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[Перевод] Time Horizon моделей AI: почему рост скорости зависит от сферы применения

Каждая линия на графике отражает тренд изменения time horizon для одного бенчмарка, аппроксимированный сглаженным сплайном с параметрами s=0.2, k=1. Диапазон по оси Y соответствует диапазону длительностей задач, реально представленных в бенчмарке (от 2-го до 98-го процентиля).
Каждая линия на графике отражает тренд изменения time horizon для одного бенчмарка, аппроксимированный сглаженным сплайном с параметрами s=0.2, k=1. Диапазон по оси Y соответствует диапазону длительностей задач, реально представленных в бенчмарке (от 2-го до 98-го процентиля).

Содержание статьи

В статье Measuring AI Ability to Complete Long Software Tasks (Kwa & West и др., 2025) команда METR ввела понятие 50% time horizon модели: это длительность задачи (в пересчете на время выполнения профессиональным подготовленным человеком), которую модель может автономно завершить с вероятностью 50%. Мы оценили time horizon у флагманских моделей, выпущенных с 2019 года, на бенчмарке, объединяющем три набора задач в области программирования и исследований, с длительностью от 1 секунды до 16 часов для человека (HCAST, RE-Bench и SWAA; далее — METR-HRS). METR обнаружила, что time horizon удваивается каждые 7 месяцев, с возможным ускорением до 4 месяцев в 2024 году.

Существенным ограничением того анализа был домен задач: все они относились к программной инженерии или исследовательской деятельности, в то время как известно, что способности AI значительно варьируются между типами задач[1]. В этом исследовании мы рассматриваем, сохраняются ли аналогичные тренды к другим типам задач, включая автономное вождение и агентное использование компьютера, применяя методологию, позволяющую оценивать time horizon на менее детализированных данных. Данные для многих из этих бенчмарков менее надежны по сравнению с оригинальной работой, и результаты по каждому отдельному бенчмарку следует трактовать как шумные. Однако в совокупности они демонстрируют схожую динамику.

Домен программного обеспечения и reasoning-задач — таких как научные QA (GPQA), математические соревнования (MATH, Mock AIME), полуреалистичные задачи по программированию (METR-HRS) и соревновательное программирование (LiveCodeBench) — показывает time horizon в диапазоне 50–200+ минут, который в настоящее время удваивается каждые 2–6 месяцев. Таким образом, ~100-минутные time horizons и ~4-месячное время удвоения, наблюдавшиеся на METR-HRS в исходной работе, скорее всего, не являются исключением.

Для задач визуального взаимодействия с компьютером (OSWorld, WebArena) time horizon в 40–100 раз короче, чем у кластеров reasoning и software, но темп роста — аналогичный. В области автопилота (Tesla FSD) улучшения идут медленнее: примерно 0.6 удвоения в год. С точки зрения видео (VideoMME, CGBench) модели уже способны отвечать на вопросы по видео длительностью около часа с точностью >50%, однако сам time horizon может быть неадекватной метрикой для этого домена. Ни в одной из рассмотренных областей прогресс не демонстрирует явно субэкспоненциального характера.

С учётом того, что реальный мир более разнообразен, чем любой бенчмарк, можно ожидать, что time horizons для всех экономически значимых задач будут различаться на несколько порядков. Кроме того, многие из приведённых time horizon — это экстраполяции за пределами фактического диапазона длительности задач в бенчмарках; ниже мы обсуждаем ограничения данных и сопутствующие оговорки. Тем не менее, полученные результаты указывают, что даже в тех доменах, где сегодня ИИ способен заменять человека лишь на секунды или минуты, в ближайшие 5 лет мы можем увидеть экспоненциальный рост вплоть до time horizons, измеряемых днями и неделями.

[1] Даже небольшие изменения в домене задачи могут приводить к существенным различиям в сравнительной производительности ИИ и человека. Взглянем на шахматы,Go и покер — три из самых популярных соревновательных игр. Сверхчеловеческий шахматный движок был создан в 1997 году, однако из-за огромного пространства состояний Gо удалось покорить лишь в 2016 году, а покер — в период с 2017 по 2019 год. Тамай Берсилоглу отметил, что шахматные движки, вероятно, обладают time horizon, измеряемым годами.

Методология

Вместо того чтобы проводить новые эксперименты, мы отобрали 9 существующих бенчмарков, которые (a) позволяют хотя бы приблизительно оценить распределение времени выполнения задач человеком и (b) имеют публично доступные результаты для многих фронтирных AI-агентов. Мы используем логистическую модель, аналогичную той, что применялась в оригинальной статье, где hagent — это 50% time horizon, ttask — временная сложность задачи, а βagent — подгоняемый параметр наклона, но дополнительно вводим параметр случайной точности ctask для бенчмарков с выбором из нескольких вариантов:

p_{\text{success}}(\text{agent}, \text{task}) = c_{\text{task}} + (1 — c_{\text{task}}) \sigma((\log h_{\text{agent}} — \log t_{\text{task}}) \cdot \beta_{\text{agent}})

c4bb917328a712320383a68b49fd3d13.png

В оригинальной статье для каждой пары (агент, задача) вычислялся индивидуальный скор, после чего применялась логистическая регрессия. Однако большинство доступных в открытом доступе бенчмарков предоставляют только агрегированные показатели, процент правильных ответов на всём бенчмарке, поэтому требуется альтернативный метод для аппроксимации логистической кривой.

Когда доступны метрики по отдельным задачам или подмножествам задач внутри бенчмарка (например, деление на easy/medium/hard в LiveCodeBench), мы применяем метод максимального правдоподобия (MLE), чтобы оценить значения hagent и βagent, наиболее согласующиеся с наблюдаемыми результатами[2]. Если более чем у половины моделей значение β оказывается ниже 0.25 (что эквивалентно коэффициенту увеличения шансов на неуспех менее чем в 1.28 раза при удвоении длительности задачи), мы считаем зависимость между временем выполнения человеком и успешностью слишком слабой для осмысленной оценки time horizon и исключаем такой случай из основного анализа.

Когда доступен только один агрегированный скор, невозможно независимо оценить как hagent, так и βagent. В таких случаях мы предполагаем, что βagent равен среднему значению по набору METR-HRS, использованному в оригинальной статье, — примерно 0.6. Затем мы подбираем значение hagent так, чтобы предсказанное среднее значение скоров совпадало с фактическим скором агента sagent, учитывая оценочные значения длительности задач ttask[3]

h_{\text{agent}} \text{ s.t. } \Sigma_{\text{task} \in \text{benchmark}} [\sigma((\log h_{\text{agent}} - \log t_{\text{task}}) \cdot \beta)] = s_{\text{agent}}

Поскольку этот метод может давать большие ошибки при оценке time horizon далеко от медианного времени задач в бенчмарке, он подходит только в тех случаях, когда доступно недостаточно разбивок, чтобы применить метод MLE. Мы рекомендуем исследователям, когда возможно, использовать данные по отдельным задачам и на их основе рассчитывать time horizon.

Данный пост

Оригинальная статья (Kwa & West et al., 2025)

Данные по времени человека

Оценка разными методами

В основном — замеры на людях

Данные об успехах агентов

% успехов по подмножествам задач; запасной вариант: общий % успехов

Вероятность успеха по 8 прогонам на каждую пару задача–агент

Метод

MLE для оценки h и β; запасной вариант: фиксированное β, бинарный поиск для h

Логистическая регрессия для оценки time horizon и наклона β

Чтобы построить трендлайн, мы сохраняем только фронтирные модели (с horizon выше любого предыдущего значения) и аппроксимируем линейным сплайном[4].

На METR-HRS значения time horizon, полученные с использованием только агрегированных показателей успешности, отличаются от результатов, полученных исходной методикой, менее чем в 2 раза (в пределах погрешности) и обычно лежат в пределах ± 25%. Основное расхождение, по-видимому, связано с разным весом задач в зависимости от их разнообразия[5].

Помимо этого, мы внесли два методологических улучшения по сравнению с оригинальной статьей о time horizon.

Во-первых, в оригинальной работе длина задачи определялась как геометрическое среднее времени выполнения человеком при условии успеха (conditional on success). Здесь же мы учитываем тот факт, что низкая успешность делает задачу труднее, и оцениваем ее длительность как \frac{\mathbb{E}[t \mid \text{success}]}{p(\text{success})}если доступны данные о частоте успеха у людей[6].

Во-вторых, мы вводим поправку на случайную точность (chance accuracy) в задачах с множественным выбором, используя переменную ctask [7].

Для данных Tesla FSD используется совершенно иная методология (см. раздел "Подробности по отдельным бенчмаркам").

В целом, предложенные здесь изменения позволяют оценивать time horizon без необходимости повторного проведения экспериментов. Однако если отсутствуют хотя бы данные подмножеств по производительности и невозможно оценить β, ошибки в оценке time horizon могут быть значительными[8].

Наш код вы можете посмотреть тут.

[2] Это проще, чем полный байесовский подход, и поскольку у нас слабые априорные представления относительно horizon и slope, мы не используем MAP.

[3] В частности, поскольку рассматриваемая величина монотонно возрастает по отношению к hagent, мы можем использовать бинарный поиск.

[4] Это дата релиза основной модели; в таблице лидеров OSWorld иногда указываются вспомогательные модели размером около 7B, используемые для GUI-grounding.

[5] В оригинальной статье мы группировали задачи в «семейства задач» с похожей реализацией (например, варианты одного и того же типа вопроса).

[6] Скорректированное время равно ожидаемому времени, которое тратит человек (случайно выбранный из популяции) до первого успешного выполнения. Коррекция по человеческой точности проводится для OSWorld, MATH и AIME. Мы не делаем эту корректировку для METR-HRS, поскольку многие ошибки в baseline были связаны с причинами, не применимыми к моделям (например, отсутствие релевантной экспертизы или мотивации); подробнее см. в оригинальной статье. Это может смещать оценки horizon в сторону уменьшения по сравнению с другими доменами.

[7] Ctask принимается равным нулю для задач со свободным ответом, 1/n — для задач с выбором из n вариантов ответа, и 1/1000 — для AIME, где ответы — целые числа от 0 до 999 включительно.

[8] Если β очень мало, time horizon может вообще оказаться непригодной метрикой; см. приложение.

Бенчмарки

Ссылка на таблицуРисунок 1: Распределение длительностей задач по бенчмаркам (автопилот исключен из-за отсутствия данных). Более широкий диапазон длительностей задач позволяет сравнивать производительность на более широком интервале.
Рисунок 1: Распределение длительностей задач по бенчмаркам (автопилот исключен из-за отсутствия данных). Более широкий диапазон длительностей задач позволяет сравнивать производительность на более широком интервале.

Результаты

Тренды в других доменах

Рисунок 2: Более подробная версия основного графика. Каждая линия представляет собой тренд изменения time horizon для одного бенчмарка (сглаженный сплайн с параметрами s=0.2, k=1). Значения по оси Y в сплошной части линии соответствуют диапазону длительностей задач, реально присутствующих в бенчмарке (от 2-го до 98-го процентиля). Пунктирные линии — это экстраполяции за пределами реального диапазона задач. Например, o3-mini набирает 97.9% на MATH и имеет предсказанный time horizon в 363 минуты, но самая длинная задача в MATH занимает лишь около 25 минут, так что это экстраполированное значение не соответствует реальному time bucket, в котором o3-mini достиг бы 50% успешности.
Рисунок 2: Более подробная версия основного графика. Каждая линия представляет собой тренд изменения time horizon для одного бенчмарка (сглаженный сплайн с параметрами s=0.2, k=1). Значения по оси Y в сплошной части линии соответствуют диапазону длительностей задач, реально присутствующих в бенчмарке (от 2-го до 98-го процентиля). Пунктирные линии — это экстраполяции за пределами реального диапазона задач. Например, o3-mini набирает 97.9% на MATH и имеет предсказанный time horizon в 363 минуты, но самая длинная задача в MATH занимает лишь около 25 минут, так что это экстраполированное значение не соответствует реальному time bucket, в котором o3-mini достиг бы 50% успешности.

Ключевой вывод

Интеллектуальные домены, такие как научные QA (GPQA), математические олимпиады (MATH, AIME) и программирование (METR-HRS, LiveCodeBench), демонстрируют time horizon в диапазоне 50–200 минут, который в настоящее время удваивается каждые 2–6 месяцев. Таким образом, наблюдаемые в METR-HRS горизонты порядка 100 минут и время удвоения около 4 месяцев (с 2024 года) не являются исключением.

Дополнительные наблюдения

  • По состоянию на март 2025 года фронтирный time horizon в задачах агентного взаимодействия с компьютером, будь то с DOM-вводом (WebArena) или с визуальным интерфейсом (OSWorld), примерно в 50 раз короче, чем в интеллектуальных доменах. Одна из гипотез — плохой инструментарий: авторы OSWorld отметили, что 75% неудачных кейсов были связаны с неточными кликами мыши[10], хотя это вряд ли объясняет слабую производительность на WebArena. Несмотря на гораздо меньший time horizon, время удвоения в этих доменах сопоставимо с другими и отстает от "интеллектуального" кластера примерно на 2 года.

  • Скорость прогресса заметно варьируется: Mock AIME демонстрирует удвоение за ~3 месяца,в то время как Tesla FSD — за ~20 месяцев. Тем не менее, все домены показывают экспоненциальный или слабо суперэкспоненциальный рост. Ни один из них не демонстрирует субэкспоненциального роста или стагнации.

  • На видеобенчмарках, таких как Video-MME (не показан на графике), корреляция между длиной видео и сложностью задачи слишком слаба, чтобы надежно определять time horizon. Тем не менее, модели уже уверенно превышают порог в 50% успешности на видео длительностью около часа.

    • Так, Gemini 1.5 Pro показывает: 81.7% точности на видео <2 минут, и 67.4% на видео длительностью 30–60 минут, что позволяет экстраполировать: его точность опустится ниже 50% только на видео длиной более 1000 минут.

    • Прогон GPT-4o-mini на CG-Bench, где аннотированы именно те отрезки видео, которые действительно релевантны вопросу, показывает, что с точки зрения видео нет устойчивой связи между длиной видео и его сложностью, даже если ограничиваться релевантными фрагментами.

    • В следующем разделе мы подробно обсуждаем, для каких бенчмарков метрика time horizon применима, а для каких — нет.

  • Также мы исключили несколько индивидуальных точек с низкой корреляцией между сложностью и временем выполнения человеком (β<0.25\beta < 0.25β<0.25). Например, на GPQA Diamond индивидуальная точность моделей перестаёт коррелировать со временем выполнения человеком, когда бенчмарк приближается к насыщению.

Ниже мы показываем те же данные, разбитые по подграфикам и с включением не-фронтирных моделей.

a5f372199bcc2f664ddf83523ddde9bd.png

Времена удвоения на этом графике определяются как календарное время между тем, как сглаженный сплайн достигает 2-го и 98-го процентилей длительности задач в бенчмарке (или подмножества, если диапазон короче).

[10] Из статьи OSWorld: «Среди 550 неудачных примеров из разных конфигураций в нашей выборке более чем в 75% случаев присутствуют неточности кликов мышью, что является наиболее распространённой ошибкой. Агент не смог кликнуть по корректным координатам, несмотря на то, что в комментариях к коду были спланированы детализированные и точные шаги, что указывает на сильные навыки планирования, но слабые способности к исполнению».

Обоснованность метрики time horizon

Существует несколько аргументов в пользу того, что успешность на задачах может описываться логистической кривой, в терминах параметра способности агента η и параметра сложности задачи α:

p_{\text{success}}(\text{agent}, \text{task}) = \sigma\left( (\log h_{\text{agent}} - \log t_{\text{task}}) \cdot \beta_{\text{agent}} \right)

Теоретически такая логистическая модель стандартна в теории item response (IRT), применяемой при проектировании как бенчмарков, так и экзаменов для людей. Эмпирически, Epoch AI и другие нашли сигмоидальные зависимости между результатами на бенчмарках и такими параметрами, как вычислительные ресурсы, количество параметров модели и время. METR использовала более специализированную форму этого закона, в которой сложность задачи моделируется как логарифмическая функция длительности задачи для человека:

p_{\text{success}}(\text{agent}, \text{task}) = \sigma\left( (\eta_{\text{agent}} - \alpha_{\text{task}}) \cdot \beta \right)

Для того чтобы логистическая модель time horizon была валидной, время выполнения задачи человеком должно быть сильным предиктором ее сложности для ИИ. В оригинальной статье это подтвердилось для METR-HRS, но неясно, сохраняется ли такая зависимость и в других доменах или же её можно достоверно измерить только на бенчмарках с достаточно широким диапазоном длительностей задач.

Мы можем построить график зависимости между длительностью задачи и ее сложностью для нескольких бенчмарков, и по углу наклона кривой оценить: чем он круче, тем в большей степени успешность модели зависит от длительности задачи для человека.

Рисунок 3: На этом графике каждая точка — это результат выбранной модели на задаче из определённого интервала длительности в рамках бенчмарка: 3 разбивки для LiveCodeBench и Video-MME, 5 разбивок для GPQA Diamond и METR-HRS.
Рисунок 3: На этом графике каждая точка — это результат выбранной модели на задаче из определённого интервала длительности в рамках бенчмарка: 3 разбивки для LiveCodeBench и Video-MME, 5 разбивок для GPQA Diamond и METR-HRS.

На некоторых бенчмарках, например LiveCodeBench (оранжевый), длительность задачи сильно коррелирует со сложностью для моделей. В других, таких как Video-MME (синий), эта корреляция гораздо слабее. Мы предполагаем, что это связано с тем, что сложные задачи в LiveCodeBench отличаются от простых не только длительностью.

На GPQA Diamond (фиолетовый) наблюдается сильный шум из-за малого объёма данных и узкого диапазона длительности задач. При этом зависимость кажется выраженной у слабых моделей (например, GPT-4 Turbo), но менее очевидной у более сильных (например, Gemini 2.5 Pro). В целом данные грубо соответствуют логистической модели, но шум достаточен, чтобы допускать и другие возможные зависимости.

Построив значения наклона βagent для подогнанных логистических кривых, мы можем понять, насколько сильно коррелируют производительность агента и длительность задачи для каждой модели на конкретном бенчмарке.

Рисунок 4: Корреляция между успешностью модели и длительностью задачи может быть количественно измерена через изменение отношения шансов успеха/неуспеха при удвоении длительности задачи, что связано с параметром наклона β в логистической модели. Более высокие значения β означают, что успех модели сильнее зависит от длительности задачи. Эта зависимость выражена сильнее на LiveCodeBench[11] и слабее — на VideoMME.
Рисунок 4: Корреляция между успешностью модели и длительностью задачи может быть количественно измерена через изменение отношения шансов успеха/неуспеха при удвоении длительности задачи, что связано с параметром наклона β в логистической модели. Более высокие значения β означают, что успех модели сильнее зависит от длительности задачи. Эта зависимость выражена сильнее на LiveCodeBench[11] и слабее — на VideoMME.

Наконец, мы рассмотрели, как эта зависимость меняется в зависимости от производительности модели. В бенчмарках METR-HRS, LiveCodeBench и Mock AIME (не показан) логистический наклон остаётся стабильным при разных уровнях способностей. Однако в GPQA Diamond и VideoMME наблюдается ослабление этой зависимости по мере насыщения бенчмарка: лучшие модели практически не показывают худшие результаты на более длинных задачах по сравнению с короткими, поэтому их time horizon невозможно надежно оценить.

Рисунок 5: Успешность моделей имеет устойчивую отрицательную зависимость от длительности задач в METR-HRS (зелёный) и LiveCodeBench (оранжевый) при широком диапазоне уровней способностей. Это не наблюдается в GPQA Diamond (фиолетовый) или Video-MME (синий).
Рисунок 5: Успешность моделей имеет устойчивую отрицательную зависимость от длительности задач в METR-HRS (зелёный) и LiveCodeBench (оранжевый) при широком диапазоне уровней способностей. Это не наблюдается в GPQA Diamond (фиолетовый) или Video-MME (синий).

Когда длительность выполнения задачи человеком является сильным предиктором её сложности, можно предположить, что успех в задаче описывается мультипликативной функцией — т.е. успех зависит от выполнения возрастающего числа подзадач, пропорционального длине. На это также указывает Тоби Орд, отмечая, что такая зависимость предполагает экспоненциальную, а не логистическую модель.

Тип задачи

Описание

Пример

Применим ли time horizon?

Multiplicative

Успех = успех на всех подзадачах

Обучить модель для изображений, которая даёт <0.25 validation loss

Да; и β≈1, если число подзадач = времени

Additive

Успешность = средняя успешность по подзадачам

Выполнить 200 GPQA-вопросов с результатом >70%

Нет; успешность модели не падает с ростом времени выполнения

Knowledge check

Не состоит из шагов

Как называется элемент с номером 100?

Нет; успешность у человека не растёт с увеличением времени выполнения

Хотя (реальная или оцененная) длительность выполнения задачи человеком часто хорошо коррелирует с фактической успешностью моделей, мы обнаружили, что связанные величины — такие как длина видео или стоимость фриланс-задачи — могут плохо коррелировать с успешностью модели. Мы предостерегаем от использования таких показателей для оценки способностей моделей. В подобных случаях «эффективный горизонт сложности» может быть менее информативен, чем просто указание процентного score; ниже мы приводим два примера.

Длина видео — плохой предиктор сложности

Большинство бенчмарков на понимание видео включают распределение длин видеороликов. Интуитивно может показаться, что длина видео — хороший индикатор сложности, но на практике зависимость может быть слабой как для людей, так и для моделей. Во-первых, человек, имеющий доступ к интерактивному видеоплееру, скорее всего, может ответить на вопросы быстрее, чем длится само видео. То есть длина видео — это даже не надёжный прокси для времени выполнения человеком, по крайней мере, в экономически значимом контексте.

Кроме того, длина видео слабо коррелирует с результатами моделей на ряде видеобенчмарков помимо VideoMME. Например, на LVBench длина почти не влияет на успешность. На LongVideoBench (видео от 8 секунд до 1 часа) GPT-4o показывает падение успешности всего на 10% между самой короткой и самой длинной группой. Более того, агенты обычно набирают меньше на видео 8–15 секунд, чем на видео 15–60 секунд.

Мы предполагаем, что слабая корреляция связана с тем, что количество фундаментальных шагов не масштабируется с длинной видео. Задачи видео-QA часто требуют обращения к нескольким точкам в ролике[12], но поскольку вопросы почти всегда одной длины, видеобенчмарки не имеют мультипликативной структуры.

Чтобы проверить, объясняется ли отсутствие корреляции наличием длинных нерелевантных фрагментов видео, мы проанализировали другой видеобенчмарк — CG-Bench, который, как и VideoMME, содержит аннотации по длине подсказки (clue length) — совокупной длительности тех отрезков, которые действительно нужны для решения задачи. Так как CG-Bench не публикует разбивки по длине, мы прогнали GPT-4o-mini-2024-07-18 на 3000 задачах бенчмарка с использованием официального репозитория. Полученный score составил 48.7% (против 48.4% на leaderboard). Результаты GPT-4o-mini на видео с разной длиной подсказки показали либо отсутствие зависимости, либо очень слабую отрицательную зависимость между длиной релевантных сегментов и успешностью (точечная оценка: –0.0087 успешности на каждое удвоение длины подсказки; 95% доверительный интервал по наклону: (–0.020642, 0.003241)). Таким образом, можно заключить, что длина видео почти не увеличивает сложность задачи для моделей — по крайней мере, в рамках текущих условий бенчмарков. Возможно, время выполнения задач человеком имеет более сильную связь со сложностью, но нам не удалось найти доступный источник данных по human baseline.

90bd435483db768704be8b450743675f.png

Стоимость задачи в SWE-Lancer — плохой предиктор сложности

На фриланс-бенчмарке по программированию SWE-Lancer (Miserendino и др., 2025), который моделирует задачи в сфере фриланс-разработки ПО, производительность модели o1 не демонстрирует значимой корреляции со стоимостью задачи. Это оказалось неожиданным, поскольку навыки, проверяемые в SWE-Lancer, кажутся близкими к тем, что используются в других реалистичных бенчмарках, таких как HCAST и SWE-Bench Verified. Какова бы ни была причина, расчёт «горизонта по стоимости задачи» (task value horizon) для AI-системы на SWE-Lancer, вероятно, не имеет особого смысла. Вместо этого можно отслеживать такие метрики, как «скорость заработка» (earn rate), о которой сообщают Miserendino и соавторы, или использовать невзвешенное среднее.

8fc042e0d5b24e85d636cafda055e24a.png

[11] В LiveCodeBench оценка длительности задач основана на эмпирическом правиле: лёгкие задачи с LeetCode должны занимать около 8 минут, средние — 20 минут, а сложные — 40 минут. Мы не испытываем особой уверенности в этой оценке, однако наблюдаемый наклон (slope) на LiveCodeBench значительно круче, чем на METR-HRS. Если бы истинный наклон METR-HRS и LiveCodeBench совпадал, сложные задачи LiveCodeBench должны были бы быть примерно в 40 раз длиннее лёгких, что представляется маловероятным.

[12] См. раздел «Benchmark» на сайте Video-MME или ознакомьтесь с соответствующей статьёй для примеров заданий.

Проверка надёжности

Рисунок 6: Четыре пары схожих бенчмарков, в которых у нас есть разбивки или данные по индивидуальным задачам для одного, но только агрегированные результаты для другого. Приближенный метод для METR-HRS дает значения time horizon, очень близкие к результатам, полученным оригинальным методом; для трёх других бенчмарков степень расхождения различается.
Рисунок 6: Четыре пары схожих бенчмарков, в которых у нас есть разбивки или данные по индивидуальным задачам для одного, но только агрегированные результаты для другого. Приближенный метод для METR-HRS дает значения time horizon, очень близкие к результатам, полученным оригинальным методом; для трёх других бенчмарков степень расхождения различается.

Мы можем проверить надёжность наших методов, сравнивая бенчмарки, где доступны данные по индивидуальным задачам, с бенчмарками, где имеются только агрегированные результаты. Для AIME и GPQA мы сравниваем данные Epoch AI (с долей успеха для каждой пары (модель, задача)) с данными по аналогичным бенчмаркам, собранными из открытых источников (только общий score модели); для METR-HRS и LiveCodeBench мы рассчитываем приближенный time horizon с помощью метода бинарного поиска, несмотря на то, что у нас есть достаточно данных для применения оригинального метода METR-HRS или MLE-метода LiveCodeBench. В каждом приближенном методе мы предполагаем, что β = 0.6, даже если нам известно, что истинные значения β другие.

Приближенные данные для AIME (светло-голубой цвет) показывают более быстрый рост time horizon, чем Mock AIME от Epoch AI, вероятно, из-за отсутствующих данных по моделям начала 2024 года. Приближенный метод для GPQA также даёт более крутой наклон, чем GPQA Diamond, поскольку β ниже у высокоэффективных агентов на GPQA Diamond, а метод бинарного поиска это не учитывает. В случае с LiveCodeBench наблюдается противоположное: LiveCodeBench (приближенный) показывает более крутой наклон, чем оригинальный LiveCodeBench, потому что реальное значение β для LiveCodeBench значительно выше 0.6. Метод бинарного поиска интерпретирует высокие агрегированные скоры модели o4 mini на LiveCodeBench как гораздо более высокие time horizon, в то время как на самом деле они лишь немного выше.

Ограничения и направления будущей работы

Другие домены: Экономически значимые задачи значительно более разнообразны, чем охваченные в этом исследовании. Например, две самые распространённые высокооплачиваемые профессии в США — управление и сестринское дело, ключевые навыки которых практически не представлены в этих бенчмарках.

В частности, у нас крайне мало доменов с короткими time horizon (фактически только OSWorld), поэтому мы не знаем, будут ли такие домены демонстрировать «догоняющий рост» или останутся в стагнации. При попытках предсказать автоматизацию R&D в AI или автоматизацию экономики в целом, конкретная дата и скорость автоматизации будут, скорее всего, зависеть от скорости прогресса в тех навыках, которые будут автоматизированы последними. Поэтому идентификация самых трудных для AI навыков и оценка темпов их улучшения особенно важны.

Все бенчмарки в определенной степени искусственны: Мы предполагаем, что любые бенчмарки проще, чем реальные задачи в соответствующем домене: задачи в бенчмарках почти всегда дешевы в запуске и оценке, а значит, легче улучшаются с помощью RL. Даже если конкретный бенчмарк не искажен, он всё равно представляет собой более легкое распределение задач по сравнению с реальностью. Поскольку мы рассматриваем только бенчмарки (за исключением автопилота), мы не знаем, насколько велик разрыв между бенчмарками и реальными задачами — и выражается ли он в постоянном коэффициенте или в разной скорости прогресса. Также вероятно, что бенчмарки выбираются из тех доменов, где ожидается прогресс в ближайшие месяцы после публикации — что может вносить смещение в сторону более быстроразвивающихся областей.

Недостаточные данные: Многие бенчмарки не имеют human baseline, поэтому нам приходится оценивать длительность задач разными методами; при этом тренд time horizon довольно чувствителен к распределению длительностей задач. Также сильно возрастает неопределенность для бенчмарков без разбивок (splits), в отличие от тех, где доступно несколько подмножеств задач, позволяющих определить параметр β. Это особенно актуально для OSWorld, так как он единственный в своем домене. Что касается производительности агентов, некоторые лидерборды не включают лучшие модели. Например, в LiveCodeBench самая ранняя точка — Claude 3 Haiku; но Claude 3 Opus, вероятно, показал бы значительно более высокие результаты.

Elicitation и масштабирование вывода: В задачах METR-HRS модели получали достаточно ресурсов на inference, чтобы их производительность достигала плато. Методология Epoch AI для GPQA Diamond, MATH L5, AIME и SWE-bench Verified была стандартизирована. Однако многие лидерборды содержат разнообразные scaffolds, что может означать, что сравнение моделей между собой некорректно.

Метрики, отличные от time horizon: В доменах, где задачи, дольше выполняемые людьми, не оказываются труднее для моделей, time horizon может быть неподходящей метрикой. В таких случаях более экономически релевантными могут быть: скорость автономного выполнения задач, коэффициент прироста продуктивности. Измерение этих параметров потребует учёта стоимости и скорости inference.

Заключение

В этом посте мы рассмотрели, как time horizon и времена удвоения 4–7 месяцев, обнаруженные Kwa и West и др. (2025) на задачах по программированию, соотносятся с другими доменами. Мы оценили time horizon в других бенчмарках, используя ту же логистическую модель, подгоняя её с помощью метода максимального правдоподобия (MLE) там, где доступны (1) оценки времени выполнения задач человеком и (2) публичные данные о производительности агентов по нескольким уровням сложности. Даже при наличии только агрегированных результатов можно зафиксировать значение β и получить более шумную, но всё же полезную оценку time horizon.

Мы наблюдаем экспоненциальные или сверхэкспоненциальные тренды роста во всех исследованных случаях, хотя разброс как в значениях time horizon, так и в скоростях роста значителен. Бенчмарки по программированию, олимпиадной математике и QA демонстрируют горизонты 30–200+ минут, удваивающиеся каждые ~2–6 месяцев, при этом METR-HRS находится в среднем диапазоне. Агентные задачи с GUI (OSWorld) по-прежнему примерно в 100 раз короче, чем программирование или математика; автопилот Tesla показывает значительно более медленный прогресс, чем другие домены.

Ограниченность текущих источников данных делает наши оценки шумными. Но что еще важнее — все приведенные нами данные основаны на бенчмарках в ограниченном наборе доменов, преимущественно там, где ИИ уже показывает хорошие результаты. Будущие исследования в других доменах, особенно с короткими time horizon, могут дать прямые свидетельства о технологических узких местах, мешающих автоматизации опасных способностей и R&D в области AI.

Приложение

Потенциальные будущие эксперименты

Ниже приведён список экспериментов в примерном порядке приоритетности, которые могли бы расширить текущие результаты:

  1. Данные об успешности на уровне задач для OSWorld, WebArena, MATH и RLBench, чтобы проверить силу корреляции между длительностью задачи и ее сложностью, так как это может влиять на скорость роста time horizon.

  2. Анализ с использованием item response theory (IRT) для GPQA Diamond, чтобы определить, связано ли высокое значение time horizon и низкое значение β у o3-mini с шумом в аннотациях или с чем-то другим.

  3. Бейзлайны для некоторых бенчмарков, в которых отсутствуют данные о времени выполнения задач человеком:

    1. Визуальные головоломки, такие как ZeroBench, VisualPuzzles и ARC-AGI. Однако некоторые из них были сконструированы как adversarial-примеры, сложные именно для AI, и могут не быть репрезентативными с точки зрения экономически полезной работы.

    2. Классические бенчмарки по распознаванию изображений: MNIST, ImageNet. Это позволило бы построить тренд на более длительном промежутке времени.

    3. Бенчмарки опасных способностей, такие как CVE-Bench и ProtocolQA.

    4. FrontierMath, который имеет гораздо более высокий «потолок» по сравнению с другими QA-бенчмарками.

Подробности по отдельным бенчмаркам

  • METR-HRS (HCAST/RE-Bench/SWAA)

    • Данные по людям получены через бейзлайны для большинства задач; примерно для 24 из 170 задач было оценены приблизительно, так как получить успешный бейзлайн не удалось. Данные о success rate людей не используются, поскольку многие неудачи бейзлайнов были вызваны причинами, не релевантными для моделей (подробнее см. оригинальную статью).

    • Данные по агентам включают 8 прогонов каждой модели с scaffold от METR.

  • SWE-bench Verified

    • Данные по людям — это аннотации времени, собранные OpenAI, чтобы оценить, сколько времени потребуется инженеру, знакомому с кодовой базой, на решение задачи.

    • Данные по агентам — от Epoch AI. Обратите внимание, что модели OpenAI o1 и o3 исключены.

  • OSWorld

    • Длительность задач для человека — это длина демо из рисунка 4 и таблицы 6 статьи OSWorld. Мы применяем поправку 1 / 0.7236 для учёта человеческой успешности на основе 72.36% успешности, приведённой в статье.

    • Данные по агентам — из публичного лидерборда.

  • WebArena

    • Длительность задач для человека и данные об успешности агентов извлечены из официального лидерборда и репозитория; значения длительности получены из доступных trace-данных.

  • Mock AIME

    • Длительность задач для человека оценивалась на основе распределения времени, которое участники должны тратить на вопросы в 15-вопросном экзамене продолжительностью 180 минут. В частности, мы предположили, что распределение времени по вопросам логарифмически равномерное, а самая длинная задача занимает в 5 раз больше времени, чем самая короткая.

    • Временные оценки скорректированы с учётом success rate, полученным на основе априорного распределения сложности задач IRT для человека с баллом около 10 (примерно топ-250 в США), с диапазоном от 0.98 для первого вопроса до 0.10 для пятнадцатого. При сравнении с топ-участниками AIME длительности задач будут меньше, но мы выбрали данный уровень способностей для согласованности с бейзлайнами METR-HRS, MATH и других бенчмарков.

    • Данные по агентам — от Epoch AI.

    • Также используются данные по другим бенчмаркам AIME из сторонних источников для проверки надёжности.

  • MATH

    • Для получения оценок времени выполнения задач человеком я (Thomas Kwa) создал простое приложение и самостоятельно решил задачи из train-набора, пока не набрал по 4 примера в каждом из 5 уровней сложности, дав 24 правильных ответа из 28. Я не использовал калькулятор или внешние инструменты (в соответствии с правилами олимпиад по математике). Мы моделируем времена выполнения в каждом bucket как логнормальные и корректируем длительности в зависимости от моей успешности в этом bucket.

    • Данные по агентам — с лидерборда HuggingFace. Были отфильтрованы агенты, использовавшие код или другие инструменты.

  • LiveCodeBench

    • Так как LiveCodeBench состоит в основном из задач LeetCode и AtCoder, я использовал свои приблизительные медианные времена прохождения задач на LeetCode во время подготовки к собеседованиям: m = (8, 20, 40) минут для (easy, medium, hard) соответственно. Мы моделируем длительности в каждом bucket как логарифмически равномерные от m/2 до 2m.

      • Это может быть неточно, если в последней версии LiveCodeBench увеличена доля задач с Codeforces, которые значительно сложнее.

  • GPQA Diamond

    • Оценки времени выполнения человеком — это среднее значение из двух экспертных аннотаций, включённых в бенчмарк GPQA.

    • Данные по агентам — от Epoch AI.

  • Video-MME

    • Оценка длительности задач для человека — длина видео. Это может быть неточной метрикой, так как человек с интерактивным видеоплеером, скорее всего, может ответить на вопросы быстрее, чем длительность видео

    • Данные по агентам — с лидерборда Video-MME, включающего результаты без использования субтитров (no-captions) по разбивке на easy / medium / hard. Обратите внимание, что данные не обновлялись с момента выхода Gemini 1.5.

  • Tesla FSD

    • Оценки времени выполнения задач человеком рассчитываются из расстояния, предполагая скорость 30 миль/ч в городе и 60 миль/ч на шоссе. Мы предполагаем, что поездка без вмешательств в течение часа равна успешному выполнению задачи длиной в час.

    • Данные по агентам — это среднее расстояние между вмешательствами по данным Tesla FSD Tracker — сайта, объединяющего опросы и два сторонних трекера. Мы исключаем версии с малым числом миль по городу или шоссе, нормализуем к равному количеству городских и шоссейных миль и умножаем на ln(2), так как агент с постоянной вероятностью отказа и MTBF = k минут будет иметь 50% вероятность сбоя на отрезке k * ln(2). Возможно, в этих данных есть смещение из-за того, что люди используют FSD только в условиях, где он хорошо работает, но более серьёзная проблема в том, что Waymo, вероятно, опережает Tesla в автономном вождении[13].

  • RLBench

    • Оценки времени выполнения человеком предполагаются равными длине демонстраций, включенных в 18 задач RLBench, использованных для оценки.

    • Данные по агентам — из публичного лидерборда.

Эффективная средняя длительность задач

См. этот документ по теме: [ext] Getting task duration from baseliner time distribution.

[13] К сожалению, Waymo не публикует необходимые нам данные. Компания заявляла о тысячах миль пробега между вмешательствами (interventions) ещё с 2017 года — задолго до того, как автономное вождение стало приносить значимую выручку. Однако их заявления не поддаются однозначной интерпретации.

Другие графики

Необработанные данные

Рисунок 7: Процентные значения (scores) на каждом бенчмарке в динамике.
Рисунок 7: Процентные значения (scores) на каждом бенчмарке в динамике.

Без метрики time horizon трудно интерпретировать эти значения в терминах, откалиброванных на человека, но необработанные процентные scores позволяют лучше отслеживать прогресс на таких бенчмарках, как Video-MME и GPQA Diamond, где time horizon либо неприменим, либо нестабилен.

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  • 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

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:04 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.11.25 22:05 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 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

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  • 06.12.25 01:48 Tonerdomark

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  • 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

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