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[Перевод] ARC Prize 2024: Второй после Теста Тьюринга?

Нейросети, готовые к схватке за ARC Prize
Нейросети, готовые к схватке за ARC Prize

Предлагаю обсудить перевод оригинальной статьи с методикой интересного теста ARC Prize, - об него сломали виртуальные зубы все LLM, кроме нашумевшей o3 от OpenAI , которая на основании решения 75,7% некоторыми начинает уже считаться как "тот самый, сильный ИИ", "почти сильный ИИ", "посильнее почти всех человеков ИИ"... А еще организаторы раздают призы с призовым фондом $ 1 000 000. Сможет ли этот тест подвинуть знаменитый Тест Тьюринга?

Премия АРК 2024: Технический отчет

François Chollet, Mike Knoop, Gregory Kamradt, Bryan Landers

December 9, 2024

По состоянию на декабрь 2024 года бенчмарку ARC-AGI исполнилось пять лет, и он по-прежнему остается непобежденным. Мы считаем, что на данный момент это самый важный нерешенный ИИ-бенчмарк в мире, поскольку он нацелен на измерение способностей к обобщению умений на решение новых задач, что составляет «суть интеллекта», в отличие от умения решать задачи, к которым можно подготовиться заранее. В этом году мы объявили ARC Prize, глобальный конкурс, призванный вдохновить новые идеи и стимулировать прогресс в области AGI путем достижения целевого показателя в 85 %. В результате текущий результат в наборе частных оценок ARC-AGI вырос с 33 % до 55,5 %, чему способствовали несколько передовых техник и методов AGI, включая синтез программного кода на основе глубокого обучения (deep learning-guided program synthesis) и обучение в тестовое время (test-time training). В этой статье мы проведем обзор лучших подходов, рассмотрим новые реализации с открытым исходным кодом, обсудим ограничения набора данных ARC-AGI-1 и поделимся ключевыми идеями, полученными в ходе соревнований.

1 Введение: ARC-AGI

Франсуа Шолле (François Chollet) впервые написал об ограничениях глубокого обучения в 2017 году (5). В 2019 году он формализовал эти наблюдения в новое определение искусственного интеллекта (ИИ), охарактеризовав его как систему, способную эффективно приобретать новые навыки и решать новые задачи, для которых она не была ни явно разработана, ни обучена. (7)

Наряду с этим определением Шолле опубликовал бенчмарк - корпус абстракций и рассуждений (Abstraction and Reasoning Corpus, ARC) (6) (позже переименованный в ARC-AGI, чтобы избежать смешения названия с другими бенчмарками ИИ) как первую конкретную попытку измерить это определение интеллекта. Мы будем называть этот набор данных ARC-AGI-1. Он представляет собой набор независимых "задач" (см. рис. 1), каждая из которых состоит из нескольких "демонстрационных пар" (двух или более, медиана - три) и одного или более "тестовых входов".

Тестовая пара состоит из "входной сетки", прямоугольной сетки переменного размера (до максимального размера 30 строк на 30 столбцов), где каждая ячейка может иметь одно из десяти различных"значений", и "выходной сетки", которая должна быть полностью выводима из характеристик входной сетки. Цель состоит в том, чтобы с помощью демонстрационных пар понять природу задачи и использовать это понимание для построения выходной сетки, соответствующей каждому входному тесту. Тестируемому дается две попытки на каждый входной тест.

Определяющей характеристикой бенчмарка является то, что ни к одному из заданий нельзя подготовиться заранее. Каждое задание в наборе данных следует своей логике. Все задания были созданы людьми, чтобы обеспечить высокую степень новизны и разнообразия.

Для решения задач ARC-AGI не требуется ни специальных знаний о мире (например, исторических фактов), ни языка.

Единственное предполагаемое предварительное знание - это Core Knowledge (7), концепция, объединяющая такие понятия, как объектность, базовая топология, элементарная целочисленная арифметика и т.д. Базовые знания (Core Knowledge) человека были исследованы Spelke и др. (22). Эти знания приобретаются детьми очень рано (как правило, до четырех лет) и являются универсальными для всех людей. Публичные тренировочные задания ARC-AGI-1 разработаны таким образом, чтобы ознакомить испытуемых со всеми базовыми знаниями, необходимыми для решения задач ARC-AGI.

1.1 Состав набора данных

ARC-AGI-1 состоит из 1 000 задач, разбитых на четыре подмножества:

  • Публичные тренировочные задачи (400 ед, легкие) - предназначены для демонстрации формата задач и позволяют выучить сущности Core Knowledge

  • Публичные оценочные задачи (400 ед, трудные) - предназначены для того, чтобы исследователи могли локально оценить свою работу

  • Полу-приватные оценочные задачи (100 ед, трудные) - предназначены для оценки сторонних подходов, которые опираются на общедоступные коммерческие API. Это полу-приватные задачи, потому что, хотя они не были публично опубликованы, они подвергались воздействию коммерческих API и, таким образом, подвергались риску утечки

  • Приватные оценочные задания (100, трудные) - предназначены для оценки отдельных подходов. Они полностью приватны и теоретически не подвержены утечкам.

Рисунок 1. Пример задачи ARC-AGI (0ca9ddb6)
Рисунок 1. Пример задачи ARC-AGI (0ca9ddb6)
Еще несколько тестовых примеров задач (сможете ли вы их решить?):
Вариант 1
Вариант 1
Вариант 2
Вариант 2
Вариант 3
Вариант 3
Вариант 4
Вариант 4
Вариант 5
Вариант 5
Вариант 6
Вариант 6

Для снижения риска чрезмерной подгонки и загрязнения данных современные оценки приводятся только для набора задач частной оценки.

Еще одна важная особенность задач ARC-AGI заключается в том, что они сложны для систем искусственного интеллекта и в то же время просты для человека. Оригинальные частные задачи были протестированы двумя людьми, которые набрали 97 и 98 % баллов, а вместе решили все 100 %. Нью-Йоркский университет опубликовал результаты недавнего тестирования работников Mechanical Turk, которые показали, что 99 % публичных оценочных задач были решены как минимум одним работником, причем на каждую задачу было назначено 10 работников. (18)

1.2 Прогресс до 2024 года

ARC-AGI был использован в трех публичных конкурсах до ARC Prize 2024:

  • 2020 год: Первый конкурс ARC-AGI Kaggle (призовые 20 000 долларов США) (9)

  • 2022: ARCathon 1 (призы 100 000 долларов) (16)

  • 2023: ARCathon 2 (100 000 долларов США в качестве призов) (17)

После выпуска ARC-AGI-1 оказалось, что чистые подходы глубокого обучения плохо работают на ARC-AGI, поскольку классическая парадигма глубокого обучения работает на основе соотнесения новых ситуаций с ситуациями, наблюдавшимися во время обучения, без адаптации или рекомбинации знаний во время тестирования, что делает невозможным для таких моделей восприятие совершенно новых задач во время тестирования. В первом конкурсе Kaggle (2020) ни один подход, основанный на глубоком обучении, не набрал более 1 %. Оригинальная модель GPT-3 от OpenAI набрала 0 % при публичной оценке с использованием прямых подсказок.

Несмотря на то, что ARC-AGI был создан до появления больших языковых моделей (LLM), в период 2022-2024 годов он не поддавался им, несмотря на рост параметров LLM.

Первый конкурс ARC-AGI был проведен на Kaggle в 2020 году (9) с максимальным результатом 20 %. Спустя четыре года максимальный балл вырос до 33 %. Отсутствие прогресса в ARC-AGI можно объяснить отсутствием прогресса в AGI. С 2020 по начало 2024 года в области исследований ИИ доминировали системы глубокого обучения, которые повышали навыки решения конкретных задач, но не улучшали способность решать задачи, у которых не было доступных обучающих данных во время обучения (так называемый "общий интеллект"). Мы считаем, что в этот период прогресс на пути к AGI застопорился - системы ИИ становились все больше и запоминали все больше обучающих данных, но универсальность систем передовых LLM не имела тенденции к росту.

2 Результаты ARC Prize 2024

2.1 Kaggle Leaderboard

Неудовлетворительные результаты наиболее передовых LLM в ARC-AGI в начале 2024 года были явным свидетельством концептуальных ограничений, препятствующих прогрессу AGI. В ответ мы учредили ARC Prize (15), чтобы вдохновить ИИ-исследователей работать над новыми идеями и открыто делиться ими. Большинство передовых исследований в области ИИ больше не публикуются лабораториями-разработчиками, поэтому ARC Prize стимулирует и поощряет открытый обмен информацией.

Конкурс ARC Prize 2024 стартовал 11 июня 2024 года и завершился 10 ноября 2024 года. Конкурс проводился как на сайте kaggle.com, так и на сайте arcprize.org. Призы включали главный приз в размере 600 000 долларов США для первой команды, достигшей 85 % по частному набору оценок, 50 000 долларов США в качестве призов за прогресс, привязанных к таблице лидеров Kaggle, и 75 000 долларов США в качестве призов за лучшие статьи. Главный приз так и не был вручен.

Победители 2024 года представлены в таблице 1. Все результаты находятся в открытом доступе и воспроизводятся на сайте arcprize.org.

Победители соревновались на Kaggle, где их модели пытались решить 100 задач из частного набора оценок на виртуальной машине с одним GPU P100 менее чем за 12 часов без доступа к интернету. Только те, кто выложил свое решение в открытый доступ, могли быть названы победителями и претендовать на призы. Компания MindsAI получила наивысший балл 55,5 % в частном наборе задач, но решила не выкладывать свое решение в открытый доступ и поэтому не смогла получить приз.

Таблица 1: Победители ARC Prize 2024
Таблица 1: Победители ARC Prize 2024

2.2 Публичная таблица лидеров

В дополнение к таблице лидеров Kaggle в рамках ARC Prize была создана дополнительная таблица лидеров, ARC-AGI-Pub, которая позволяла получить доступ к Интернету и ослабить ограничения на вычисления, чтобы оценить производительность, потенциально достижимую моделями. Из-за риска утечки данных заявки проверялись не на приватном наборе оценок, а на полу-приватном (100 задач). Мы сообщали о результатах наряду с публичным набором оценок (400 задач), чтобы избежать чрезмерной подгонки. Мы считаем, что оценки завышены, если абсолютная разница между полу-приватным и публичным набором оценок превышает ±10%. Все оценки доступны с открытым исходным кодом и воспроизводятся на сайте arcprize.org.

Таблица 2: Таблица лидеров ARC-AGI-Pub
Таблица 2: Таблица лидеров ARC-AGI-Pub

Это соревнование предоставило участникам примерно в 1 000 раз больше времени для вычислений, чем Kaggle Leaderboard.

Участникам ARC-AGI-Pub разрешалось использовать до 10 000 долларов в кредитах API, в то время как участники Kaggle могли использовать только эквивалент 10 долларов вычислений на одного участника. Приз ARC покрывал расходы на API для получения высоких результатов в публичной таблице лидеров.

Итоговые результаты 2024 года в публичной таблице лидеров приведены в таблице 2. В коммерческих результатах API используется общедоступный подход с прямыми подсказками (идентичный для всех моделей). Удивительно, но результаты конкурса и вторичные результаты в публичной таблице лидеров тесно связаны. Это говорит о том, что алгоритмические улучшения в AGI обладают значительной силой и что для победы над ARC-AGI могут не потребоваться огромные вычисления.

2.3 Paper Awards

В рамках ARC Prize 2024 также были учрежден "Paper Awards" для поощрения новых концепций, независимо от того, какие оценки получили их решения. Призы были присуждены следующим работам (все работы представлены вместе с открытым исходным кодом на сайте arcprize.org):

  • Первое место: Li и др., "Combining Induction and Transduction for Abstract Reasoning" - «Комбинирование индукции и трансдукции для абстрактных рассуждений»

  • Второе место: Akyürek и др.., "The Surprising Effectiveness of Test-Time Training for Abstract Reasoning" - «Удивительная эффективность обучения абстрактному мышлению в тестовом режиме»

  • Третье место: Bonnet and Macfarlane, "Searching Latent Program Spaces" - «Поиск скрытых программных пространств»

  • Призеры:
    - Franzen et al., (the ARChitects): "The LLM ARChitect: Решение проблемы ARC - это вопрос перспективы"
    - Barbadillo,"Omni-ARC"
    - Fletcher-Hill, "Mini-ARC: решение головоломок абстракции и рассуждений с помощью небольших моделей трансформеров"
    - Ouellette, "Towards Efficient Neurally-Guided Program Induction for ARC-AGI" - «На пути к эффективному нейроуправляемому индуктированию программ для ARC-AGI»
    - Puget, "A 2D nGPT Model For ARC Prize"

В общей сложности 1 430 команд подали 17 789 заявок на участие в ARC Prize 2024. Многие финансируемые стартапы также сместили приоритеты в сторону работы над ARC-AGI - мы слышали о семи таких компаниях в этом году. Кроме того, многие крупные корпоративные лаборатории уже развернули внутренние усилия по решению проблемы ARC-AGI.

Хотя нам предстоит пройти долгий путь к AGI, мы рады, что ARC Prize стал катализатором нескольких новых подходов к рассуждениям AGI с открытым исходным кодом, в частности обучения в тестовое время (test-time training), подход, который мы впервые увидели в использовании Джеком Коулом в 2023 году, а затем популяризировали в этом году благодаря ARC Prize.

3 Лучшие подходы

До 2024 года все лучшие подходы ARC-AGI опирались на дискретный поиск подходящих программ (discrete program search), начиная с победившей в 2020 году заявки icecuber (9), которая использовала исключительно перебор программ для достижения 20% на частном наборе оценок.

В течение следующих четырех лет прогресс был медленным. Несмотря на появление LLM (например, GPT-3, 3.5, 4), попытки использовать эти системы для победы над ARC-AGI были безуспешными. Прогресс в основном заключался в улучшении языков, специфичных для конкретной области (DSL), в частности, языка, созданного Майклом Ходелом (12), который повысил производительность процесса поиска программ.

Однако во время проведения ARC Prize 2024 прогресс вновь ускорился, и катализатором стали три основные категории подходов:

  • Deep learning-guided program synthesis - Синтез программ на основе глубокого обучения: Использование моделей глубокого обучения, в частности специализированных кодовых LLM, для генерации программ, решающих задачи, или для управления процессом поиска программ, выходящим за рамки слепых методов грубой силы.

  • Test-time training (TTT) for transductive models - Обучение в тестовом режиме (TTT) для трансдуктивных моделей: Тонкая настройка LLM во время обучения на заданной спецификации задачи ARC-AGI с целью рекомбинации предыдущих знаний LLM в новую модель, адаптированную к решаемой задаче. Трансдуктивная модель - это модель, которая пытается непосредственно предсказать выходную сетку при наличии тестовой входной сетки и спецификации задачи, вместо того чтобы сначала пытаться написать программу, соответствующую задаче.

  • Combining program synthesis together with transductive models - Объединение синтеза программ с трансдуктивными моделями: Объединение двух вышеупомянутых подходов в один суперподход, основанный на наблюдении, что каждый подход склонен решать различные типы задач.

Первое интересное достижение года принадлежит Райану Гринблатту (Ryan Greenblatt), который достиг 42% в таблице лидеров ARCAGI-Pub (11), используя подход к синтезу программ под руководством LLM. Его решение использует GPT-4o для поиска тысяч программ на Python для каждой задачи (и итеративной отладки наиболее перспективных), чтобы найти программу, которая успешно отображает примеры ввода/вывода задачи.

За 5 месяцев конкурса одна из лучших команд, MindsAI, улучшила свой результат на приватном оценочном наборе ARC-AGI-1 с 33 % (достигнутый той же командой по итогам конкурса 2023 года) до 55,5 %.

MindsAI стала пионером в обучении ARC-AGI в тестовом режиме, начиная с 2023 года. Хотя они решили не делиться публично своей реализацией TTT в 2024 году, они вдохновили многие команды на создание своих собственных.

Примечательно, что ARChitects, завоевавшие первое место в ARC Prize 2024, использовали TTT, получив 53,5% в приватной оценке, а получившие второе место в номинации «Paper Awards», Ekin Akyürek и команда, использовали TTT для выхода на 47,5% в полу-приватном наборе оценок. Оба продукта были открыты в результате конкурса и доступны на сайте arcprize.org.

Рисунок 2: Наивысшие уровни решения ARC-AGI-1 с течением времени
Рисунок 2: Наивысшие уровни решения ARC-AGI-1 с течением времени

3.1 Синтез программ на основе глубокого обучения

Выпустив ARC-AGI в 2019 году, Шолле предположил, что ее можно рассматривать как бенчмарк для синтеза программ, и что ее можно решить, используя модели глубокого обучения для управления процессом поиска дискретных программ, тем самым решая проблему узкого места синтеза программ - комбинаторного взрыва. Такой подход был подробно описан в докладе Шолле на AI Fall Symposium в ноябре 2020 года (8). В соревновании 2020 года полностью доминировала техника перебора программ, а рост числа LLM, способных генерировать код, начиная с 2023 года, привел к появлению более эффективных решений для синтеза программ, которые использовали LLM для написания программ-кандидатов, которые затем оценивались интерпретатором кода.

Синтез программ для ARC-AGI до сих пор был представлен в следующих вариантах:

  • Грубый поиск на Domain Specific Language, DSL: Этот подход предполагает исчерпывающий поиск в пространстве возможных программ в рамках заданного DSL. Несмотря на теоретическую завершенность, он не может самостоятельно масштабироваться на сложные программы, так как страдает от комбинаторного взрыва при увеличении размера DSL и размера желаемой программы. Это первый подход, который дал положительные результаты на ARC-AGI, и уже в 2020 году мы получили доказательство существования очень простой, требующей относительно мало вычислительной мощности стратегии перебора, которая позволила достичь 49 % на приватном наборе, собрав вместе все конкурсные работы 2020 года. Наивысший результат, полученный на Kaggle при использовании этого подхода, составил 40 % на приватном наборе (автор Агнис Лиукис, название команды alijs).

  • Генерация программ на открытых языках с помощью LLM: LLM, предварительно обученные на данных, связанных с программированием, могут быть использованы для генерации программ на языках общего назначения, таких как Python. Гринблатт (11) продемонстрировал подход, при котором GPT-4o, получив описание задачи (содержащее демонстрационные пары), генерировал тысячи программ-кандидатов на Python для решения задачи, которые затем запускались интерпретатором кода и отбирались на основе их производительности на демонстрационных парах. Для успешной работы такой подход требует значительных усилий по оперативному проектированию и полагается на детерминированную оценку потенциально огромного количества сгенерированных программ.

  • Направляемый LLM поиск дискретных программ на DSL: этот подход сочетает в себе некоторые сильные стороны как поиска дискретных программ на основе DSL, так и LLM. Ouellette (21) продемонстрировал эту стратегию, используя LLM для управления процессом поиска в DSL, эффективно сокращая пространство поиска и повышая эффективность.

  • Итеративная отладка программ на основе LLM: Вместо того чтобы генерировать полные программы с нуля, LLM можно использовать для итеративной отладки и доработки программ, сгенерированных эвристически или близких к правильным. Гринблатт (11) также исследовал этот подход, используя LLM для выявления и исправления ошибок в наиболее перспективных некорректных программах (отобранных с помощью эвристического критерия), что привело к улучшению производительности ARC-AGI.

Один из подходов, который до сих пор не был опробован (вероятно, потому, что это технически сложно), но который, как мы ожидаем, даст хорошие результаты в будущем, - это использование специализированных моделей глубокого обучения для управления решениями о ветвлении в процессе поиска дискретных программ, аналогично тому, что можно увидеть в системе AlphaProof от Google DeepMind (2).

Мы ожидаем, что в ближайшие 12-24 месяца синтез программ, а также тесно связанные с ним методы поиска в тестовом времени будут использоваться всеми ключевыми LLM. Это приведет к тому, что в будущем возникнет необходимость в формальном отчете об эффективности с оценками бенчмарка, поскольку любой подход, основанный на поиске, всегда может получить более высокую оценку, если ему предоставить больше вычислительных ресурсов, и, таким образом, уже невозможно будет присвоить оценку чистому подходу, а только комбинации подхода и вычислительного бюджета. Например, по нашим оценкам, подход, подобный подходу Гринблатта, может достичь 85 % балла ARC-AGI при генерации, оценке и отладке примерно 100 000 000 программ на задачу, что представляет собой многомиллионный бюджет вычислений для решения 100 задач.

Также нужно отметить, что синтез программ на основе глубокого обучения в настоящее время не имеет решающих преимуществ перед поиском программ на основе DSL - обе эти технологии при сопоставимых вычислительных бюджетах имеют результат в районе 40%. Мы ожидаем, что в будущем более эффективные методы поиска программ, использующие глубокое обучение, смогут уйти от грубого поиска.

3.2 Обучение во время тестирования

Классическая парадигма глубокого обучения, примером которой могут служить LLM 2022-2023 годов, предполагает сначала обучение модели на большом наборе данных, а затем выполнение выводов с помощью замороженной версии модели. Однако решение ARC-AGI не ограничивается простым поиском и применением заученных шаблонов, оно требует способности адаптироваться к конкретной задаче в момент тестирования. Это привело к появлению метода обучения во время тестирования (emergence of test-time training, TTT), также известного как точная настройка / файнтюнинг во время тестирования (test-time fine-tuning, TTFT), в качестве доминирующего подхода в решениях ARC-AGI на базе LLM. На сегодняшний день все лучшие LLM-подходы к трансдукции для ARC-AGI используют TTT, и не существует ни одного решения для трансдукции в стиле статического вывода, которое набрало бы более 10%. Этот резкий разрыв подчеркивает неспособность классической парадигмы глубокого обучения обобщать новые задачи.

TTT в данном контексте предполагает тонкую настройку предварительно обученного LLM на демонстрационных парах каждого экземпляра задачи, наблюдаемого во время тестирования, эффективно создавая различные варианты базовой модели для каждой задачи. Затем модель побуждается к прямому предсказанию выходной решетки (трансдукция).

Интересно, что TTT можно рассматривать как концептуально схожий с поиском программ, хотя и на противоположном конце спектра запоминания/рекомбинации. В обоих случаях для решения задачи требуется рекомбинировать уже существующие строительные блоки. Поиск программ обычно использует глубокую рекомбинацию небольшого набора общих примитивов программирования.

TTT, с другой стороны, использует огромное количество специализированных "строительных блоков" (векторные функции, найденные в весах предварительно обученного LLM) и выполняет неглубокую рекомбинацию посредством градиентного спуска в тестовое время.

Ключевые аспекты применения TTT в ARC-AGI включают:

  • Расширение данных и альтернативные наборы данных: Учитывая ограниченный размер набора данных ARC-AGI-1, успешное применение TTT в значительной степени зависит от увеличения количества ARC-AGI-подобных данных, доступных для предварительного обучения, либо с помощью альтернативных наборов данных, таких как BARC (набор данных из 400 000 дополнительных ARC-подобных задач, выпущенный Эллисом и др. (19), Re-ARC (программная реализация обучающего набора ARC-AGI, позволяющая бесконечно выбирать новые экземпляры 400 учебных задач, выпущенная Ходелом (13)) или тщательно разработанных дополнений к данным. ARChitects (10), например, ввели новые дополнения и критерий отбора, основанный на стабильности сгенерированных решений при этих дополнениях.

  • Стратегии тонкой настройки / файнтюнинг: Для адаптации LLM во время тестирования были исследованы как файтюнинг LoRA (14), так и полный файнтюнинг. Файнтюнинг выполняется на дополненных демонстрационных парах, полученных на основе конкретного рассматриваемого тестового образца.

  • Специализированные 2D-архитектуры: Эффективные TTT часто используют специализированные архитектуры трансформеров, приспособленные для визуальных рассуждений. Это включает использование механизмов 2D внимания или 2D позиционных кодировок (как в модели Puget/NVIDIA в "2D nGPT Model for ARC Prize" (4)) для лучшего отражения пространственных отношений во входных сетках.

Примеры ТТТ, используемых в ARC Prize 2024:

  • OmniARC (Barbadillo (3)): Модель Qwen2.5-0.5B-Instruct, предварительно обученная на нескольких задачах индукции программ, и далее уточненная во время тестирования с помощью дополненных данных ARC. Они сочетают ее с подходом к синтезу программ для создания конкурентоспособного ансамбля.

  • Akyürek et al. (1): Модель с 8 параметрами, использующая TTT, достигла 53 % точности на публичном наборе оценок.

  • MindsAI (20): Модель серии Salesforce T5, предварительно обученная на публичном наборе оценок и синтетических данных, в процессе тестирования подвергается файнтюнингу на каждой частной задаче.

  • ARChitects (10): Фундаментальная модель NeMo-Minitron-8B с обширным дополнением данных и новым критерием выбора, основанным на стабильности решения при дополнениях.

Вариант TTT предполагает поиск в латентном пространстве LLM, как в работе Bonnet и MacFarlane (4). Этот подход использует случайный поиск и градиентный спуск для поиска лучших представлений программы в латентном пространстве модели - новый подход к адаптации во время тестирования, который не является ни файнтюнингом, ни дискретным поиском.

В целом, мы ожидаем, что обучение во время тестирования станет основной методикой, с помощью которой системы ИИ на базе LLM смогут улучшать производительность на задачах, выходящих за рамки тех, на которые они были предварительно обучены. В сравнении с синтезом программ, ТТТ сложнее внедрить в производственные системы, поэтому мы ожидаем, что он не будет внедрен в производство в течение нескольких лет, но так или иначе, он или основанные на нём методы должны стать популярными с 2026 года.

3.3 Сочетание синтеза программ с трансдукцией

К решению ARC-AGI можно подойти двумя способами:

  • Синтез программ или "индукция": На основе демонстрационных пар тестового задания нужно найти программу или функцию, которая превращает входные сетки в соответствующие им выходные сетки, а затем применить эту программу к тестовой входной сетке (сеткам).

  • Трансдукция: На основе демонстрационных пар тестовой задачи и входной сетки непосредственно предсказать соответствующий выход, например, запросив у LLM описание задачи и тестовый вход.

Как только подходы, основанные на трансдукции, стали показывать результат выше нуля (в конце 2023 года, пионером стал Джек Коул), исследователи заметили, что программный поиск и трансдукция способны решать существенно отличающиеся наборы задач. Позже этот вопрос был подробно исследован Ли и др. в работе в "Combining Induction and Transduction for Abstract Reasoning" (19).

Сегодня все лучшие результаты (например, Akyürek and Berman в публичной таблице лидеров, ARChitects, Barbadillo и MindsAI в таблице лидеров Kaggle) используют комбинацию трансдукции и индукции. Лучшие одиночные работы, использующие только трансдукцию или только индукцию, набирают около 40%, поэтому только совокупность обоих комбинаций может претендовать на звание лучшего.

4 Будущее

Мы взяли на себя обязательство проводить ARC Prize ежегодно, пока бенчмарк ARC-AGI не будет полностью решен и не появится публичное эталонное решение. ARC Prize 2024 был крупномасштабным экспериментом, который мы считаем очень успешным, и мы стремимся превратить ARC Prize из экспериментального проекта в путеводную звезду для разработки AGI. Мы используем опыт, полученный в ходе ARC Prize 2024, для создания будущих версий как конкурса, так и бенчмарка.

4.1 ARC Prize: 2025 год и далее

Мы рады, что ARC Prize привлекла заметное внимание к новым идеям AGI. Мы ожидали, что ARC Prize подтолкнет ученых, независимых исследователей и крупные лаборатории к тому, чтобы вновь обратить внимание на ARC-AGI. Но мы были удивлены тем, насколько финансируемые стартапы, занимающиеся исследованиями в области ИИ, изменили свои дорожные карты, сделав приоритетом победу над этим бенчмарком. Сейчас нам известно как минимум о семи попытках решить проблему ARC-AGI, предпринимаемых организациями с объемом финансирования более 1 млн долларов, включая Basis AI (basis.ai), Tufa Labs (tufalabs.ai), Agemo (agemo.ai) и Symbolica (symbolica.ai).

У всех этих групп разные стимулы (например, для венчурных стартапов и крупных корпоративных лабораторий призов за решение бенчмарка будет недостаточно), и мы планируем изменить дизайн конкурса 2025 года, чтобы учесть это. Наша цель - обеспечить наилучший ориентир на AGI для всего спектра участников исследований в области ИИ, от академических лабораторий до стартапов и крупных лабораторий.

4.2 ARC-AGI-2

Набор приватных оценок ARC-AGI-1 остается неизменным с 2019 года, и известно, что он страдает рядом недостатков. Во-первых, он ограничен всего 100 задачами. Эти 100 задач использовались во всех четырех соревнованиях ARC-AGI для отчета о промежуточных результатах в таблице лидеров, и в результате на данный момент участникам было сообщено порядка 10 000 оценок из частного набора оценок. Это представляет собой значительный риск перебора, поскольку каждая оценка способна извлечь ничтожно малое, но ненулевое количество информации о содержании скрытых заданий. Надежность бенчмарка можно повысить, увеличив размер выборки и используя два отдельных набора данных: один для промежуточных оценок в таблице лидеров (более крупный полу-приватный набор оценок) и другой для итоговых оценок (более крупный приватный набор оценок). Такой подход устраняет риск чрезмерной подгонки под приватный набор оценок.

Кроме того, несмотря на то, что 20% - это наивысший результат для всех заявок 2020 года, анализ всех заявок 2020 года показал, что 49% приватных оценок были решены как минимум одной командой (все они использовали те или иные варианты перебора программ). Это говорит о том, что большая часть набора данных ARC-AGI-1 слишком восприимчива к подобным методам перебора программ и поэтому не несет полезного сигнала в отношении AGI. Достаточно большая часть набора данных оказалась достаточно интересной, и именно поэтому ARC-AGI остается нерешенной полностью.

Наконец, по некоторым свидетельствам, различные наборы данных для оценки имеют разные уровни сложности для человека, что затрудняет сравнение баллов между оценками.

Чтобы решить эти проблемы и при этом сохранить привычный формат задач ARC-AGI, мы активно работаем над ARC-AGI-2 и планируем запустить новый набор данных вместе с конкурсом 2025 года.

5 Заключение

ARC Prize 2024 стал весьма успешным экспериментом - осведомленность о бенчмарке значительно повысилась, появилось несколько новых подходов, что позволило довести уровень решений с 33% до 55,5%. Однако ARC-AGI остается непобежденным - все еще со значительным отрывом, особенно учитывая, что результат в 49 % был технически достижим с помощью базового перебора программ еще в 2020 году. Для создания AGI по-прежнему необходимы новые идеи. Тот факт, что ARC-AGI пережила пять месяцев напряженного тестирования, с главным призом в 600 000 долларов и сотнями тысяч долларов в качестве дополнительных призов, является убедительным доказательством того, что решения пока не существует. Мы вдохновлены, гордимся и надеемся, что ARC-AGI сыграла важную роль в переключении внимания на новые исследовательские идеи. Мы уверены, что команда, которая в конечном итоге создаст AGI, думает об ARC-AGI уже сегодня, и мы обязуемся сохранить это внимание как путеводную звезду на пути к AGI.

Однако, статья была написана 4 декабря, а уже 20 декабря система o3 от OpenAI набрала 85%

6 Приложение

6.1 Экосистема ARC-AGI

Премия ARC вдохновила сообщество исследователей и разработчиков, которые предоставили ценные инструменты, наборы данных и репозитории для поддержки как участников конкурса, так и всего сообщества ИИ.

  • ARC-DSL - специфический язык для работы с задачами ARC-AGI: Репозиторий GitHub

  • ConceptARC - бенчмарк в домене ARC-AGI, систематически оценивающий способности к абстрагированию и обобщению по ряду базовых пространственных и семантических "концептуальных групп": Репозиторий GitHub

  • RE-ARC - репозиторий для процедурной генерации примеров для учебных задач ARC-AGI: Репозиторий GitHub

  • BARC - Инструменты для генерации синтетических задач ARC-AGI: Репозиторий GitHub

  • arcsolver - Библиотека Python для автоматического решения ARC-задач с использованием Claude и объектно-ориентированного моделирования: Репозиторий GitHub

  • ARC Interactive - интерактивный веб-инструмент для работы с задачами ARC-AGI: Ссылка

  • Arckit - инструменты на языке Python и командной строки для удобной работы с корпусом абстракций и рассуждений: Репозиторий GitHub

  • The ARC Game - UI интерфейс для ARC-AGI Tasks: Ссылка

  • ARC Gym - фреймворк для генерации данных, помогающий исследовать и разрабатывать решение проблем композиционного обобщения и эффективного поиска: Репозиторий GitHub

  • Open Source Kaggle Notebooks - Сотни публично размещенных материалов Kaggle для ARC Prize 2024: Код конкурса Kaggle

Многочисленные другие ресурсы перечислены в официальном техническом руководстве ARC Prize.

6.2 Благодарности

ARC Prize опирается на наследие предыдущих конкурсов ARC-AGI: конкурс 2020 года на Kaggle, а также “ARCathons” 2022 и 2023 годов, которые были совместной работой François Chollet и некоммерческой лаборатории ИИ Lab42, расположенной в Давосе. Мы благодарны команде Lab42 Rolf Pfister, Oliver Schmid, и Hansueli Jud за их опыт и поддержку в обеспечении плавного перехода для сообщества ARC-AGI.

Их вклад был значительным в обеспечение масштабных соревнований и продвижение таких инициатив, как ARC-AGI-2.

Мы также хотели бы отметить самоотверженность прошлых участников ARCathon, которые не только поддерживали бенчмарк, но и благодаря предыдущей работе быстро ввели в курс дела новых членов сообщества. В частности, мы благодарим Майкла Ходела, Джека Коула, Мохамеда Османа и Саймона Уэлетта за их постоянные усилия по разработке решений ARC-AGI. Особого признания заслуживает Саймон Страндгаард за его исключительную роль в качестве посла сообщества и активного разработчика открытых исходных кодов.

Наконец, мы выражаем глубочайшую благодарность всем участникам ARC Prize 2024, особенно тем, кто поделился своей работой с сообществом. Ваша преданность делу способствует развитию широкой области ИИ, приближая нас к реализации преобразующего потенциала AGI для человечества.

Ссылки на работы:

1. Ekin Akyürek, Mehul Damani, Linlu Qiu, Han Guo, Yoon Kim, and Jacob Andreas. The Surprising Effectiveness of Test-Time Training for Abstract Reasoning. https://arxiv.org/abs/2411.07279, 2024.

2. AlphaProof and AlphaGeometry teams. AI achieves silver-medal standard solving International Mathematical Olympiad problems. https://deepmind.google/discover/blog/ ai-solves-imo-problems-at-silver-medal-level/, July 2024. Accessed: 2024-12-04.

3. Guillermo Barbadillo. Solution Summary for ARC24. https://ironbar.github.io/arc24/05_ Solution_Summary/, 2024. Accessed: 2024-11-27.

4. Clément Bonnet and Matthew V. Macfarlane. Searching Latent Program Spaces. https://github.com/ clement-bonnet/lpn/blob/7f86b1d11ea37ba173700dbac8604393eac6da37/paper.pdf, 2024. Proposes Latent Program Network (LPN), an algorithm for program induction applied to the ARC-AGI benchmark.

5. François Chollet. Deep Learning with Python. Manning Publications Co., Shelter Island, NY, 2017. 6. François Chollet. Abstraction and Reasoning Corpus for Artificial General Intelligence (ARC-AGI). https://github.com/fchollet/ARC-AGI, 2019. 7. François Chollet. On the Measure of Intelligence. https://arxiv.org/abs/1911.01547, 2019.

8. François Chollet. AAAI Fall Symposium Talk. “Abstraction & Reasoning: What Deep Learning can do, what it can’t, and what we can try next”. https://docs.google.com/presentation/d/ 1yqE5AYS4l9mzn17WjnSKEmvqydgw-CsAYrs_TPClOFA, 2020.

9. François Chollet, Katherine Tong, Walter Reade, and Julia Elliott. Abstraction and Reasoning Challenge. https://kaggle.com/competitions/abstraction-and-reasoning-challenge, 2020. Kaggle.

10. Daniel Franzen, Jan Disselhoff, and David Hartmann. The LLM ARChitect: Solving the ARC Challenge Is a Matter of Perspective. https://github.com/da-fr/arc-prize-2024/blob/main/the_ architects.pdf, 2024. Achieved 53.5 points on the hidden test set and solved 72.5/100 tasks in the public evaluation set during ARC-Challenge 2024.

11. Ryan Greenblatt. Submission for ARC Prize. https://www.kaggle.com/code/rgreenblatt/ rg-basic-ported-submission?scriptVersionId=184981551, 2024. Achieved 42% on the public evaluation leaderboard using a LLM-guided program synthesis approach.

12. Michael Hodel. ARC-DSL: A Domain-Specific Language for Solving ARC Tasks. https://github.com/ michaelhodel/arc-dsl, 2024. Contains a DSL for solving ARC tasks, proof-of-concept solvers, and a detailed write-up.

13. Michael Hodel. RE-ARC: Reverse-Engineering the Abstraction and Reasoning Corpus. https: //github.com/michaelhodel/re-arc, 2024.

14. Edward J. Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen. LoRA: Low-Rank Adaptation of Large Language Models. https://arxiv.org/abs/ 2106.09685, 2021.

15. Mike Knoop, François Chollet, Bryan Landers, and Greg Kamradt. ARC Prize. https://arcprize. org/, 2024. Accessed in 2024. Hosts: Mike Knoop, François Chollet. Operations: Bryan Landers, Greg Kamradt.

16. Lab42. ARCathon 2022. https://lab42.global/past-challenges/2022-arcathon/, 2022.

17. Lab42. ARCathon 2023. https://lab42.global/past-challenges/2023-arcathon/, 2023.

18. Solim LeGris, Wai Keen Vong, Brenden M. Lake, and Todd M. Gureckis. H-ARC: A Robust Estimate of Human Performance on the Abstraction and Reasoning Corpus Benchmark. https://arxiv.org/ abs/2409.01374, 2024.

19. Wen-Ding Li, Keya Hu, Carter Larsen, Yuqing Wu, Simon Alford, Caleb Woo, Spencer M. Dunn, Hao Tang, Michelangelo Naim, Dat Nguyen, Wei-Long Zheng, Zenna Tavares, Yewen Pu, and Kevin Ellis. Combining Induction and Transduction for Abstract Reasoning. https://arxiv.org/abs/2411.02272, 2024.

20. led by Jack Cole MindsAI Team. MindsAI Submission for ARC Challenge 2024. https://www.kaggle. com/jcole75, 2024. ARC Challenge 2024 submission by the MindsAI team.

21. Simon Ouellette. Towards Efficient Neurally-Guided Program Induction for ARC-AGI. https: //drive.google.com/file/d/1sFlK3mhz8kH2agdE379o0ODQWYkrSD0b/view, 2024. Explores neurallyguided program induction techniques for the ARC-AGI benchmark.

22. Elizabeth S. Spelke and Katherine D. Kinzler. Core knowledge. Developmental science, pages 89–96, 2007.

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    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 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

  • 16.11.25 14:44 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

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 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

  • 17.11.25 11:27 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

  • 19.11.25 01:56 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.

  • 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

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

  • 06.12.25 01:48 Tonerdomark

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

  • 06.12.25 10:36 Thomas Muller

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

  • 06.12.25 10:36 Thomas Muller

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

  • 06.12.25 10:39 michaeldavenport238

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

  • 06.12.25 10:42 michaeldavenport238

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

  • 07.12.25 08:43 Tonerdomark

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

  • 08.12.25 02:17 liam

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

  • 08.12.25 09:07 Tonerdomark

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

  • 09.12.25 00:18 swanky

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

  • 09.12.25 01:01 Tonerdomark

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

  • 09.12.25 05:44 swanky

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

  • 09.12.25 10:24 lane3215

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

  • 09.12.25 10:25 lane3215

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

  • 09.12.25 14:16 Matt Kegan

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

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