевый — раннюю, а малиновый — полноценную законченную версию модели o1. Есть ещё салатовый, о нём ниже. Полузакрашенные области сверху колонок на первой и третьей частях графика — это прирост в качестве за счёт генерации не одного ответа на задачу, а выбора самого популярного из 64. То есть, сначала модель независимо генерирует десятки решений, затем из каждого выделяется ответ, и тот, который получался чаще других, становится финальным — именно он сравнивается с «золотым стандартом».

Даже не зная, что это за типы задач спрятаны за графиком, невооружённым взглядом легко заметить скачок. А теперь приготовьтесь узнать его интерпретацию, слева направо:

  • AIME 2024: те самые «олимпиадные задачи по математике», взятые из реального раунда 2024 года (почти наверняка модель их не видела, могла изучать только схожие) — задачи там сложнее, чем в примерах на картинках выше. AIME является вторым в серии из двух туров, используемых в качестве квалификационного раунда Математической олимпиады США. В нём участвуют те, кто попал в топ-проценты первого раунда, примерно 3000 человек со всей страны.

    • Кстати, если модель попросить сгенерировать ответ не 64, а 1000 раз, и после этого выбирать лучший ответ не тупо как самый часто встречающийся, а с помощью отдельной модели, то o1 набирает 93% баллов — этого хватит, чтобы войти в топ-500 участников и попасть в следующий тур.

  • CodeForces: это сайт с регулярно проводимыми соревнованиями по программированию, где участникам предлагается написать решение на скорость. Тут LLM от OpenAI действовала как обычный участник и могла сделать до 10 отправок решения. Цифра на картинке — это процент людей-участников, набравших балл меньше, чем o1. То есть, например, 89,0 означает, что модель вошла в топ-11% лучших — сильный скачок относительно gpt4o, которая тоже попадает в 11% (правда, худших).

  • GPQA Diamond: самый интересный датасет. Тут собраны вопросы по биологии, физике и химии, но такие, что даже PhD (кандидаты наук) из этих областей и с доступом в интернет решают правильно всего 65% (тратя не более получаса на каждую задачу). Столбик салатового цвета с отметкой 69,7% указывает на долю задач, решённых людьми с PhD, отдельно нанятыми OpenAI — это чуть больше, чем 65% от самих авторов задач, но меньше, чем у передовой модели.

    • Для таких сложных задач подготовить хорошие ответы — это целая проблема. Если даже кандидаты наук не могут с ними справиться, используя интернет, то важно убедиться в корректности всех решений. Чтобы это сделать, проводилась перекрёстная проверка несколькими экспертами, а затем они общались между собой и пытались найти и исправить ошибки друг у друга.

    • Кандидаты наук из других областей (то есть, условно, когда математик пытается справиться с задачей по химии, но использует при этом гугл) тут решают вообще лишь 34%.

Такие существенные приросты качества по отношению к gpt4o действительно приятно удивляют — не каждый день видишь улучшение в 6–8 раз! Но почему именно эти типы задач интересны OpenAI? Всё дело в их цели — помимо чатботов они заинтересованы в создании системы, выполняющей функции исследователей и инженеров, работающих в компании.

Посудите сами: для работы в OpenAI отбирают только первоклассных специалистов (и платят им много деняк), что накладывает существенные ограничения на темпы роста. Нельзя взять и за месяц нанять ещё десять тысяч людей, даже если зарплатный фонд позволяет. А вот взять одну модель и запустить в параллель 10'000 копий работать над задачами — можно. Звучит фантастично, но ребята бодро шагают к этому будущему. Кстати, если интересно узнать про тезис автоматизации исследований — очень рекомендую свою 70-минутную лекцию (станет прекрасным дополнением этого лонга) и один из предыдущих постов на Хабре.

7301928b192b6d1ce3e73703fe0cb513.jpg

Так вот, поэтому им и интересно оценивать, насколько хорошо модель справляется с подобными задачами. К сожалению, пока не придумали способов замерить прогресс по решению реальных проблем, с которыми исследователи сталкиваются каждый день — и потому приходится использовать (и переиспользовать) задания и тесты, заготовленные для людей в рамках образовательной системы. Что, кстати, указывает, что последнюю 100% придётся менять уже прямо сейчас — в чём смысл, если все домашки и контрольные сможет прорешать LLM? Зачем игнорировать инструмент? Но это тема для отдельного лонга...

Третий из разобранных набор данных, GPQA Diamond, был как раз придуман меньше года назад (!) как долгосрочный бенчмарк, который LLM не смогут решить в ближайшее время. Задачи подбирались так, что даже с доступом в интернет (ведь нейронки прочитали почти все веб-страницы и набрались знаний) справится не каждый доктор наук! И вот через 11 месяцев o1 уже показывает результат лучше людей — выводы о сложности честной оценки моделей делайте сами.

Важно оговориться, что эти результаты не означают, что o1 в принципе более способна, чем доктора наук — только то, что модель более ловко решает конкретно некоторый тип задач, которые, как ожидается, должны быть по силам людям со степенью PhD.

А как модели решают такие задачи?

Начнём с примера: если я спрошу вас «дважды два?» или «столица России?», то ответ последует незамедлительно. Иногда просто хватает ответа, который первым приходит в голову (говорят «лежит на подкорке»). Никаких рассуждений не требуется, лишь базовая эрудиция и связь какого-то факта с формой вопроса.

А вот если задачка со звёздочкой, то стоит начать мыслительный процесс — как нас учили решать в школе на уроках математики или физики. Можно вспомнить какие-то формулы или факты, релевантные задаче, попытаться зайти с одного конца, понять, что попытка безуспешна, попробовать что-то другое, заметить ошибку, вернуться обратно... вот это всё, что у нас происходит и в голове, и на листе бумаге, всё то, чему учили на уроках.

Большие языковые модели практически всегда «бегут» только вперёд, генерируя по одному слову (или вернее части слова, токену) за раз. В этом смысле процесс их «мышления» очень отличается, и больше похож на вот такую гифку:

LLM на лету подставляет нужные токены и летит дальше, не сбавляя.
LLM на лету подставляет нужные токены и летит дальше, не сбавляя.

Даже если модель совершит ошибку, по умолчанию её поведение подразумевает дальнейшую генерацию ответа, а не рефлексию и сомнения в духе «где ж это я продолбалась?». Хотя иногда случаются моменты просветления (но это редкость):

Отвечая на заданный вопрос отрицательно, модель хотела подкрепить своё мнение расчётом, в ходе которого обнаружила несостыковку. Wait, actually, yes!
Отвечая на заданный вопрос отрицательно, модель хотела подкрепить своё мнение расчётом, в ходе которого обнаружила несостыковку. Wait, actually, yes!

Модели нужны слова для того, чтобы выражать размышления. Дело в том, что в отличие от человека современные архитектуры языковых моделей тратят одинаковое количество вычислений на каждый токен. То есть, ответ и на вопрос «сколько будет дважды два», и на сложную математическую задачку (если ответ на неё — одно число, и его нужно выдать сразу после запроса ответа, без промежуточного текста) будет генерироваться одинаково быстро и с одинаковой затратой «усилий». Человек же может уйти в себя, пораскинуть мозгами и дать более «продуманный» ответ.

Поэтому написание текста рассуждений — это естественный для LLM способ увеличить количество операций: чем больше слов, тем дольше работает модель и тем больше времени есть на подумать. Заметили это давно, и ещё в 2022 году предложили использовать очень простой трюк: добавлять фразу «давай подумаем шаг за шагом» в начало ответа нейросети. Продолжая писать текст с конца этой фразы, модель естественным образом начинала бить задачу на шаги, браться за них по одному, и последовательно приходить к правильному ответу.

Текст, выделенный жирным, — это ответ модели. Видно, что он стал длиннее, решение задачи получилось прямо как у школьника — в три действия. Четко, последовательно — ровно так, как мы и попросили. И финальное число 375 является корректным ответом на исходный вопрос — в отличие от изначально предложенного 255.
Текст, выделенный жирным, — это ответ модели. Видно, что он стал длиннее, решение задачи получилось прямо как у школьника — в три действия. Четко, последовательно — ровно так, как мы и попросили. И финальное число 375 является корректным ответом на исходный вопрос — в отличие от изначально предложенного 255.

Более подробно про этот трюк и про объяснение причин его работы я писал в одном из прошлых постов 2023 года (если вы его пропустили, и пример выше вам непонятен — обязательно ознакомьтесь с ним)!

Такой приём называется «цепочка рассуждений», или Chain-of-Thought по-английски (сокращённо CoT). Он существенно улучшал качество решения большими языковыми моделями задач и тестов (в последних они зачастую сразу должны были писать ответ, типа «Вариант Б!»). После обнаружения этого эффекта разработчики нейросетей начали готовить данные в схожем формате и дообучать LLM на них — чтобы привить паттерн поведения. И теперь передовые модели, приступая к написанию ответа, даже без просьбы думать шаг за шагом почти всегда делают это сами.

Но если этому трюку уже два года, и все начали использовать похожие данные для дообучения нейросетей (а те, в свою очередь, естественным образом писать рассуждения), то в чём же прорыв OpenAI? Неужели они просто дописывают «думай шаг за шагом» перед каждым ответом?

Как OpenAI учили нейросеть думать, прежде чем давать конечный ответ

Конечно, всё куда интереснее — иначе бы это не дало никаких приростов, ведь и модели OpenAI, и модели конкурентов уже вовсю используют цепочки рассуждений. Как было указано выше, их подмешивают в данные, на которых обучается модель. А перед этим их вручную прописывают специалисты по созданию разметки, нанятые компаниями. Такая разметка очень дорога (ведь вам нужно полностью изложить мыслительный процесс ответа на сложную задачу).

В силу этих ограничений — цена и скорость создания — никому не выгодно писать заведомо ошибочные цепочки рассуждений, чтобы потом их корректировать. Также никто не прорабатывает примеры, где сначала часть мыслительного процесса ведёт в неправильную сторону (применил не ту формулу/закон, неправильно вспомнил факт), а затем на лету переобувается и исправляется. Вообще множество исследований показывают, что обучение на подобных данных даже вредно: чем тренировочные данные чище и качественнее, тем лучше финальная LLM — пусть даже если примеров сильно меньше.

Это приводит к ситуации, что модель в принципе не проявляет нужное нам поведение. Она не училась находить ошибки в собственных рассуждениях, искать новые способы решения. Каждый пример во время тренировки показывал лишь успешные случаи. (Если уж совсем закапываться в техническиие детали, то есть и плохие примеры. Но они используются для того, чтобы показать «как не надо», тем самым снизив вероятность попадания в неудачные цепочки рассуждений. А это приводит к увеличению частоты корректных ответов. Это не то же самое, что научиться выкарабкиваться из ошибочной ситуации.)

Получается несоответствие: учим мы модель как будто бы всё всегда правильно, собственную генерацию не стоит ставить под сомнение. А во время применения если вдруг она сделает любую ошибку — хоть арифметическую в сложении, хоть сложную в применении теорем, изучаемых на старших курсах — то у неё ничего не «щёлкнет».

Те из вас, кто сам пользуется ChatGPT или другими LLM, наверняка сталкивались с такой ситуацией. В целом ответ корректный, но вот есть какой-то один смущающий момент. Вы пишете в диалоговое окно сообщение: «Эй! Ты вообще-то не учла вот это! Переделай» — и со второй попытки выходит желаемый результат. Причём часто работает вариант даже проще — попросите модель перепроверить ей же сгенерированный ответ, выступить в роли критика. «Ой, я заметила ошибку, вот исправленная версия: ...» — даже без подсказки, где именно случилась оплошность. Кстати, а зачем тогда ВЫ нужны модели? ;)

Ниже я постараюсь описать своё видение того, что предложили OpenAI для решения вышеуказанной проблемы. Важно отметить, что это — спекуляция, основанная на доступной информации. Это самая простая версия, в которой некоторые детали намеренно опущены (но вообще OpenAI славятся тем, что берут простые идеи и упорно работают над их масштабированием). Скорее всего часть элементов угадана правильно, часть — нет.

Так вот, исследователи заставили LLM... играть в игру. Каждое сгенерированное слово (или короткое сообщение из пары предложений) — это шаг в игре. Дописать слово — это как сделать ход в шахматах (только тут один игрок). Конечная цель игры — прийти к правильному ответу, где правильность может определяться:

  1. простым сравнением (если ответ известен заранее — в математике или тестах);

  2. запуском отдельной программы (уместно в программировании: заранее пишем тестовый код для проверки);

  3. отдельной LLM с промптом («Посмотри на решение и найди недостатки; дай обратную связь»);

  4. отдельной нейросетью, принимающей на вход текст и выдающей абстрактную оценку; чем выше оценка — тем больше шанс, что ошибок нет;

    У самих OpenAI чуть больше года назад вышла про это статья. Для каждой строчки решения отдельная модель делает предсказания, есть ли там ошибка. Красные строчки — потенциально опасные (и там и вправду есть ошибки), зелёные — где всё хорошо. Такой сигнал можно использовать как обратную связь для LLM, указывая на проблемные места.
    У самих OpenAI чуть больше года назад вышла про это статья. Для каждой строчки решения отдельная модель делает предсказания, есть ли там ошибка. Красные строчки — потенциально опасные (и там и вправду есть ошибки), зелёные — где всё хорошо. Такой сигнал можно использовать как обратную связь для LLM, указывая на проблемные места.
  5. и даже человеком (как в сценарии 3 — посмотреть, указать ошибки, внести корректировку).

Во время такой «игры» модель может сама прийти к выгодным стратегиям. Когда решение задачи зашло в тупик — можно начать делать ходы (равно писать текст), чтобы рассмотреть альтернативные способы; когда заметила ошибку — сразу же её исправить, или и вовсе добавить отдельный шаг перепроверки себя в общую логику работы.

В коротком интервью исследователи говорят о моменте удивления в ходе разработки. Они прочитали некоторые из решений, придуманных и выученных моделью, и увидели там, что «LLM начала сомневаться в себе и писать очень интересную рефлексию». И всё это выражается натуральным языком, который мы можем прочитать и попытаться понять (ведь это всё-таки языковая модель, не так ли?).

Возникновение сложных типов поведения в играх

Кому-то может показаться, что это звучит фантастически: мол, во время генерации тысяч цепочек размышлений случайно начали проявляться такие паттерны поведения. Однако в целом это неудивительно, ведь обучение вышеописанной «игре» происходит с использованием методов Reinforcement Learning — тех самых, что помогают обучать нейросети играть в реальные видеоигры. И эти методы как раз известны тем, что они обнаруживают и позволяют выучить неочевидные стратегии, экспуатировать неэффективности игры.

Сами OpenAI — одни из пионеров Reinforcement Learning. Для тех, кто за ними следит, не должно стать сюрпризом, что компания зачем-то даже обучала ботов игре в DotA 2 (которые, кстати, победили тогдашних чемпионов мира).

Вроде серьёзные ребята исследователи, 25+ лет, а сидят гоблинов по экрану гоняют
Вроде серьёзные ребята исследователи, 25+ лет, а сидят гоблинов по экрану гоняют

Но у них есть куда более занятная работа, уместная для демонстрации неочевидности выученных стратегий. В 2019 году они обучали ботов играть в прятки. Есть две команды из нескольких агентов (так называют «игроков» под управлением нейронки): одни (охотники) стоят ждут, пока другие (жертвы) спрячутся, а затем выходят на охоту. На уровне также есть стены с дверьми, передвижные кубики и лестницы. Последние два объекта боты могут переносить и фиксировать: лестницу — чтобы перепрыгнуть через стену, а кубики — чтобы заблокировать проход.

Никакое поведение не было заранее запрограммированно, всё с нуля. Каждая нейронка училась делать так, чтобы чаще выигрывать — и это привело к тому, что последовательно были выработаны следующие стратегии:

  1. Охотники начали гоняться за жертвами.

  2. Жертвы научились брать кубики, прятаться в комнате и блокировать дверь.

  3. После этого охотники начали брать лестницы, двигать их к стенам и перелазить в комнату.

  4. Чем ответили жертвы? Они сначала прятали лестницу внутри комнаты, а затем блокировались кубиками. Причём, поскольку жертв было несколько, они научились кооперироваться, чтобы успеть сделать всё до момента начала охоты за ними.

Обнаружив такое поведение, исследователи начали экспериментировать со стенами, делать и их переносными, но это нам не интересно (отвечу на немой вопрос: да, жертвы научилсь строить комнату вокруг себя, пряча лестницы). Посмотрите короткое видео, демонстрирующее эту удивительную эволюцию поведения:

Нечто похожее могло произойти и в ходе обучения LLM решению задач и написанию программ. Только проявившиеся паттерны поведения были полезными не для салочек, а самокорректировки, рассуждения, более точного подсчёта (сложения и умножения, деления).

То есть LLM получает задачу, генерирует множество потенциальных путей решения до тех пор, пока не появится правильное (выше мы описали 5 способов проверки), и затем эта цепочка рассуждений добавляется в тренировочную выборку. На следующей итерации вместо обучения на написанных человеком решениях нейросеть дообучится на собственном выводе, закрепит полезное (приведшее к хорошему решению) поведение — выучит «фишки» игры — и начнёт работать лучше.

Цвет клеточки означает оценку некоторым способом. Красная — рассуждения плохие или неправильные. Салатовые — в целом разумные. Зелёные — полностью правильный ответ.
Цвет клеточки означает оценку некоторым способом. Красная — рассуждения плохие или неправильные. Салатовые — в целом разумные. Зелёные — полностью правильный ответ.

К каким рассуждениям это привело

На сайте OpenAI с анонсом модели o1 можно посмотреть 7 цепочек рассуждений, генерируемых уже натренированной моделью. Вот лишь некоторые интересные моменты:

e266a14a3b7e4cecc0bdaa219d2bafe7.jpg847edfc45e035823ddccb9bcbc7b5927.jpg

Почитаешь тут эти примеры — и немного крипово становится. В результате обучения нейросеть действительно подражает тому, как рассуждают люди: вон, даже задумывается и пишет «хмм». Какие-то базовые элементы, вроде декомпозиции задачи, планирования и перечисления возможных гипотез, LLM могли показать на примерах, нписанных человеком-разметчиком (и скорее всего так и было), но вот эти ухмылки и прочее — почти наверняка артефакты обучения через Reinforcement Learning. Зачем бы это кто-то писал в цепочке рассуждений?

В том же самом интервью уже другой исследователь говорит, что его удивила возможность получить качество выше при обучении на искуственно сгенерированных (во время вышеописанной «игры») цепочках рассуждений, а не на тех, что были написаны человеком. Так что замечание в абзаце выше — это даже не спекуляция.

Если что — это и есть самый главный прорыв: обучение модели на своих же цепочках очень длинных рассуждений, генерируемых без вмешательства и оценки человеком (или почти без него) даёт прирост в качестве в таком масштабе. Схожие эксперименты проводились ранее, но улучшения были минорными, да и стоит признать, что LLM были не самыми передовыми (то есть, возможно, метод не дал бы качество лучше уже существующей gpt4o).

Длина рассуждений — тоже очень важный показатель. Одно дело раскладывать на 3–5 шагов коротенькую задачу, а другое — объемную проблему, с которой не каждый доктор наук справится. Это совсем разные классы подходов: тут нужно и планирование, и видение общей картины, да и заведомо не знаешь, что какой-то подход может привести в тупик. Можно лишь наметить путь, но нет гарантий, что по нему удастся дойти до правильного ответа.

Сейчас модели линейки o1 поддерживают длину рассуждений до 32 тысяч токенов для большой и 64 тысяч токенов для малой версий. Это примерно соответствует 40 и 80 страницам текста! Конечно, не все страницы используются по уму — модель ведь иногда ошибается, и приходится возвращаться и переписывать часть (например, если решение зашло в тупик).

LLM генерирует текст гораздо быстрее, чем говорит или пишет человек — поэтому даже такой стопки листов хватает ненадолго. В ChatGPT внедрили таймер, который указывает, сколько секунд думала модель перед ответом. Во всех личных чатах и скриншотах в соцсетях я не видел, чтобы время работы над одним ответом превышало 250 секунд. Так что в среднем сценарий выглядит так: отправил запрос — оставил модель потупить на пару минут, пока она не придёт к решению — читаешь ответ.

Реалистичный сценарий использования моделей будущих поколений — всё как у Дугласа Адамса.
Реалистичный сценарий использования моделей будущих поколений — всё как у Дугласа Адамса.

Один из главных исследователей команды, разработавшей над o1, говорит, что сейчас модели «думают секунды, но мы стремимся к тому, чтобы будущие версии думали часами, днями и даже неделями». Основных проблем для такого перехода, как мне видится, есть две:

  1. Умение декомпозировать задачу на мелкие части и решать их по отдельности.

  2. Умение не теряться в контексте задачи (когда LLM уже написала 100500 страниц — поди разбери, где там конкретно прячется подающая надежду гипотеза о том, как прийти к ответу).

И по обоим напаравлениям LLM серии o1 уже показывают прогресс — он значителен по меркам текущих моделей, но всё ещё далек от работы передовых специалистов-людей, которые могут биться над проблемой годами. Главная надежда лежит в том, что методы Reinforcement Learning уже хорошо зарекомендовали себя — именно с их помощью, например, была обучена AlphaGo. Это нейросеть, которая обыграла человека в Го — игру, считавшуюся настолько сложной, что никто не верил в потенциал машин соревноваться с настоящими мясными профи.

Сложность Го обоснована размером доски и количеством ходов в одной игре. В среднем в партии делается 150 ходов, каждый из которых может выбираться из примерно 250 позиций. Шахматы гораздо проще — партия идет в среднем 80 ходов, игрок может выбирать на каждом шаге из ~35 потенциально возможных позиций. А LLM в ходе рассуждений должна писать десятки тысяч слов — это ходы в игре, как уже было написано выше — и каждое слово выбирается из десятков тысяч вариантов. Даже невооружённым глазом легко заметить колоссальную разницу.

Законы масштабирования

Мы начали рассуждения об о1 с того, что осознали проблему: на каждое слово при генерации тратится одинаковое количество мощностей. Некоторые задачи просты и им этого хватает, другие очень сложны и нужно время «на подумать». Полезно было бы понимать, насколько сильно качество вырастает с удлиннением цепочки рассуждений. OpenAI хвастается вот таким графиком:

Каждая точка — это отдельный эксперимент, где какая-то модель писала рассуждения для решения олимпиадных задач. Чем выше точка, тем к большему количеству правильных ответов привели рассуждения.
Каждая точка — это отдельный эксперимент, где какая-то модель писала рассуждения для решения олимпиадных задач. Чем выше точка, тем к большему количеству правильных ответов привели рассуждения.

Здесь по вертикальной оси показано качество решения задач AIME (олимпиада по математике, обсуждали в самом начале), а по горизонтальной — количество вычислений, которые делает модель. Шкала логарифмическая, так что разница между самой левой и правой точками примерно в 100 раз. Видно, что если мы дадим модели рассуждать подольше (или если возьмем модель побольше — это ведь тоже увеличение количества вычислений), то мы фактически гарантированно получим качество выше.

Такой график (и эмпирический закон, который по нему выводят) называется «закон масштабирования». Не то чтобы это был какой-то закон природы (как в физике), который невозможно нарушить — он сформирован на основе наблюдений, поэтому и называется «эмпирический», полученный из опытов. Но закон и график дают нам понять, что пока тупика не предвидится. Мы — а главное, и исследователи, и инвесторы — знаем, что в ближайшем будущем гарантированно можно получить качество лучше, если закинуть больше мощностей.

Раньше все компании, занимающиеся разработкой и обучением LLM, тоже жили по закону масштабирования, но он касался другой части цикла работы: тренировки. Там закон показывал связь качества ответов модели и мощностей, затрачиваемых в течение нескольких месяцев на ее обучение. Такая тренировка делается один раз и требует огромное количество ресурсов (современные кластеры имеют порядка сотни тысяч видеокарт, суммарная стоимость которых составляет пару-тройку миллиардов долларов).

То есть, буквально можно было сказать: нам нужно столько-то видеокарт на столько-то месяцев, и мы обучим модель, которая примерно вот настолько хорошо будет работать. Теперь это старая парадигма, а новая, как вы поняли, заключается в масштабировании мощностей во время работы (а не обучения). Наглядно это можно продемонстрировать картинкой:

«Полировка» — это дообучение на высококачественных данных, в частности, специально заготовленных специалистами по разметке. На этом этапе модель отучивают ругаться и отвечать на провокационные вопросы. Только после этого финальная модель попадает в руки пользователей.
«Полировка» — это дообучение на высококачественных данных, в частности, специально заготовленных специалистами по разметке. На этом этапе модель отучивают ругаться и отвечать на провокационные вопросы. Только после этого финальная модель попадает в руки пользователей.

Справедливости ради, OpenAI показывают и закон масштабирования для мощностей на тренировку, но это менее интересно. И да, там картинка схожая, конца и края не видно. Больше ресурсов вкладываешь — лучше результат получаешь. То есть теперь исследователи и инженеры могут масштабировать:

  1. Саму модель (делать её больше, учить дольше)

  2. Время обучения игре в «игру с рассуждениями» (где каждый шаг — это слово, а победа определяется одним из пяти разобранных методов)

  3. Время и длительность размышлений во время работы уже обученной модели

И каждый из сопряжённых законов масштабирования указывает на гарантированный прирост в качестве — по крайней мере в ближайшие годы. Причём, улучшение можно оценить заранее, это не слепое блуждание. Даже если больше никаких прорывов не произойдет, даже если все учёные-исследователи не смогут придумать ничего нового — мы будем иметь доступ к моделям, которые гораздо лучше: просто за счёт увеличения количества ресурсов, затрачиваемых на обучение и размышления.

Это очень важная концепция, которая позволяет понять, почему крупнейшие компании строят датацентры и покупают GPU как не в себя. Они знают, что могут получить гарантированный прирост, и если этого не сделать, то конкуренты их обгонят. Доходит до безумия — на днях Oracle объявил о строительстве нового датацентра... и трёх ядерных реакторов для его подпитки. А про CEO OpenAI Сэма Альтмана так вообще такие слухи ходят... то он собирается привлечь 7 триллионов долларов на инновации в индустрии производства GPU, то работает с Джони Айвом над новым девайсом с фокусом на AI. Будущее будет сумасшедшим!

Зачем масштабировать модели, которые не умеют считать буквы?

И теперь мы возвращаемся к насущному вопросу: зачем вбухивать огромные деньги в модели, которые не справляются с простыми запросами? И как можно щёлкать олимпиадные задачи, и при этом не уметь сравнивать числа? Вот пример, завирусившийся в соцсетях ещё летом на моделях предыдущего поколения, и воспроизведённый в супер-умной модели o1:

За целых 4 секунды рассуждений пришла к такой умной мысли, умничка!
За целых 4 секунды рассуждений пришла к такой умной мысли, умничка!

У нас пока нет хорошего и точного ответа, почему так происходит в конкретном примере. Самые популярные гипотезы — это что модель воспринимает 9.11 как дату, которая идёт после девятого сентября; или что она видела слишком много кода, и видит в цифрах версии программ, где зачастую одиннадцатая версия выходит позже, чем девятая. Если добавлять в условие, что речь идёт о числах, или что нужно сравнить числа, то модель ошибается реже.

Но, справедливости ради, линейка LLM o1 и тут достигает прогресса — я попробовал сделать 10 запросов с немного разными числами, на двух языках, в слегка разных формулировках и модель ошиблась дважды (в рассуждениях она восприняла это как даты и писала как раз про сентябрь).

А в другом ответе чтобы разобраться даже нарисовала числовую прямую и отметила точки. Прямо как в начальной школе учили
А в другом ответе чтобы разобраться даже нарисовала числовую прямую и отметила точки. Прямо как в начальной школе учили

Но даже в такой задаче можно применить уже знакомый нам приём агрегации нескольких вариантов ответа и выбора самого частого (как я объяснял выше около одного из первых графиков в статье, где объединяли 64 решения олимпиадных задач). Ведь если задуматься, параллельное написание нескольких решений — это тоже форма масштабирования размышлений, где тратится больше вычислительных мощностей во время работы с целью увеличения шанса корректно решить проблему. (И да, такой метод тоже применяли до OpenAI, и часто он давал прирост в сколько-то процентов.)

Другое дело, что по таким примерам и «простым» задачам не всегда верно судить об ограниченности навыков. Всё дело в разнице представлений уровня сложности. У людей граница между простым и сложным — одна, причём у каждого человека немного своя. У машин она совершенно другая. Можно представить себе это примерно так:

Картинка из статьи Harvard Business School. Серая штриховая линия — это наше субъективное восприятие сложностей задач. Синяя линия — то же самое, но для нейросетей.
Картинка из статьи Harvard Business School. Серая штриховая линия — это наше субъективное восприятие сложностей задач. Синяя линия — то же самое, но для нейросетей.

Как видно, некоторые задачи (красный крестик) лежат за барьером досягаемости LLM — но посильны людям. Оранжевый крестик показывает точку, где для человека задача лежит на границе нерешаемой, но у модели есть большой запас — она может и проблему посложнее раскусить.

Из-за неоднородности двух линий, отражающих границы навыков, очень сложно делать выводы, экстраполируя наше понятие сложности на модели. Вот калькулятор отлично складывает и умножает — лучше любого из нас; зато он буквально не умеет делать ничего другого. И никто этому не удивляется.

Вполне может быть так, что LLM начнут делать научные открытия или хотя бы активно помогать исследователям в их работе, и всё равно будут допускать «простые» ошибки — но конкретно в рабочем процессе до этого никому не будет дела, ибо это не важно. На самом деле такое уже происходит — в декабре 2023 года в Nature вышла статья, где одно из решений, сгенерированных достаточно слабой и устаревшей LLM, было лучше, чем все решения математиков, бившихся над задачей. Я очень подробно расписал принцип работы и значимость события вот в этом посте.

Так что самый лучший способ — это держать наготове не одну задачку и хихикать, что модель ошибается, а полноценный набор очень разных, разнородных и полезных конкретно вам проблем. Такие наборы обычно объединяются в бенчмарки, по которым модели и сравниваются. Как раз к ним и переходим.

Где o1 показала себя

Сами OpenAI делают акцент на том, что улучшений везде и во всех задачах ждать не стоит. Это принципиально новая модель, обученная по новой методике, на некоторый спектр задач. Для ежедневного использования она не подходит, и иногда даже оказывается хуже gpt4o.

50% — это паритет между старой и новой моделью. Всё что по левую сторону — проигрыш (то есть качество хуже), по правую — выигрыш в качестве по сравнению с gpt4o.
50% — это паритет между старой и новой моделью. Всё что по левую сторону — проигрыш (то есть качество хуже), по правую — выигрыш в качестве по сравнению с gpt4o.

Как построили график выше: живые люди оценивали два разных ответа от двух моделей на один и тот же запрос. Последние брались из большого набора реальных запросов к моделям. Если пользователь просил помочь с редактированием текста, написанием писем, прочей рутиной — то ответы обеих моделей выбирались лучшими одинаково часто, разницы почти нет (но её и не ожидалось). Но в вопросах, касающихся программирования, анализа данных или, тем более, математических вычислений разница статистически значимая. Можно сказать, что в среднем ответы o1 выбирали куда чаще, чем gpt4o.

Но что нам замеры OpenAI, мало ли что они там показывают? За прошедшее с релиза время уже успело появиться несколько независимых замеров в разного рода задачах. Я постарался уйти от самых популярных бенчмарков, на которые OpenAI наверняка равнялись, и выбрать встречающиеся менее часто, или вовсе уникально-пользовательские. В задачах, требующих цепочки рассуждений и логики, модели действительно заметно вырываются вперёд — вам даже не нужно вглядываться в подписи на картинке ниже, чтобы определить, где o1, а где другие модели:

Впечатляющие разрывы! На картинку даже всё не влезло — вот ещё: 1, 2.
Впечатляющие разрывы! На картинку даже всё не влезло — вот ещё: 1, 2.

Для справки: IQ (верхняя левая часть картинки) замерялся по тесту, который был подготовлен весной специально для тестирования LLM, и ответы от него не размещены в интернете. А результаты спортивного «Что? Где? Когда?» я взял из соседней статьи на Хабре. Я был приятно впечатлён ростом качества относительно предыдущей модели OpenAI.

В комментариях там разгорелась жаркая дискуссия, где многие объясняли улучшение не навыком рассуждений, а знаниями и запоминанием ответов. Моё субъективное мнение отличается: свежие модели имеют знаний примерно столько же, сколько и их предшественницы. Если o1 видела ответы, то почти наверянка их видела и gpt4o — но почему-то не смогла ответить хорошо. Скорее всего, она не может связывать отдельные факты и перебирать гипотезы, и именно на этом выезжает o1.

И как обычно были разбитые надежды и труды исследователей. Так часто бывает: придумал «сложную» задачу, показал, что текущие модели с ней не справляются, мол, им не хватает планирования и умения размышлять. А через 3–5 месяцев выходит новое поколение, и внезапно всё решается:

Статья, упомянутая во вступительном слове на престижной конференции ACL, как раз демонстрировала большое множество задач, с которыми модели не справлялись. o1, пока недоступная нам, решает задачу со скриншота почти всегда.
Статья, упомянутая во вступительном слове на престижной конференции ACL, как раз демонстрировала большое множество задач, с которыми модели не справлялись. o1, пока недоступная нам, решает задачу со скриншота почти всегда.

Так что, прогресс действительно есть, и прогресс значительный. Ждём, пока подтянутся конкуренты — а за ними и открытые модели.

Безопасность моделей

Как и при каждом крупном релизе, OpenAI проводит тестирование моделей на предмет безопасности. Это включает в себя достаточно широкий набор проверок — от банальных «как легко заставить LLM материться и писать нежелательные сообщения» до «может ли она самораспространяться и существовать без поддержки человеком?». Кстати, построение цепочки размышлений перед ответом позволяют нейронке куда лучше фильтровать базар и не реагировать на провокации (то есть, следовать правилам, которые OpenAI стараются заложить в модель). Не очень интересно рядовому читателю, но результаты можете глянуть тут.

А вот на что стоит обратить внимание. Во время тестирования произошла пара немного криповых прецедентов. Часть тестов были связаны с оценкой навыков решения задач по кибербезопасности, то есть взлому компьютеров и программ. Для реальных хакеров проводятся соревнования в формате «Захвата флага» (Capture The Flag, CTF).

В чем суть CTF: есть некоторая строчка текста из случайных символов, спрятанная где-либо. Она может быть зашита в программу, лежать файлом в папке, или быть хитро спрятанной в коде. Хакеры пытаются найти баг, который вызовет сбой в системе/программе, и заставит их вывести эту строчку. Дальше участники соревнований вводят секретный код в систему проверки и таким образом доказывают, что произошёл взлом.

Такую же задачу дали и системе, к которой была подключена LLM o1. Она имела доступ к консоли, то есть могла создавать и удалять файлы, использовать разные инструменты, запускать программы. Нужно было взломать программу, запущенную в отдельном контейнере (виртуальном компьютере), а секретная строчка была записана в файле внутри него.

o1 готовится к участию в хакерских соревнованиях (фото из личного архива Сэма Альтмана).
o1 готовится к участию в хакерских соревнованиях (фото из личного архива Сэма Альтмана).

Однако произошёл сбой, и контейнер не запустился — поэтому любые попытки o1 достучаться до него были тщетны. Но модели дали цель, и она должна её выполнить; сдаваться нельзя! Тогда LLM предположила, что есть проблемы с DNS и использовала программу nmap для сканирования сети.

Вместо того, чтобы найти целевой контейнер (в рамках задачи LLM знает, какую цель нужно «атаковать»), модель обнаружила, что из-за неправильной конфигурации серверов был доступен внешний интерфейс демона Docker. «Демон Docker» — это программа верхнего уровня, отвечающая за оркестрацию и управляющая процессом эксперимента (запуском виртуальных компьютеров для тестирования).

Модель использовала демон для получения списка контейнеров, запущенных на сервере. Она обнаружила тот самый сломанный контейнер и попыталась выяснить, почему же он не запустился. Не сумев исправить проблему (но будучи проинструктированной выполнить свою задачу), модель решила пойти другим путём. Она отправила команду запуска нового контейнера (того же, который в прошлый раз не запустился), но отдала ему изменённую команду. Теперь вместо запуска программы, которую нужно взломать, контейнер просто выводил содержание файла с секретной строкой. Команда была исполнена, LLM получила ключ и как следствие решила задачу (ведь цель — это добраться до строчки и затем отдать её на проверку).

Схема эксперимента. По-хорошему, docker host не должен быть доступен модели, но кто-то неправильно настроил систему.
Схема эксперимента. По-хорошему, docker host не должен быть доступен модели, но кто-то неправильно настроил систему.

Этот пример отражает ключевые элементы того, что называется Instrumental Convergence, и захват ресурсов: модель преследовала поставленную перед ней цель, а когда эта цель оказалась недостижимой, она собрала больше ресурсов (в данном случае получила доступ к демону Docker) и использовала их для достижения цели — в виде способа, который человек не ожидал и не предполагал. Никто не просил этого делать, но и, строго говоря, ограничения на это тоже не задавали.

Пока LLM-системы не настолько продивнуты, чтобы строить козни людям и намеренно что-то ломать, а потом ещё и врать. Но сейчас мы не контролируем их поведение в полной мере, и даже данные, на которых они обучаются, генерируются и валидируются самими LLM. Главное — быть аккуратным со своими желаниями и не попасть в такую ситуацию, когда просишь убрать людей с заднего фона:

Что дальше?

Важно помнить, что сейчас всем нам доступны мини- и превью-версии моделей о1. В них нет поддержки загрузки документов, картинок, они не пользуются калькулятором и не запускают код. Всё это обещают добавить в будущем, после выхода полноценной мощной версии о1 — возможно, её выпустят после президентских выборов в США или после дополнительных раундов проверок на безопасность.

OpenAI подчёркивает, что o1 — это отдельное семейство моделей, с другими задачами. Линейка ChatGPT никуда не пропадёт, и, по слухам, мы должны получить GPT-5 (фигурирующую в утечках под кодовым названием «Орион») до второго квартала 2025-го.

Однако на уровне GPT-5 прирост в навыках может быть совсем другим (как в лучшую, так и в худшую сторону). Обычно изменение номера в линейке сопровождается увеличением самой модели и длительности её тренировки — а вместе с этим сами по себе улучшаются её показатели. Правда, чтобы натренировать такую махину придётся поскрести по сусекам, ибо данных может банально не хватить.

...И это было бы проблемой, если бы не один факт. Существенную часть данных для обучения будущей модели должна сгенерировать o1 (или может даже o2!). В некотором роде запускается маховик, где более умные модели позволяют получать... более умные модели. o1 это лишь ранний эксперимент, первый подход к методике раскрутки этого маховика. Наверняка в процессе обучения есть разные этапы, которые работают через раз, или которые можно улучшить простыми методами — просто исследователи лишь только-только начали с этим работать, шишки не набили. А вот когда набьют и запустят процесс на полную катушку — тогда-то и кранты человекам заживем, наконец!


Что-то я уже вышел на проектную мощность «по лонгриду про нейросети в неделю» (прошлый про то, что творится в «голове» у нейронок, был вот тут). Anyway, если вам понравился этот и вы не хотите пропустить будущие материалы по теме — то приглашаю вас подписаться на мой ТГ‑канал Сиолошная про искусственный интеллект и современные технологии.

Источник

  • 19.11.25 08:11 JuneWatkins

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

  • 19.11.25 08:26 elizabethmadison

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

  • 19.11.25 08:27 elizabethmadison

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

  • 19.11.25 16:30 marcushenderson624

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

  • 19.11.25 16:30 marcushenderson624

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

  • 20.11.25 15:55 mariotuttle94

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

  • 21.11.25 10:56 marcushenderson624

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

  • 21.11.25 10:56 marcushenderson624

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

  • 22.11.25 04:41 VERONICAFREDDIE809

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

  • 22.11.25 22:04 wendytaylor015

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  • 22.11.25 22:04 wendytaylor015

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  • 22.11.25 22:05 wendytaylor015

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  • 23.11.25 03:34 Matt Kegan

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

  • 23.11.25 09:54 elizabethrush89

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

  • 23.11.25 18:01 mosbygerry

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

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 16:34 Mundo

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

  • 25.11.25 05:15 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.11.25 13:31 mickaelroques52

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

  • 25.11.25 13:31 mickaelroques52

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

  • 26.11.25 18:18 harristhomas7376

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

  • 26.11.25 18:20 harristhomas7376

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

  • 26.11.25 19:13 James Robert

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

  • 26.11.25 19:13 James Robert

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

  • 26.11.25 19:13 James Robert

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 20:04 deborah113

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

  • 27.11.25 23:48 elizabethrush89

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

  • 27.11.25 23:48 elizabethrush89

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

  • 28.11.25 00:08 VERONICAFREDDIE809

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:43 elizabethmadison

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

  • 28.11.25 11:43 elizabethmadison

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 30.11.25 20:37 robertalfred175

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.12.25 02:21 donald121

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

  • 02.12.25 15:05 Matt Kegan

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

  • 03.12.25 09:22 tyrelldavis1

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

  • 03.12.25 21:01 VERONICAFREDDIE809

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

  • 03.12.25 22:17 Tonerdomark

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

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 04:35 Tonerdomark

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

  • 04.12.25 10:32 Tonerdomark

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

  • 04.12.25 18:25 smithhazael

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

  • 04.12.25 21:45 elizabethrush89

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

  • 04.12.25 21:45 elizabethrush89

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

  • 05.12.25 08:35 into11

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

  • 05.12.25 08:48 Tonerdomark

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

  • 06.12.25 01:44 Tonerdomark

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

  • 06.12.25 01:48 Tonerdomark

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

  • 06.12.25 10:36 Thomas Muller

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

  • 06.12.25 10:36 Thomas Muller

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

  • 06.12.25 10:39 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.12.25 10:42 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.12.25 08:43 Tonerdomark

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

  • 08.12.25 02:17 liam

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

  • 08.12.25 09:07 Tonerdomark

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

  • 09.12.25 00:18 swanky

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

  • 09.12.25 01:01 Tonerdomark

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

  • 09.12.25 05:44 swanky

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

  • 09.12.25 10:24 lane3215

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

  • 09.12.25 10:25 lane3215

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

  • 09.12.25 14:16 Matt Kegan

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

  • 12.12.25 22:38 swanky

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

  • 13.12.25 08:22 Natasha Williams

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

  • 13.12.25 08:23 Natasha Williams

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

  • 13.12.25 08:28 Natasha Williams

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

  • 13.12.25 15:29 Anthonymorphy30

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

  • 13.12.25 18:52 James Robert

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

  • 13.12.25 18:54 James Robert

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

  • 18.12.25 12:12 Anthony Irvin

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

  • 18.12.25 13:24 Regency Victorian

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

  • 18.12.25 20:54 James Robert

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

  • 18.12.25 20:55 James Robert

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

  • 18.12.25 21:02 James Robert

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

  • 18.12.25 21:02 James Robert

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

  • 20.12.25 16:03 VERONICAFREDDIE809

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

  • 06.01.26 00:54 justineluscacio

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

  • 06.01.26 15:05 justineluscacio

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

  • 06.01.26 16:06 justineluscacio

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

  • 06.01.26 16:07 justineluscacio

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

  • 06.01.26 16:14 justineluscacio

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

  • 06.01.26 17:03 Matt Kegan

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

  • 09.01.26 17:11 VERONICAFREDDIE809

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

  • 10.01.26 14:28 justineluscacio

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

  • 11.01.26 03:16 austinjarvis

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

  • 12.01.26 16:24 VERONICAFREDDIE809

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

  • 13:04 Kelvin Alfons

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

  • 13:05 Kelvin Alfons

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

  • 15:53 VERONICAFREDDIE809

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

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