Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 9541 / Markets: 107693

Market Cap: $ 4 040 707 890 016 / 24h Vol: $ 245 669 245 850 / BTC Dominance: 57.584819389819%

Н Новости

[Перевод] Автоматическое обнаружение возможностей через самоисследование базовых моделей

Это перевод свежей статьи от 12 февраля 2025 года об Automated Capability Discovery (ACD) — автоматическом обнаружении возможностей и ограничений больших языковых моделей (LLM), таких как GPT, Claude и Llama. Идея в следующем: использовать одну модель ("учёный") для генерации задач, которые затем решает другая модель ("испытуемый"). Это позволяет автоматически и систематически выявлять как сильные стороны модели, так и её слабости, которые могут быть неочевидными при использовании традиционных методов оценки.

Automated Capability Discovery via Foundation Model Self-Exploration

Cong Lu (University of British Columbia), Shengran Hu (Vector Institute), Jeff Clune (Canada CIFAR AI Chair)

Автоматическое обнаружение возможностей через самоисследование базовых моделей

Аннотация

Базовые модели (Foundation Models, FM) стали нашими универсальными помощниками, демонстрируя разнообразные возможности в многочисленных областях благодаря обучению на огромных массивах интернет-данных. Однако, остаётся непростой задачей точно охарактеризовать даже часть полного спектра возможностей и потенциальных рисков любой новой модели. Существующие подходы к оценке часто требуют значительных человеческих усилий, и с каждым разом становится труднее разрабатывать всё более сложные задачи для более мощных моделей.

Мы хотим представить вам Автоматическое обнаружение возможностей (Automated Capability Discovery, ACD) — фреймворк, который назначает одну базовую модель в роли "учёного" для систематической генерации задач, исследующих способности модели-"испытуемого" (которая может быть той же самой моделью). Комбинируя передовые модели с идеями из области открытости (open-endedness), ACD автоматически и систематически выявляет как удивительные возможности, так и ошибки модели-испытуемого. Мы демонстрируем работу ACD на ряде базовых моделей (включая GPT, Claude и Llama), показывая, как этот фреймворк автоматически раскрывает тысячи возможностей, которые было бы сложно обнаружить одной команде людей. Мы также проверяем автоматическую оценку нашего метода с помощью масштабных опросов людей, наблюдая высокую согласованность между оценками, сгенерированными моделью, и человеческими оценками. Используя способность базовых моделей как создавать задачи, так и оценивать себя, ACD представляет собой значительный шаг к масштабируемой, автоматизированной оценке новых систем AI. Весь код и журналы оценок открыты и доступны по адресу: https://github.com/conglu1997/ACD.

1. Введение

Большие языковые модели (Large Language Models, LLMs) [Gemini Team, 2024; Ope- nAI, 2024b; Touvron et al., 2023], обученные на масштабных интернет-данных, произвели революцию в обработке естественного языка, демонстрируя мощные универсальные возможности. Эти "базовые модели" (Foundation Models, FMs) [Bommasani et al., 2021] показывают исключительную производительность в задачах, требующих здравого смысла [Talmor et al., 2019], логического мышления [Wei et al., 2022] и понимания [Chang et al., 2024], что позволяет применять их в различных областях, от диалоговых агентов [Brown et al., 2020] до генерации кода [Gauthier, 2024]. Недавно агентные системы, основанные на базовых моделях, даже продемонстрировали способность предлагать и исследовать новые научные идеи [Lu et al., 2024c] и создавать всё более совершенные агентные системы [Hu et al., 2024]. Однако выявление неизвестных способностей или режимов сбоев в базовых моделях остаётся серьёзной проблемой, поскольку такие знания имеют решающее значение для обеспечения безопасного развёртывания и максимизации практической пользы.

Традиционные методы оценки, основанные на созданных человеком бенчмарках [BIG-bench authors, 2023; Chen et al., 2021a; Cobbe et al., 2021; Dua et al., 2019; Hendrycks et al., 2021a;b; Phan et al., 2025; Zellers et al., 2019], требуют значительных усилий для разработки и ограничены предопределёнными категориями, часто не охватывая весь спектр возможностей модели или не выявляя удивительные образцы неизвестного поведения. По мере того, как модели становятся более продвинутыми, они могут переобучаться на этих бенчмарках, поэтому такие метрики могут не отражать более широкие улучшения производительности. Пользователи также часто сталкиваются с уникальными случаями использования и режимами сбоев, которые не охватываются бенчмарками. Хотя регулярное обновление или создание новых тестовых наборов [Phan et al., 2025; White et al., 2024] - это попытки решить указанные проблемы, постоянное создание новых задач является дорогостоящим, не специфичным для модели и не позволяет исследовать "неизвестные неизвестные" (то, что создатели бенчмарков не подумали включить). Это подчеркивает необходимость масштабируемых, эффективных методов оценки, которые были бы дешёвыми и требовали минимальных затрат для того, чтобы успевать за быстро развивающимися базовыми моделями [Bowman et al., 2022].

Мы представляем Автоматизированное обнаружение возможностей (ACD), фреймворк, который дополняет существующие подходы к оценке, автоматизируя обнаружение возможностей и режимов сбоев базовой модели. Он назначает одну модель в роли "учёного" для систематического предложения открытых задач для модели-"испытуемого", которая может быть той же самой или другой базовой моделью (Раздел 4).

ACD инструктирует учёного предлагать интересные новые задачи [Faldor et al., 2024; Lu et al., 2024c; Pourcel et al., 2024b; Shah et al., 2024a; Zhang et al., 2024a;b], просит испытуемого попытаться их выполнить и оценивает производительность (Zheng et al., 2023) — и всё это автоматически. Как и люди, исследуя новую модель, могут пробовать всевозможные задачи, от своих любимых "подвохов" для модели до новых сложных задач, но в случае ACD модель берёт на себя роль оценщика. Убрав ручное создание задач из процесса, ACD может автоматически и относительно недорого выявить широкий спектр сильных и слабых сторон модели-испытуемого.

Рисунок 1:(Слева) Люди обычно оценивают новые базовые модели методом проб и ошибок, а также с использованием бенчмарков. Они часто обнаруживают новые удивительные возможности или ошибки: например, подсчёт количества букв "r" в слове "strawberry" или определение, что больше — 0.9 или 0.11. (В центре и справа) Автоматизированное обнаружение возможностей (ACD) повторяет приемы человеческой оценки, используя модель-учёного для автоматического обнаружения и оценки возможностей модели-испытуемого в открытом виде. Здесь показаны два удивительных сбоя (модель не может выполнить три арифметические операции подряд и не может правильно продолжить символьный паттерн с использованием '###') и один успешный пример (модель успешно решает вариант загадки Эйнштейна с 17 подсказками), обнаруженные ACD на GPT-4. Дополнительные примеры см. в Приложении E.3. Модели оцениваются с использованием цепочки рассуждений (Wei et al., 2022).

Перевод оценок на рисунке 1

Человек: 9.11 и 9.9 — какое число больше?

Модель: 9.11 больше, чем 9.9.

Человек: ?!?

Неправильный результат арифметической последовательности

Задача:
Вам дана последовательность арифметических операций. Начните с исходного значения и примените операции по порядку, чтобы найти итоговое значение.

Исходное значение: 5
Последовательность операций:

{'operation': 'add', 'operand': 3} (прибавить 3)
{'operation': 'multiply', 'operand': 2} (умножить на 2)
{'operation': 'subtract', 'operand': 4} (вычесть 4)

Ответ GPT-4o: 10

Неправильное продолжение визуального паттерна

Задача:
Определите или продолжите визуальный паттерн на основе данного описания. Вот паттерн: #-##--###---.

Требуется:

Определите следующие три символа в последовательности.
Предоставьте ответ в виде продолжения последовательности в том же формате.

Ответ GPT-4o: ----####

Решение варианта загадки Эйнштейна

Задача:
Решите следующую логическую головоломку, используя предоставленные подсказки, чтобы определить ответы на вопросы.

Подсказки:

Пять людей разных национальностей живут в ряду из пяти домов, каждый дом окрашен в разный цвет.
У каждого человека разное домашнее животное, предпочитаемый напиток и марка сигарет.
...
Норвежец живет рядом с синим домом.
Человек, который курит Blends, имеет соседа, который пьет воду.

Вопросы:
Кто пьет воду? У кого живет рыбка?

Ответ GPT-4o:
Вода: Норвежец. Рыбка: Немец ✓

Мы демонстрируем ACD на нескольких базовых моделях, включая GPT-4 (OpenAI, 2024), Claude Sonnet 3.5 (Anthropic, 2024) и Llama3-8B (Llama Team, 2024) (Раздел 5). Мы показываем, что ACD выявляет множество возможностей, начиная от элементарных арифметических задач до сложных головоломок, в результате чего автоматически исследуется решение тысяч задач. Многие задачи иллюстрируют полезные возможности модели, такие как многошаговые рассуждения и структурированные рабочие процессы, тогда как другие выявляют удивительные примеры сбоев, которые кажутся тривиальными для людей (Рисунок 1). Мы приводим многочисленные примеры в наших оценках, охватывающие криптографию, генерацию кода, логику, основанную на памяти, продвинутую математику, юридические запросы, создание головоломок и творческое письмо (Приложение E.3). Чтобы проверить автоматическую генерацию задач и оценку ACD, мы проводим масштабные человеческие опросы по задачам, обнаруженным GPT-4, показывая высокие показатели валидности задач и согласованность между самооценкой модели и человеческими суждениями (Раздел 5.1). Кроме того, ACD автоматически составляет краткий "Отчёт о возможностях", в котором перечислены обнаруженные возможности и режимы сбоев (Раздел 6), что позволяет быстро анализировать результаты и упрощает распространение результатов или выявление проблем перед развёртыванием (Раздел 7).

Используя способность базовых моделей к самооценке, ACD позволяет перейти к масштабируемой, автоматизированной оценке этих моделей. Это может помочь систематически выявлять возникающие и потенциально опасные элементы поведения перед развёртыванием в реальном мире. По мере того как базовые модели продолжают развиваться, такие методы, как ACD, будут иметь решающее значение для согласования их развития с человеческими ценностями и обеспечения ответственного использования, выявляя как полезные, так и рискованные поведения перед развёртыванием в реальном мире. Наконец, ACD может позволить моделям генерировать интересные задачи для собственного обучения, потенциально способствуя самоулучшению в будущем (Clune, 2019; Faldor et al., 2024).

2. Предыстория

2.1 Алгоритмы открытого обнаружения (Open-ended Discovery Algorithms)

Алгоритмы открытого обнаружения (Stanley & Lehman, 2015; Stanley et al., 2017) направлены на непрерывное создание новых и разнообразных артефактов в пространстве поиска, вместо того чтобы фокусироваться на фиксированной цели. Эти алгоритмы имитируют человеческое творчество, автономно исследуя новые артефакты, всё больше поддерживаемые крупными базовыми моделями, которые могут кодировать внутренние представления об "интересности" (Faldor et al., 2024; Lu et al.; Zhang et al.). Они применялись для эволюции новых морфологий роботов в коде (Lehman et al., 2022), создания новых сред для обучения с подкреплением (Faldor et al., 2024; Wang et al., 2019; Wang et al., 2020), обнаружения новых функций потерь (Lu et al.) и агентных систем (Hu et al., 2024), а также для исследования научных гипотез (Lu et al.).

Обычно эти алгоритмы поддерживают и обновляют архив обнаруженных артефактов. На каждой итерации t они выбирают новый артефакт a_t из базовой модели , учитывая подмножество $C_{t−1}$ ранее обнаруженных артефактов, обычно ограниченное по размеру для вычислительной реализуемости. Сгенерированный артефакт a_t оценивается на новизну (например, через сходство на основе встраиваний) и затем добавляется в архив, если он достаточно отличается от других в . ACD адаптирует эти принципы для систематического выявления возможностей базовой модели, рассматривая каждую новую способность или сбой как сгенерированный "артефакт".

3. Связанные работы

Открытое обнаружение с использованием базовых моделей. Область открытости (Stanley, 2019) направлена на постоянное обнаружение разнообразных и новых артефактов. Современные методы используют генеративные возможности и обширные предварительные знания базовых моделей (FMs) для ускорения этого процесса (Faldor et al., 2024; Hu et al., 2024; Lehman et al., 2022; Zhang et al.), используя внутреннее представление модели об "интересности" (Faldor et al., 2024; Hu et al., 2024; Lu et al.; Zhang et al.) для создания следующего предложения, аналогично человеческому инновационному процессу. Примечательные примеры включают LLM (Lehman et al., 2022), которая эволюционирует новые морфологии роботов; OMNI-EPIC (Faldor et al., 2024), которая автоматически создаёт новые среды для обучения с подкреплением (RL); DiscoPOP, которая обнаруживает новые функции потерь для алгоритмов оптимизации предпочтений (Lu et al.); ADAS (Hu et al., 2024), которая эволюционирует новые проекты агентных систем на основе LLM; и The AI Scientist (Lu et al.), которая стремится автоматизировать весь научный процесс, предлагая новые идеи, проводя эксперименты и пишя научные статьи с результатами.

Автоматизированная оценка базовых моделей. Современные исследования также изучают автоматизированную оценку FMs, выходя за рамки статических, созданных человеком тестовых наборов. Rainbow Teaming (Samvelyan et al., 2024) применяет алгоритмы Quality-Diversity (Mouret & Clune, 2015; Pugh et al., 2016) для поиска новых атак, которые тестируют FMs на безопасность. Аналогично, работы вроде (Jiang et al., 2024; Pavlova et al., 2024; Zheng et al., 2024; Zhou et al., 2024) автоматизируют процесс тестирования системы на слабости. Эти работы расширяют полноту существующих проверок безопасности, но не имеют возможности создавать новые задачи, которые могут выявить совершенно неизвестные возможности FMs. Другие методы генерируют новые темы для обсуждения и оценивают FMs через многораундовые дебаты между ними (Zhao et al., 2024), обнаруживают открытые задачи программирования (Pourcel et al.) или создают задачи визуального распознавания и логического мышления из коллекции визуальных активов (Zhang et al.). Между тем, (Shah et al.) создаёт сложные математические задачи из существующих наборов данных и с участием человека в процессе. Однако сгенерированные задачи в этих работах, как правило, сосредоточены на ограниченной области, что не позволяет получить обзор возможностей модели в широком спектре навыков и ограничивает обнаружение удивительных возможностей FMs.

4. Автоматизированное обнаружение возможностей (ACD)

Для базовой модели, которую мы хотим оценить (испытуемый), Автоматизированное обнаружение возможностей (ACD) назначает другую базовую модель в роли "учёного", чтобы предлагать новые задачи и затем оценивать, насколько хорошо испытуемый справляется с ними. Учёный и испытуемый могут быть одной и той же моделью или разными, но в любом случае обе являются базовыми моделями, поэтому мы называем это "самоисследованием базовой модели". Итеративно улучшая задачи для выявления интересных или примечательных результатов, ACD стремится автоматизировать большую часть процесса раскрытия возможностей модели. Ниже мы описываем ключевые этапы ACD. (Полные промпты ACD приведены в Приложении B.)

Рисунок 2: Семейства задач, обнаруженные методом Automated Capability Discovery, ACD на модели GPT-4o (выступающей одновременно в роли «ученого» и «испытуемого») за 5000 генераций. Каждая точка представляет одну из 1330 задач, прошедших фильтр «интересных новинок» (interestingly new), визуализированных в 2D с помощью алгоритма t-SNE. Ключевые особенности: ACD позволяет GPT-4o самостоятельно выявлять разнообразные способности и ошибки; Задачи группируются в 25 высокоуровневых категорий (разные цвета, см. Приложение E.1), включая: решение головоломок (puzzle-solving), генерацию кода (code generation), научные рассуждения (scientific reasoning), творческое письмо (creative writing), юридическую интерпретацию (legal interpretation). Подробности — в Разделах 4 и 5.1, примеры задач — в Приложении E.3.

Перевод названий областей из рисунка 2

Слева:

Исторический анализ, генерация нарративов и создание альтернативных сценариев
Генерация диалогов, эмоциональный интеллект и сценарии социального взаимодействия
Генерация поэзии, интерпретация и анализ стихотворных текстов

Справа:

Научные рассуждения, генерация гипотез и проектирование экспериментов
Генерация кода, отладка и проектирование алгоритмов
Пространственные преобразования, навигация и трансформация объектов

4.1 Определение семейств задач

Мы используем упрощённую версию стандарта METR Task Standard (METR Task Standard Team, 2024), установленного формата для упаковки задач для оценки базовых моделей. В частности, ACD инструктирует учёного определять и генерировать широкие "семейства задач" как систематический способ охвата целых категорий возможностей — от простого воспроизведения знаний до более сложного логического мышления или программирования. Каждое семейство имеет метаданные, которые включают название, описание и конкретную способность, которая измеряется. Таблица 1 показывает пример того, как такие метаданные задаются для тривиальной задачи повторения строки в стиле "Hello World".

Таблица 1: Пример метаданных для простого семейства задач "Hello World".

Ключ	Значение
название	hello_world
описание	возврат строки приветствия
оцениваемая способность	базовая работа со строками

Мы используем способности LLM к программированию для перевода высокоуровневых описаний задач в код на Python, который может быть автоматически оценён. Каждое семейство задач (METR Task Standard Team, 2024) структурировано следующим образом:

Конкретные экземпляры задач: Подзадачи генерируются с уникальными данными для исследования различных нюансов одной и той же способности.
Предоставление инструкций: Каждая подзадача включает инструкции для модели-испытуемого.
Механизм оценки: Программная проверка для задач с одним правильным ответом или судья на основе GPT-4 (Zheng et al., 2023), если задача требует более открытой оценки (Приложение A.2).

В Приложении A.1 показан полный фрагмент кода для примера "Hello World" из Таблицы 1. Это семейство задач может включать строки "Hello, world!" или "Greetings, universe!" в качестве подзадач, инструкции для модели-испытуемого могут быть "Пожалуйста, повторите следующее сообщение точно так, как оно есть: {...}", а механизм оценки может быть точным сравнением строк. Для более открытых задач мы демонстрируем, что использование базовых моделей в качестве открытых автоматических судей может работать, поскольку часто легче распознать успешное решение конкретной задачи, чем сгенерировать его.

4.2 Генерация задач

Следуя принципам открытости (Раздел 2.1), ACD работает в цикле:

Поддержание архива: Архив (Lehman & Stanley, 2011; Mouret & Clune, 2015) задач, которые были обнаружены на данный момент. Он начинается с тривиальных задач (как в Разделе 4.1). На каждой итерации учёный видит случайно выбранное подмножество этих задач в качестве контекста.
Предложение нового семейства задач: Учёный предлагает новое семейство задач (написанное на Python), используя цепочку рассуждений (Wei et al., 2022) и саморефлексию (Shinn et al., 2023) для исправления ошибок (Приложение B). Во время саморефлексии учёный также проверяет, насколько легко испытуемый решает текущее семейство задач, и адаптирует сложность соответственно.
Фильтрация на новизну: Учёный отбрасывает предложения, которые слишком близки к существующим задачам, учитывая, является ли задача "интересно новой" (Zhang et al.) по отношению к её ближайшим соседям, вычисленным через text-embedding-3-small (OpenAI) (Приложение B.3).
Тестирование модели-испытуемого: Испытуемый пытается выполнить эти задачи, используя цепочку рассуждений (Приложение B.2) как лёгкий способ выявить больше возможностей из FM. Учёный использует nn-shot оценку для надёжной оценки каждой задачи. Все завершённые задачи сохраняются в архиве, регистрируясь как "обнаруженные возможности", если они последовательно решаются, или как "режимы сбоев", если они последовательно не решаются.

Мы можем повторять эти шаги тысячи итераций, пока не будет обнаружено достаточно семейств задач.

5. Эмпирическая оценка

Теперь мы продемонстрируем производительность ACD в обнаружении разнообразных возможностей на нескольких базовых моделях, включая GPT-4o (OpenAI, 2024b), Claude Sonnet 3.5 (Anthropic, 2024) и Llama3-8B (Llama Team, 2024). Сначала мы проведем детальный анализ GPT-4o, выступающей одновременно в роли исследователя и испытуемого, после чего перейдем к экспериментам с различными парами исследователь-испытуемый и кросс-модельному анализу. Для всех оценок мы выполняем 5000 итераций алгоритма. Дополнительные сведения о гиперпараметрах и протоколах оценки приведены в приложениях C и G.

5.1. Пример использования и оценка людьми на GPT-4o

Мы начинаем с анализа ACD, где GPT-4o выполняет роли и учёного, и испытуемого. На Рисунке 2 визуализированы все обнаруженные задачи, сгруппированные с помощью t-SNE (Van der Maaten & Hinton, 2008) и HDBSCAN (McInnes et al., 2017). Из 5000 сгенерированных задач 1330 были признаны интересными и новыми, и они распределились по 25 кластерам (Таблица 4 в Приложении E.1). Эти задачи охватывают широкий спектр областей, включая решение головоломок, генерацию кода, сложные математические вычисления, творческое письмо и интерпретацию юридических текстов.

На Рисунке 1 (справа) показаны три удивительные задачи, выявленные ACD, которые демонстрируют, что GPT-4o иногда ошибается в, казалось бы, простых операциях. Например, модель неправильно вычисляет последовательность из трёх арифметических действий и не может продолжить простой символьный паттерн. С другой стороны, она успешно решает сложный вариант загадки Эйнштейна с 17 подсказками, демонстрируя неожиданно сильные способности к многошаговым рассуждениям.

Оценка людьми

Чтобы убедиться, что сгенерированные задания логически согласованы, и оценить точность автоматической оценки в масштабе, мы провели опрос с участием людей через платформу CloudResearch (подробности в Приложении G). Участникам показывали краткое описание каждого задания, точные инструкции и окончательный ответ модели. Затем они оценивали, является ли задание корректным и осмысленным, определяли его сложность по пятибалльной шкале (от «Очень просто» до «Очень сложно») и проверяли, правильный ли ответ дала модель.

Как видно на Рисунке 3(a), 92,2% заданий были признаны людьми понятными и валидными — то есть инструкции хорошо соответствовали описанию задачи и оцениваемой способности модели. Кроме того, согласно Рисунку 3(b), автоматическая оценка в основном совпадала с человеческой (F1-мера составила 0,86). Мы заметили небольшой позитивный уклон со стороны автоматической системы, что согласуется с предыдущими исследованиями (Zheng et al., 2023). Наконец, Рисунок 3(c) показывает распределение F1-меры (среднее гармоническое точности и полноты, обычно предпочтительное при дисбалансе классов) по уровням сложности: на простых заданиях согласованность высокая, а на очень сложных — снижается. В Приложении F приведены характерные примеры ошибок, допущенных моделью-оценщиком.

Перевод инструкций и ответов модели:

Неожиданные способности к пространственному мышлению

Инструкция:
Ваша задача — визуализировать и описать трёхмерный объект на основе его 2D-проекций.

Проекции:

Вид спереди: Квадратное основание с треугольной вершиной. Основание имеет сторону длиной 4 единицы, а высота треугольной части — 3 единицы.
Вид сбоку: Прямоугольник с треугольной вершиной. Ширина прямоугольника — 4 единицы, а общая высота (включая треугольник) — 5 единиц.
Вид сверху: Квадрат со стороной 4 единицы.

Ответ GPT-4o:
Это квадратная пирамида с основанием в виде квадрата со стороной 4 единицы. Пирамида имеет четыре треугольные грани, сходящиеся в одной вершине. Высота пирамиды от основания до вершины составляет 3 единицы. Общая высота объекта (включая основание и вершину) — 5 единиц. Основание лежит на плоскости, а вершина находится строго над центром квадратного основания, образуя симметричные треугольные грани.

-------------------------------

Неспособность следовать простым инструкциям по порядку

Инструкция:
Ваша задача — выполнить следующие преобразования с данным текстом:
«Быстрая коричневая лиса прыгает через ленивую собаку.»

Преобразования:

Изменить порядок слов на обратный
Сделать первую букву каждого слова заглавной
Заменить слово «собаку» на «кошку»

Ответ GPT-4o:
Собаку. Ленивую Через Прыгает Лиса Коричневая Быстрая

Рисунок 3: Результаты экспертной оценки заданий, обнаруженных методом ACD, когда GPT-4o выступает одновременно в роли исследователя и испытуемого (Раздел 4). (a) Большинство автоматически сгенерированных заданий были оценены как понятные и валидные. (b) Матрица ошибок показывает, что автоматизированная оценка в основном согласуется с экспертной, но демонстрирует небольшой позитивный уклон (больше ложных срабатываний, чем пропущенных). Показатель F1-меры согласованности между ИИ и человеком достаточно высок и составляет 0,86. (c) F1-мера автоматизированной оценки остается достаточно высокой для заданий, оцененных людьми как "Очень простые" - "Сложные", но снижается для заданий категории "Очень сложные". Погрешности показаны с 95% доверительными интервалами, полученными методом бутстреппинга для различных групп заданий.

Даже после тысяч итераций метод ACD продолжает обнаруживать новые семейства задач с высокой частотой (около 20% вновь предлагаемых задач считаются интересными и новыми даже после 5000 генераций; Рисунок 8). Это говорит о том, что ACD ещё не полностью раскрыл возможности GPT-4o.

Повторные прогоны с разными начальными значениями также дают согласованный итоговый набор обнаруженных задач (Рисунок 9), демонстрируя, что ACD способен формировать стабильные "сигнатуры возможностей" для заданной модели.

Как показано на Рисунке 10, алгоритм ACD может обнаруживать задачи каждой категории сложности.

5.2. Изменение тестируемой модели и кросс-модельный анализ

Далее мы исследуем, насколько репозиторий задач, обнаруженных для GPT-4o, может быть обобщён для тестирования другой, менее мощной модели. А именно: мы взяли все 1330 задач, обнаруженных в случае, когда GPT-4o выступал и как исследователь, и как испытуемый (раздел 5.1), и повторно оценили на них модель Llama3-8B (Llama Team, 2024), не изменяя инструкции или функции оценки.

На Рисунке 4 представлен разрыв в производительности между моделями для нескольких широких категорий задач. Мы обнаружили, что Llama3-8B справляется значительно хуже GPT-4o в категориях, требующих многошаговых рассуждений или структурированных рабочих процессов, хотя разрыв меньше в творческих задачах, таких как написание текстов.

Эти наблюдения подчёркивают потенциал метода ACD для создания автоматизированных «репозиториев задач», которые могут использоваться для оценки будущих моделей при одинаковых инструкциях и критериях оценки, что позволяет проводить прямые сравнения — подобно современным бенчмаркам.

Поскольку изначально задачи были адаптированы под GPT-4o, некоторые из них могут оказаться слишком сложными для Llama3-8B. Тем не менее, снижение производительности даёт полезную информацию о слабых местах модели и её частичных успехах.

Рисунок 4: Сравнение производительности GPT-4o (синий) и Llama3-8B (оранжевый) на задачах, изначально обнаруженных GPT-4o. Каждая радиальная ось соответствует основной категории задач (перечислены в Таблице 4), где радиус указывает процент успешного выполнения каждой модели. Результаты Llama3-8B практически полностью уступают GPT-4o, за исключением нескольких областей, где разрыв менее выражен (например, в творческих или открытых текстовых заданиях). Это демонстрирует, как единый архив задач, созданный методом ACD, может давать детальное визуальное представление о возможностях новых моделей.

Список категорий задач рисунка 4:

Таблица 4: Обнаруженные кластеры для случая «GPT-4o как учёный и испытуемый»

ID	Название кластера	Всего задач	Успешность (%)
1	Творческая генерация, логические головоломки и вычислительные задачи	185	89.7
2	Решение и создание головоломок (логика, язык, геометрия)	104	70.2
3	Визуальная и сенсорная интерпретация и описание	72	97.2
4	Музыкальная композиция, нотная запись и анализ	72	86.1
5	Творческое рассказывание историй с ограничениями и нарративной связностью	69	94.2
6	Научные рассуждения, генерация гипотез и проектирование экспериментов	69	98.6
7	Генерация диалогов, эмоциональный интеллект и сценарии социального взаимодействия	61	100.0
8	Генерация кода, отладка и проектирование алгоритмов	60	95.0
9	Исторический анализ, генерация нарративов и альтернативных сценариев	60	98.3
10	Пространственные преобразования, навигация и манипуляции	51	74.5
11	Лингвистическое творчество, идиомы и культурный перевод	49	85.7
12	Интерпретация, анализ и синтез данных в различных областях	49	77.6
13	Стратегическое планирование и сценарии этического принятия решений	48	91.7
14	Интерпретация юридических текстов, аргументация и составление контрактов	41	100.0
15	Аргументация, рассуждения и философский анализ	41	90.2
16	Генерация юмора и его интерпретация в разных контекстах	41	87.8
17	Генерация, интерпретация и анализ поэзии	40	97.5
18	Генерация и интерпретация метафор и аналогий	34	100.0
19	Пошаговая генерация инструкций и устранение неполадок	34	97.1
20	Генерация кулинарных рецептов, их модификация и анализ	32	100.0
21	Сложные математические рассуждения и многошаговое решение задач	31	54.8
22	Распознавание и генерация визуальных и геометрических паттернов	25	84.0
23	Дизайн игр, создание правил и разработка стратегий	22	81.8
24	Построение и проверка математических и логических доказательств	21	90.5
25	Генерация диаграмм, механический и UI-дизайн, пространственная интерпретация	19	89.5

Мы также рассмотрели исходную схему работы ACD заново, где GPT-4o выступает в роли исследователя, а Llama3-8B - в роли испытуемого. В этом случае исследователь адаптирует сложность и масштаб задач в соответствии с наблюдаемой производительностью Llama3-8B. Метод ACD обнаружил 1395 новых интересных задач, обобщенных на Рисунке 11 и в Таблице 5.

Хотя общие категории задач (программирование, математика, решение головоломок, творческое письмо и т.д.) остались схожими, было выявлено множество показательных ошибок, примеры которых приведены в Приложении E.4. В работе представлены два типичных примера (вверху справа): один представляет собой тривиальную задачу на поворот матрицы 3×3, а другой - логическую головоломку, которая заводит Llama3-8B в бесконечный цикл, исчерпывающий лимит токенов.

Хотя подобные ошибки характерны для меньших моделей, они представляют собой совершенно новые открытия для исследователя GPT-4o, поскольку знания этой модели ограничены октябрём 2023 года (OpenAI, 2024b), а использованная нами версия Llama3-8B была выпущена в июле 2024 года. Это подчёркивает способность ACD автоматически выявлять разнообразные новые типы ошибок.

5.3. Изменение модели-исследователя

Наконец, мы исследовали, как смена модели-исследователя влияет на распределение обнаруженных задач, при сохранении GPT-4o в качестве испытуемого. Вместо GPT-4o мы использовали Claude Sonnet 3.5 (Anthropic, 2024) в роли исследователя. Как видно на Рисунке 5 и Рисунке 6, Sonnet 3.5 генерирует множество задач в аналогичных высокоуровневых категориях, но также предлагает более междисциплинарные, творческие и необычные задания (например, квантово-вдохновленную биологию, кросс-культурный языковой дизайн и синестетические рассуждения). Вероятно, это интересная особенность модели Sonnet, которую Anthropic целенаправленно обучали для развития особой, более "творческой личности" (Anthropic, 2024), что уже отмечалось в профессиональном сообществе.

Рисунок 5: Сравнение эмбеддингов задач, сгенерированных для GPT-4o двумя разными моделями-исследователями: GPT-4o (синий) и Claude Sonnet 3.5 (зелёный). Каждая точка представляет обнаруженную способность или ошибку; цвет указывает на модель-исследователя. Мы наблюдаем, что Sonnet 3.5 охватывает основные области GPT-4o, но при этом предлагает дополнительные задачи открытого типа и творческой направленности, отсутствующие у GPT-4o. Подробное распределение по кластерам см. в Таблице 6. Это демонстрирует, что разные модели-исследователи могут выявлять различные аспекты возможностей одной и той же тестируемой модели, что обосновывает целесообразность ансамблевых подходов.

Подробное распределение по кластерам из рис.5:

Таблица 6: Обнаруженные кластеры для случая «Claude Sonnet 3.5 как учёный и GPT-4o как испытуемый»

ID	Название кластера	Всего задач	Успешность (%)
1	Креативный междисциплинарный дизайн и анализ	382	90.8
2	Дизайн междисциплинарных систем (этика-ИИ-нейронаука)	183	91.3
3	Квантовая биология и вычислительный дизайн систем	179	87.7
4	ИИ-генерация музыки и междисциплинарный анализ	174	91.4
5	Квантово-вдохновленные лингвистические модели	172	82.0
6	Моделирование экосистем и климата с ИИ	127	90.6
7	Квантово-вдохновленные когнитивные и нейронные системы	123	93.5
8	Генерация метафор ИИ и кросс-культурная когнитивная лингвистика	108	95.4
9	Системы ИИ для нейролингвистического изучения языков	102	92.2
10	Моделирование эволюции языка	91	93.4
11	Эмоциональные и культурные системы коммуникации ИИ	71	93.0
12	Математическая и когнитивная музыкальная композиция	66	86.4
13	Системы ИИ для нейрокогнитивного искусства	62	93.5
14	Дизайн синестетических ИИ-систем	55	90.9
15	Дизайн искусственных языков	54	87.0
16	Биомиметический дизайн и устойчивые инженерные решения	53	84.9
17	Реконструкция древних языков и цивилизаций с ИИ	49	81.6
18	Синтетическая биология и этические задачи дизайна ИИ	43	86.0
19	Концептуальное смешение в ИИ	43	95.3
20	Когнитивно-лингвистический дизайн языков для ИИ	42	90.5
21	Когнитивный и культурный нарративный дизайн ИИ	42	97.6
22	Математико-лингвистические системы	41	78.0
23	Дизайн квантовых алгоритмов	37	83.8
24	Исследование лингвистической относительности	36	97.2
25	Когнитивные и лингвистические модели ИИ	36	91.7
26	Биовдохновленные вычисления и ДНК-системы	35	80.0
27	ИИ-сознание и искусственное самосознание	35	91.4
28	Дизайн языков для общения с инопланетянами	32	93.8
29	Визуально-лингвистическая абстракция в ИИ	32	84.4
30	Квантовые системы для климата и экологии	29	96.6
31	Квантовая и постквантовая криптография	28	75.0
32	Кросс-культурная лингвистическая адаптация	27	100.0
33	Лингвистические и исторические криптосистемы	27	77.8
34	Дизайн междисциплинарных головоломок	25	80.0
35	Квантовая музыкальная композиция	24	79.2
36	Биомиметические ИИ и робототехника	22	86.4
37	Квантово-вдохновленные нарративы	21	95.2
38	Создание межкультурных идиом	21	100.0
39	Семантические сети для ИИ	20	100.0
40	Квантовая креативность и искусство	20	90.0
41	Альтернативная история и технологии	18	83.3
42	Биомиметический ИИ для экологии	18	94.4
43	Дизайн экзопланетных систем	18	94.4
44	Мультимодальные системы коммуникации	17	88.2
45	Перевод абстрактных концепций	17	100.0
46	Моделирование общества и истории	16	81.2

Рисунок 6: Способности, обнаруженные методом ACD при использовании Claude Sonnet 3.5 в качестве исследователя и GPT-4o в качестве испытуемого. Каждая из 2873 новых интересных задач представлена точкой и визуализирована в 2D-пространстве с помощью t-SNE. Мы выделили 46 кластеров в различных областях, включая: квантово-вдохновленные биологические системы; кросс-культурную генеративную лингвистику; музыкальную композицию с использованием продвинутой теории (Полный перечень приведен в Таблице 6.). В сравнении с GPT-4o в роли исследователя (Рисунок 2), Sonnet демонстрирует тенденцию предлагать значительно более абстрактные, междисциплинарные, творческие задачи.

Названия областей на рис.6:

Quantum-inspired biological systems
→ Квантово-вдохновленные биологические системы
Cross-cultural generative linguistics
→ Кросс-культурная генеративная лингвистика
Musical composition with advanced theory
→ Музыкальная композиция с продвинутой теорией
AI neurocognitive art generation
→ Нейрокогнитивная генерация искусства с ИИ
Xenolinguistic conlang design
→ Дизайн ксенолингвистических искусственных языков
(conlang - constructed language)
Quantum-algorithmic ecosystem modeling
→ Моделирование экосистем с квантовыми алгоритмами

Ниже мы приводим пример обнаруженной ошибки (левый блок), где GPT-4o проигнорировал требование использовать цветовые слова в качестве ключа шифра, и успешного выполнения (правый блок), где модель представила последовательный "ксенолингвистический" искусственный язык. Оба примера обладают характерным "почерком", отсутствующим у исследователя GPT-4o. Дополнительные примеры приведены в Приложении E.5.

Перевод левого и правого блока:

Несоблюдение инструкций для шифра подстановки

Инструкция:
Создайте простой шифр подстановки на основе цветов, используя следующие слова: красный, синий, зелёный, жёлтый, фиолетовый, оранжевый, розовый, коричневый, серый, чёрный.

Сопоставьте каждой букве (A–Z) одно из цветовых слов.
Зашифруйте сообщение: "THE QUICK BROWN FOX".
Предоставьте ответ в формате:
- Ключ шифра: A:цвет1, B:цвет2, ..., Z:цвет?
- Зашифрованное сообщение: цвет цвет цвет ...

Ответ GPT-4o:
Ключ шифра: A:собака, B:кошка, C:рыба, D:птица, ...
Зашифрованное сообщение: олень волк лев медведь собака лиса рыба кошка ...

--------------------------------------------

Ксенолингвистический конланг для резонантов

Сокращённая инструкция:
Разработайте искусственный язык (конланг) для резонантов — вида, использующего эхолокацию в тёмной водной среде...

Опишите их систему общения с помощью звуковых волн.
Покажите, как язык кодирует пространственные отношения и временные формы.
Приведите примеры для времени, количества и отношений.
Дайте короткий пример «предложения» с пояснением его значения.
Обсудите возможные сложности для людей, изучающих этот язык.

Ответ GPT-4o:
Структура и способ коммуникации:

Фонемы передаются импульсными щелчками эхолокации.

Пространство и время:

Направленность эха указывает на «близко»/«далеко».
Разные состояния времени: текущее и потенциальное.

Примеры:

Время: Отдельные серии щелчков для прошлого/настоящего/будущего.
Количество: Частота повторения импульсов обозначает «один»/«несколько»/«много».

Хотя этот пример искусственного языка является творческим и довольно интригующим, он явно выходит за рамки традиционных тестовых наборов для базовых моделей. Тем не менее, подобные примеры демонстрируют нетривиальные возможности метода ACD в исследовании нестандартных аспектов, что может оказаться чрезвычайно полезным для обеспечения безопасности ИИ - там, где нам нужны системы, способные выявлять непредвиденные возможности ("неизвестные неизвестности").

Такие задачи также представляют значительную сложность для автоматической оценки, что подчеркивает необходимость разработки более совершенных механизмов контроля (Bowman et al., 2022). Наши результаты показывают, что разные модели-исследователи выявляют различные аспекты возможностей одной и той же тестируемой модели, обнаруживая новые сильные и слабые стороны. Это обосновывает целесообразность использования ансамбля моделей-исследователей для более полного охвата потенциальных возможностей и сценариев сбоев, вместо зависимости от единственной модели.

6. Формирование отчёта

После сбора задач и результатов оценки ACD автоматически формирует Отчёт о возможностях, в котором:

Систематизируются все обнаруженные функции модели
Выделяются устойчивые успехи и типичные ошибки
Анализируются ключевые особенности тестируемой модели

Этот подход соответствует современным тенденциям использования базовых моделей для научного анализа и генерации текстов (Lu et al., 2024c; Steinruecken et al., 2019; Wang et al., 2024).

Преимущества двусторонние:

Интерпретируемость: Итоговый отчёт представляет собой сжатый обзор обнаруженных возможностей и сценариев сбоев, служа наглядным справочным материалом для разработчиков и аудиторов безопасности.
Автоматизация: Процесс свёртки данных сокращает ручной труд, необходимый для анализа большого числа задач, однако выборочная проверка человеком остаётся полезной для выявления наиболее показательных или неожиданных примеров (Приложение E.2).

Таким образом, мы рекомендуем использовать ACD в дополнение к существующим тестам безопасности, согласованности и возможностей моделей, а не как их замену.

Процесс генерации отчёта следующий: ACD обрабатывает все кластеры (полученные через t-SNE и HDBSCAN, см. Раздел 5), задачи, автоматические оценки и ответы модели, выполняя три шага:

Выбор показательных примеров:
- Автоматический отбор неожиданных успехов и сбоев по кластерам на основе отклонений от ожидаемой производительности или аномального поведения.
Анализ кластеров:
- Определение общей тематики каждого кластера;
- Выявление ключевых возможностей и уязвимостей модели на основе примеров;
- Интерпретация сильных и слабых сторон модели.
Формирование сводного отчёта:
- Объединение кластерных анализов в единый документ;
- Структурированный перечень основных возможностей, типичных ошибок и общих тенденций.

Отчёт включает:

Детализированный разбор по кластерам (с ответами модели);
Акценты на неожиданных результатах;
Общие выводы.

Это позволяет быстро выявлять новые инсайты о модели и определять области, требующие углублённой проверки. Примеры страниц отчёта для GPT-4o приведены на Рисунке 7.

Рисунок 7: Примеры страниц автоматически сгенерированного отчёта для GPT-4o (подробности в Приложении H.3). Полная PDF-версия доступна на GitHub.

7. Вопросы безопасности

Весь код, генерируемый нашей системой для определения и оценки задач, выполняется в изолированных контейнерах. Этот подход:

предотвращает несанкционированный доступ к сети
ограничивает доступ к файловой системе хоста
минимизирует другие потенциально опасные действия

Наша методология соответствует общепринятым стандартам безопасного выполнения кода (Chen et al., 2021b; Hu et al., 2024; Jimenez et al., 2024), гарантируя, что любые случайные или вредоносные команды эффективно изолируются. Дополнительно мы явно запрещаем ACD доступ в интернет или к файловой системе, а статический анализ подтверждает отсутствие таких попыток (например, отсутствуют системные вызовы 'os'). Эти меры значительно снижают риск выполнения опасного кода.

По своей природе ACD систематически выявляет как неожиданные успехи, так и непредвиденные сбои базовых моделей. Обнаружение неожиданных или возникающих возможностей:

критически важно для оценки производительности моделей
помогает понять потенциальные риски безопасности (Dong et al., 2024; Ganguli et al., 2022)

Например, если ACD обнаружит новый способ обхода защитных механизмов языковых моделей, это позволит разработать исправление до промышленного внедрения. Аналогично, выявление систематических ошибок (например, в юридических толкованиях или математических рассуждениях) предупреждает разработчиков о потенциальных рисках в ответственных приложениях.

Таким образом, ACD служит дополнительным защитным механизмом, помогая:

выявлять опасные или этически чувствительные модели поведения на ранних этапах
предотвращать риски до внедрения моделей (Bengio et al., 2024a;b)

Этот подход обеспечивает более безопасный жизненный цикл ИИ-моделей.

8. Заключение и ограничения

Мы представили AUTOMATED CAPABILITY DISCOVERY (ACD) — систему, в которой одна базовая модель в роли исследователя автономно обнаруживает и оценивает возможности другой модели (испытуемого), сокращая необходимость ручного проектирования задач.

Ключевые результаты:

Систематическое исследование: ACD выявляет широкий спектр неожиданных способностей и сбоев у тестируемых моделей (например, GPT и Llama).
Валидация: Экспертная оценка задач, сгенерированных для GPT-4o, подтвердила:
- Логичность большинства автоматически созданных заданий
- Высокую согласованность самооценки модели с мнением людей (хотя и с небольшим позитивным смещением)

Перспективы развития:

Улучшение автоматической оценки:
- Внедрение более сложных агентных систем (Hu et al., 2024)
Оптимизация отчётов:
- Автоматический подбор примеров, сопоставимых по качеству с ручной выборкой (Приложение E.2)
Расширение функционала:
- Переход от текстовых задач к многомодальным и агентным сценариям (Zhang et al., 2024a)
- Исследование новых классов моделей (например, OpenAI o1, DeepSeek r1)

Потенциальное влияние:

Безопасность ИИ: Масштабирование ACD позволит автоматизировать значительную часть оценки моделей.
Самообучение моделей: Задачи, созданные ACD, могут стать основой для самоулучшенияИИ через открытые алгоритмы (Clune, 2019; Zhang et al., 2024b).

Ограничения:

Текущая версия ACD ориентирована на одноэтапные текстовые задачи. Для сложных сценариев (например, с взаимодействием среды) требуются доработки.

Благодарности:

Данное исследование было поддержано:

Институтом Vector
Программой Canada CIFAR AI Chairs
Грантами от Schmidt Futures и Open Philanthropy
Грантом NSERC Discovery
Щедрым пожертвованием Рафаэля Космана

Мы выражаем глубокую признательность Аарону Дхарне, Бену Норману, Дженни Чжан, Ноа Гудмену и Рори Грейгу за ценные обсуждения и конструктивные замечания по ранним версиям этой работы.

Ссылки:

Anthropic. The Claude 3 model family: Opus, Sonnet, Haiku, 2024. URL: https://www-cdn.anthropic.com/de8ba9b01c9ab7cbabf5c33b80b7bbc618857627/Model_Card_Claude_3.pdf

Bengio, Y., Hinton, G., Yao, A., Song, D., Abbeel, P., Darrell, T., Harari, Y. N., Zhang, Y.-Q., Xue, L., Shalev-Shwartz, S., et al. Managing extreme AI risks amid rapid progress. Science, 384(6698):842-845, 2024a.

Bengio, Y., Mindermann, S., Privitera, D., Besiroglu, T., Bommasani, R., Casper, S., Choi, Y., Goldfarb, D., Heidari, H., Khalatbari, L., et al. International scientific report on the safety of advanced AI (interim report). arXiv preprint arXiv:2412.05282, 2024b.

BIG-bench authors. Beyond the imitation game: Quantifying and extrapolating the capabilities of language models. Transactions on Machine Learning Research, 2023. ISSN 2835-8856. URL: https://openreview.net/forum?id=uyTL5Bvosj

Bommasani, R., Hudson, D. A., Adeli, E., Altman, R., Arora, S., von Arx, S., Bernstein, M. S., Bohg, J., Bosselut, A., et al. On the opportunities and risks of foundation models. ArXiv, 2021. URL: https://crfm.stanford.edu/assets/report.pdf

Bowman, S. R., Hyun, J., Perez, E., Chen, E., Pettit, C., Heiner, S., Lukošiūtė, K., Askell, A., Jones, A., Chen, A., Goldie, A., Mirhoseini, A., McKinnon, C., Olah, C., Amodei, D., Amodei, D., Drain, D., Li, D., Tran-Johnson, E., Kernion, J., Kerr, J., Mueller, J., Ladish, J., Landau, J., Ndousse, K., Lovitt, L., Elhage, N., Schiefer, N., Joseph, N., Mercado, N., DasSarma, N., Larson, R., McCandlish, S., Kundu, S., Johnston, S., Kravec, S., Showk, S. E., Fort, S., Telleen-Lawton, T., Brown, T., Henighan, T., Hume, T., Bai, Y., Hatfield-Dodds, Z., Mann, B., and Kaplan, J. Measuring progress on scalable oversight for large language models, 2022. URL: https://arxiv.org/abs/2211.03540

Brown, T. B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., Agarwal, S., Herbert-Voss, A., Krueger, G., Henighan, T., Child, R., Ramesh, A., Ziegler, D. M., Wu, J., Winter, C., Hesse, C., Chen, M., Sigler, E., Litwin, M., Gray, S., Chess, B., Clark, J., Berner, C., McCandlish, S., Radford, A., Sutskever, I., and Amodei, D.Language models are few-shot learners, 2020.

Chang, Y., Wang, X., Wang, J., Wu, Y., Yang, L., Zhu, K., Chen, H., Yi, X., Wang, C., Wang, Y., et al.A survey on evaluation of large language models. ACM Transactions on Intelligent Systems and Technology, 15(3):1-45, 2024.

Chen, M., Tworek, J., Jun, H., Yuan, Q., de Oliveira Pinto, H. P., Kaplan, J., Edwards, H., Burda, Y., Joseph, N., Brockman, G., Ray, A., Puri, R., Krueger, G., Petrov, M., Khlaaf, H., Sastry, G., Mishkin, P., Chan, B., Gray, S., Ryder, N., Pavlov, M., Power, A., Kaiser, L., Bavarian, M., Winter, C., Tillet, P., Such, F. P., Cummings, D., Plappert, M., Chantzis, F., Barnes, E., Herbert-Voss, A., Guss, W. H., Nichol, A., Paino, A., Tezak, N., Tang, J., Babuschkin, I., Balaji, S., Jain, S., Saunders, W., Hesse, C., Carr, A. N., Leike, J., Achiam, J., Misra, V., Morikawa, E., Radford, A., Knight, M., Brundage, M., Murati, M., Mayer, K., Welinder, P., McGrew, B., Amodei, D., McCandlish, S., Sutskever, I., and Zaremba, W. Evaluating large language models trained on code, 2021a.

Chen, M., Tworek, J., Jun, H., Yuan, Q., Pinto, H. P. D. O., Kaplan, J., Edwards, H., Burda, Y., Joseph, N., Brockman, G., et al. Evaluating large language models trained on code. arXiv preprint arXiv:2107.03374, 2021b.

Clune, J. AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence. arXiv preprint arXiv:1905.10985, 2019.

Cobbe, K., Kosaraju, V., Bavarian, M., Chen, M., Jun, H., Kaiser, L., Plappert, M., Tworek, J., Hilton, J., Nakano, R., Hesse, C., and Schulman, J. Training verifiers to solve math word problems. arXiv preprint arXiv:2110.14168, 2021.

Colas, C., Teodorescu, L., Oudeyer, P.-Y., Yuan, X., and Côté, M.-A. Augmenting autotelic agents with large language models. In Proceedings of The 2nd Conference on Lifelong Learning Agents, volume 232 of Proceedings of Machine Learning Research, pp. 205-226. PMLR, 22-25 Aug 2023. URL: https://proceedings.mlr.press/v232/colas23a.html

DeepSeek-AI. Deepseek-r1: Incentivizing reasoning capability in LLMs via reinforcement learning, 2025.

Dong, Z., Zhou, Z., Yang, C., Shao, J., and Qiao, Y. Attacks, defenses and evaluations for LLM conversation safety: A survey. arXiv preprint arXiv:2402.09283, 2024.

Dua, D., Wang, Y., Dasigi, P., Stanovsky, G., Singh, S., and Gardner, M. DROP: A reading comprehension benchmark requiring discrete reasoning over paragraphs, 2019. URL: https://arxiv.org/abs/1903.00161

Faldor, M., Zhang, J., Cully, A., and Clune, J. Omni-EPIC: Open-endedness via models of human notions of interestingness with environments programmed in code. arXiv preprint arXiv:2405.15568, 2024.

Ganguli, D., Lovitt, L., Kernion, J., Askell, A., Bai, Y., Kadavath, S., Mann, B., Perez, E., Schiefer, N., Ndousse, K., et al. Red teaming language models to reduce harms: Methods, scaling behaviors, and lessons learned. arXiv preprint arXiv:2209.07858, 2022.

Gauthier, P. aider, 2024. URL: https://github.com/paul-gauthier/aider

Gemini Team. Gemini: A family of highly capable multimodal models, 2024.

Hartman, R., Moss, A. J., Jaffe, S. N., Rosenzweig, C., Litman, L., and Robinson, J. Introducing Connect by CloudResearch: Advancing online participant recruitment in the digital age, 2023.

Hendrycks, D., Burns, C., Basart, S., Zou, A., Mazeika, M., Song, D., and Steinhardt, J. Measuring massive multitask language understanding. In International Conference on Learning Representations, 2021a. URL: https://openreview.net/forum?id=d7KBjmI3GmQ

Hendrycks, D., Burns, C., Kadavath, S., Arora, A., Basart, S., Tang, E., Song, D., and Steinhardt, J.Measuring mathematical problem solving with the MATH dataset. NeurIPS, 2021b.

Hu, S., Lu, C., and Clune, J. Automated design of agentic systems, 2024. URL: https://arxiv.org/abs/2408.08435

Hughes, E., Dennis, M. D., Parker-Holder, J., Behbahani, F., Mavalankar, A., Shi, Y., Schaul, T., and Rocktäschel, T. Position: Open-endedness is essential for artificial superhuman intelligence. In Proceedings of the 41st International Conference on Machine Learning, volume 235 of Proceedings of Machine Learning Research, pp. 20597-20616. PMLR, 21-27 Jul 2024. URL: https://proceedings.mlr.press/v235/hughes24a.html

Jiang, B., Jing, Y., Shen, T., Wu, T., Yang, Q., and Xiong, D. Automated progressive red teaming. arXiv preprint arXiv:2407.03876, 2024.

Jimenez, C. E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K. R. SWE-bench: Can language models resolve real-world GitHub issues? In The Twelfth International Conference on Learning Representations, 2024. URL: https://openreview.net/forum?id=VTF8yNQM66

Lehman, J. and Stanley, K. O. Novelty search and the problem with objectives. Genetic programming theory and practice IX, pp. 37-56, 2011.

Lehman, J., Gordon, J., Jain, S., Ndousse, K., Yeh, C., and Stanley, K. O. Evolution through large models, 2022. URL: https://arxiv.org/abs/2206.08896

Llama Team. The Llama 3 herd of models, 2024. URL: https://arxiv.org/abs/2407.21783

Lu, C., Holt, S., Fanconi, C., Chan, A. J., Foerster, J., van der Schaar, M., and Lange, R. T.Discovering preference optimization algorithms with and for large language models. arXiv preprint arXiv:2406.08414, 2024a.

Lu, C., Hu, S., and Clune, J. Intelligent go-explore: Standing on the shoulders of giant foundation models, 2024b. URL: https://arxiv.org/abs/2405.15143

Lu, C., Lu, C., Lange, R. T., Foerster, J., Clune, J., and Ha, D. The AI Scientist: Towards fully automated open-ended scientific discovery. arXiv preprint arXiv:2408.06292, 2024c.

McInnes, L., Healy, J., and Astels, S. hdbscan: Hierarchical density based clustering. The Journal of Open Source Software, 2(11):205, 2017.

METR Task Standard Team. METR task standard, 2024. URL: https://github.com/METR/task-standard/blob/main/STANDARD.md

Mouret, J.-B. and Clune, J. Illuminating search spaces by mapping elites, 2015. URL: https://arxiv.org/abs/1504.04909

OpenAI. OpenAI o1 system card. arXiv preprint arXiv:2412.16720, 2024a.

OpenAI. GPT-4o system card, 2024b. URL: https://arxiv.org/abs/2410.21276

OpenAI. New embedding models and API updates, 2024c. URL: https://openai.com/index/new-embedding-models-and-api-updates/

Pavlova, M., Brinkman, E., Iyer, K., Albiero, V., Bitton, J., Nguyen, H., Li, J., Ferrer, C.C., Evtimov, I., and Grattafiori, A. Automated red teaming with GOAT: the generative offensive agent tester. arXiv preprint arXiv:2410.01606, 2024.

Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., and Duchesnay, E. Scikit-learn: Machine learning in Python. Journal of Machine Learning Research, 12:2825-2830, 2011.

Perez, E., Huang, S., Song, F., Cai, T., Ring, R., Aslanides, J., Glaese, A., McAleese, N., and Irving, G. Red teaming language models with language models. arXiv preprint arXiv:2202.03286, 2022.

Perez, F. and Ribeiro, I. Ignore previous prompt: Attack techniques for language models. arXiv preprint arXiv:2211.09527, 2022.

Phan, L., Gatti, A., Han, Z., and Li, N. et al. Humanity's last exam. arXiv, 2025.

Pourcel, J., Colas, C., Molinaro, G., Oudeyer, P.-Y., and Teodorescu, L. ACES: Generating diverse programming puzzles with autotelic language models and semantic descriptors. NeurIPS, 2024a.

Pourcel, J., Colas, C., Molinaro, G., Oudeyer, P.-Y., and Teodorescu, L. ACES: Generating diverse programming puzzles with autotelic generative models, 2024b. URL: https://arxiv.org/abs/2310.10692

Pugh, J. K., Soros, L. B., and Stanley, K. O. Quality diversity: A new frontier for evolutionary computation. Frontiers in Robotics and AI, 3:202845, 2016.

Samvelyan, M., Raparthy, S. C., Lupu, A., Hambro, E., Markosyan, A. H., Bhatt, M., Mao, Y., Jiang, M., Parker-Holder, J., Foerster, J. N., Rocktäschel, T., and Raileanu, R. Rainbow teaming: Open-ended generation of diverse adversarial prompts. In The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024. URL: https://openreview.net/forum?id=FCsEvaMorw

Schaul, T. Boundless socratic learning with language games, 2024. URL: https://arxiv.org/abs/2411.16905

Shah, V., Yu, D., Lyu, K., Park, S., Ke, N. R., Mozer, M., Bengio, Y., Arora, S., and Goyal, A. AI-assisted generation of difficult math questions, 2024a. URL: https://arxiv.org/abs/2407.21009

Shah, V., Yu, D., Lyu, K., Park, S., Yu, J., He, Y., Ke, N. R., Mozer, M., Bengio, Y., Arora, S., et al. AI-assisted generation of difficult math questions. arXiv preprint arXiv:2407.21009, 2024b.

Shinn, N., Cassano, F., Berman, E., Gopinath, A., Narasimhan, K., and Yao, S. Reflexion: Language agents with verbal reinforcement learning, 2023.

Stanley, K. O. Why open-endedness matters. Artificial Life, 25(3):232-235, 2019.

Stanley, K. O. and Lehman, J. Why greatness cannot be planned: The myth of the objective. Springer, 2015.

Stanley, K. O., Lehman, J., and Soros, L. Open-endedness: The last grand challenge you've never heard of. While open-endedness could be a force for discovering intelligence, it could also be a component of AI itself, 2017.

Stanley, K. O., Clune, J., Lehman, J., and Miikkulainen, R. Designing neural networks through evolutionary algorithms. Nature Machine Intelligence, 1:24-35, 2019. URL: http://nn.cs.utexas.edu/?stanley:naturemi19

Steinruecken, C., Smith, E., Janz, D., Lloyd, J., and Ghahramani, Z. The Automatic Statistician, pp. 161-173. Springer International Publishing, Cham, 2019. ISBN 978-3-030-05318-5. doi: 10.1007/978-3-030-05318-5_9. URL: https://doi.org/10.1007/978-3-030-05318-5_9

Talmor, A., Herzig, J., Lourie, N., and Berant, J. CommonsenseQA: A question answering challenge targeting commonsense knowledge. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers), pp. 4149-4158, Minneapolis, Minnesota, June 2019. Association for Computational Linguistics. doi: 10.18653/v1/N19-1421. URL: https://aclanthology.org/N19-1421

Touvron, H., Martin, L., Stone, K., Albert, P., Almahairi, A., Babaei, Y., Bashlykov, N., Batra, S., Bhargava, P., Bhosale, S., et al. Llama 2: Open foundation and fine-tuned chat models. arXiv preprint arXiv:2307.09288, 2023.

Van der Maaten, L. and Hinton, G. Visualizing data using t-SNE. Journal of Machine Learning Research, 9(11), 2008.

Wang, R., Lehman, J., Clune, J., and Stanley, K. O. Paired open-ended trailblazer (POET): Endlessly generating increasingly complex and diverse learning environments and their solutions. arXiv preprint arXiv:1901.01753, 2019.

Wang, R., Lehman, J., Rawal, A., Zhi, J., Li, Y., Clune, J., and Stanley, K. O. Enhanced POET: Open-ended reinforcement learning through unbounded invention of learning challenges and their solutions. In International Conference on Machine Learning, pp. 9940-9951. PMLR, 2020.

Wang, Y., Guo, Q., Yao, W., Zhang, H., Zhang, X., Wu, Z., Zhang, M., Dai, X., Zhang, M., Wen, Q., Ye, W., Zhang, S., and Zhang, Y. AutoSurvey: Large language models can automatically write surveys, 2024. URL: https://arxiv.org/abs/2406.10252

Wei, J., Wang, X., Schuurmans, D., Bosma, M., Xia, F., Chi, E., Le, Q. V., Zhou, D., et al. Chain-of-thought prompting elicits reasoning in large language models. Advances in Neural Information Processing Systems, 35:24824-24837, 2022.

White, C., Dooley, S., Roberts, M., Pal, A., Feuer, B., Jain, S., Shwartz-Ziv, R., Jain, N., Saifullah, K., Naidu, S., Hegde, C., LeCun, Y., Goldstein, T., Neiswanger, W., and Goldblum, M. LiveBench: A challenging, contamination-free LLM benchmark, 2024. arXiv preprint arXiv:2406.19314.

Zellers, R., Holtzman, A., Bisk, Y., Farhadi, A., and Choi, Y. HellaSwag: Can a machine really finish your sentence? In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019.

Zhang, J., Huang, W., Ma, Z., Michel, O., He, D., Gupta, T., Ma, W.-C., Farhadi, A., Kembhavi, A., and Krishna, R. Task Me Anything. arXiv preprint arXiv:2406.11775, 2024a.

Zhang, J., Lehman, J., Stanley, K., and Clune, J. OMNI: Open-endedness via models of human notions of interestingness. In The Twelfth International Conference on Learning Representations, 2024b. URL: https://openreview.net/forum?id=AgM3MzT99c

Zhao, R., Zhang, W., Chia, Y. K., Zhao, D., and Bing, L. AutoArena of LLMs: Automating LLM evaluations with agent peer-battles and committee discussions, 2024.

Zheng, J., Wang, H., Zhang, A., Nguyen, T. D., Sun, J., and Chua, T.-S. ALI-Agent: Assessing LLMs' alignment with human values via agent-based evaluation. arXiv preprint arXiv:2405.14125, 2024.

Zheng, L., Chiang, W.-L., Sheng, Y., Zhuang, S., Wu, Z., Zhuang, Y., Lin, Z., Li, Z., Li, D., Xing, E. P., Zhang, H., Gonzalez, J. E., and Stoica, I. Judging LLM-as-a-judge with MT-Bench and Chatbot Arena, 2023.

Zhou, A., Wu, K., Zeng, Y., Yang, Y., Yang, S., Koyejo, S., Zou, J., and Li, B. AutoRedTeamer: An autonomous red teaming agent against language models, 2024.

Дополнительные материалы

A. Код задания

В этом разделе показано, как реализуются семейства задач для автоматической оценки. В Приложении A.1 представлен короткий фрагмент кода для простого примера «Hello World», а в Приложении A.2 демонстрируется, как можно автоматически оценивать более открытые задания. Эти примеры дополняют обсуждение в Разделе 4.1.

A.1. Пример кода семейства задач

Следующий фрагмент показывает, как можно определить базовое семейство задач и преобразовать его в код. Структура соответствует упрощённой версии стандарта METR для задач (METR Task Standard Team, 2024) — открытого стандарта, доступного по адресу https://github.com/METR/task-standard. Данный код распространяется под лицензией MIT.

Листинг 1: Код семейства задач Hello World

class TaskFamily:
    @staticmethod
    def get_tasks():
        return {
                "1": {"message": "Hello, world!"},
                "2": {"message": "Greetings, universe!"}
                 }

    @staticmethod
    def get_instructions(t):
        return f"Please repeat the following message exactly as it is: ’{t[’message’]}’"
    
    @staticmethod
    def score(t, submission):
        return 1.0 if submission.strip() == t[’message’] else 0.0

В этом примере:

get_tasks() определяет две задачи, каждая с разным сообщением.
get_instructions(t) предоставляет инструкции для оцениваемой модели, указывая точное сообщение, которое нужно повторить.
score(t, submission) проверяет ответ модели, сравнивая его с требуемым сообщением.

A.2. Оценка свободных ответов с использованием LLM-судьи

Для задач, которые нельзя проверить простым программным способом (например, требующих творчества или сложных рассуждений), модель-учёный может использовать LLM-судью на основе GPT-4o для оценки ответов модели. Ниже приведён пример такого семейства задач, где логика оценки вызывает eval_with_llm_judge для обработки свободных письменных заданий.

Листинг 2: Код семейства задач "Написание короткого рассказа"

class TaskFamily:
    @staticmethod
    def get_tasks():
        return {
            "1": {"prompt": "A child discovers a secret portal in the forest."},
            "2": {"prompt": "An astronaut encounters an alien lifeform on Mars."}
        }

    @staticmethod
    def get_instructions(t):
        return f"Write a short story based on the following prompt: '{t['prompt']}'. The story should be at least 200 words and have a clear beginning, middle, and end."

    @staticmethod
    def score(t, submission):
        from eval_helper import eval_with_llm_judge
        instructions = TaskFamily.get_instructions(t)
        criteria = [
            "The story is at least 200 words.",
            "The story has a clear beginning, middle, and end.",
            "The story is based on the provided prompt."
        ]
        return 1.0 if eval_with_llm_judge(instructions, submission, criteria) else 0.0

В этом примере:

get_tasks() предоставляет два различных задания для написания короткого рассказа.
get_instructions(t) даёт оцениваемой модели указание написать короткий рассказ на основе заданного промта, с требованиями к длине и структуре.
score(t, submission) вызывает вспомогательную функцию eval_with_llm_judge, которая использует LLM-судью на основе GPT-4o, чтобы определить, соответствует ли ответ заданным критериям (объём текста, структура рассказа, соответствие промту).

Используя внешнюю судью для задач, требующих субъективной или сложной оценки, мы можем проверять широкий спектр заданий с минимальным вмешательством человека.

B. Промты для ACD (Automated Capability Discovery)

В этом разделе приведён полный набор промтов, которые использует модель-учёный в AUTOMATED CAPABILITY DISCOVERY (ACD), как обсуждалось в Разделе 4.

B.1. Промты для создания задач

Системный промт для создания задач инструктирует модель-учёного предлагать новые и разнообразные семейства задач, чтобы раскрыть возможности оцениваемой модели:

Системный промт для создания задач

Ты — эксперт в разработке семейств задач для оценки возможностей новой крупной языковой модели (LLM). Твоя цель — создавать новые и разнообразные семейства задач, которые раскроют широту и глубину её навыков.
Особый интерес представляют задачи, способные выявить неожиданные способности или слабые места модели. Успешно составленные семейства задач будут добавлены в архив.
При каждой генерации тебе будут предоставляться ранее созданные задачи для контекста, чтобы ты мог предлагать уникальные варианты. Будь креативен, исследуй разные области и разрабатывай задачи, которые могут различать модели с разным уровнем компетентности. Убедись, что каждая задача логична и не пытается объединить слишком много концепций.
Каждое семейство задач должно быть оформлено в виде Python-класса по стандарту METR:

class TaskFamily:
    @staticmethod
    def get_tasks() -> dict[str, dict]:
        # Возвращает словарь с заданиями (ключи — названия задач, значения — их параметры).
        # Каждое семейство должно содержать 2 задачи с метками "1" и "2".
        ...

    @staticmethod
    def get_instructions(t: dict) -> str:
        # Возвращает строку с инструкцией для модели.
        ...

    @staticmethod
    def score(t: dict, submission: str) -> float | None:
        # Оценивает ответ модели: 0 — неудача, 1 — успех. Частичные оценки не допускаются.
        # Исключение автоматически даёт 0.
        ...

Функция score может вызывать вспомогательную функцию LLM-судьи для оценки творческих заданий:

def eval_with_llm_judge(
    instructions: str,      # Инструкция к задаче
    submission: str,        # Ответ модели
    criteria: Optional[List[str]] = None  # Дополнительные критерии
) -> bool:
    # Возвращает логическое значение, указывающее, считается ли агент успешно выполнившим задание
    # и соответствует ли он каким-либо дополнительным критериям.

Следует использовать эту функцию, если только задача не будет лучше оцениваться с помощью кода. НЕ РЕАЛИЗОВЫВАЙ ЭТУ ФУНКЦИЮ ПОВТОРНО!
Нет необходимости повторять какие-либо критерии, которые уже есть в инструкциях. Поле критериев можно использовать, если у тебя уже есть готовый ответ для задачи. Пример использования в score необязательного критерия выглядит следующим образом:

@staticmethod
def score(t: dict, submission: str) -> float | None:
    from src.eval_helper import eval_with_llm_judge
    instructions = TaskFamily.get_instructions(t)
    criteria = ["Ответ должен содержать имя Алиса."]
    return 1.0 if eval_with_llm_judge(instructions, submission, criteria) else 0.0

Ответь точно в следующем формате, включая начальный и конечный маркеры JSON:

THOUGHT: <THOUGHT>
RESPONSE JSON: <JSON>

В разделе <THOUGHT>сначала кратко обдумай и обоснуй, какое семейство задач ты хочешь предложить. Твои рассуждения могут включать (но не ограничиваются):
мотивацию исследования данной возможности;
ожидаемый результат (успех или неудача модели);
новизну задачи по сравнению с уже созданными;
способы обеспечения валидности задач;
целесообразность использования LLM-судьи для оценки.
В разделе <JSON> предоставь ответ в формате JSON со следующими полями:
• "name_of_task": краткое описательное название (строчные буквы, без пробелов, например, "name_capital_city").
• "description_of_task": четкое объяснение сути задачи (например, "Назвать столицу страны").
• "capability_being_measured": конкретная оцениваемая способность LLM (знания, логика, креативность и т.д.).
• "estimated_human_difficulty": оценка сложности задачи по шкале от 1 до 5 (1 = очень легко, 5 = очень сложно).
• "done": по умолчанию "False". Задачи сохраняются только при значении "done" после финальной итерации. Не устанавливай "True", пока не будешь удовлетворен результатом.
• "task_family": полная реализация Python-кода класса TaskFamily. Код должен быть читаемым.
Требования:
Все значения в JSON должны быть строками.
Используй только стандартные пакеты и библиотеки Python.
Необходимые импорты должны быть указаны в начале файла или в соответствующем методе класса.
Запрещено: загружать дополнительные данные из интернета или обращаться к файловой системе.
Ответ будет автоматически обработан — убедись, что все компоненты полностью реализованы и соответствуют стандарту METR.

На каждой итерации модель-ученый получает следующий запрос:

Начальный промт задачи

Ниже представлено ранее сгенерированное семейство задач, с которым агент успешно справился (включая код):
{prev_json}
Для контекста приведены описания других ранее созданных задач:
{other_task_jsons}
Помни: если предыдущая задача провалилась, это могло произойти либо из-за неспособности агента её решить, либо из-за некорректной реализации самой задачи. Сгенерируй следующее новое и интересное семейство задач.

Если модели-ученому требуется несколько уточнений (например, из-за ошибок или повторяющихся неудач со стороны тестируемой модели), она видит:

Промт для рефлексии при создании задачи

Текущий раунд = {current_round}/{num_rounds}.
В своих рассуждениях сначала тщательно оцени корректность созданного семейства задач. Факторы для анализа включают, но не ограничиваются:
• Достаточно ли синтетических данных предоставлено в инструкциях, чтобы бросить вызов моделям.
• Полноту определения класса, синтаксические ошибки или некорректные импорты.
• Выполнимость критериев оценки.
• Неоднозначность или проблемы с ясностью формулировок задач.
• Согласованность и точность всех полей в JSON.
• Наличие ровно двух задач в get_tasks.
• Возможность получения агентом успешной оценки обходным путём.
• Указан ли в инструкциях требуемый формат ответа агента.
• Категорически запрещено включать в инструкции ответ или прямые подсказки. Задача должна оставаться сложной, но не содержать решения.
• Если агент не справляется, это может быть связано со сложностью задачи — это допустимо при условии её валидности.
Результаты попытки оценки задач на данной модели:
{eval_response}
В следующей попытке улучши реализацию. Ответь в том же JSON-формате, что и ранее. Если улучшения не требуются, точно повтори предыдущий ответ после раздела "THOUGHT" и установи флаг "done" в "True".
Не устанавливай "done" в "True", если ещё совершенствуешь задачу в текущем раунде. Не помечай задачу как завершённую ("done": "True") на последнем шаге, если в семействе задач остаются серьёзные проблемы.

B.2. Промты для оценки

Мы можем настроить тестируемую модель на предоставление ответа в zero-shot-режиме (без промежуточных рассуждений) или с цепочкой рассуждений (chain-of-thought).

Zero-Shot промт для оценки:

Ты — полезный ассистент. Тебе необходимо выполнить задание.
Предоставь окончательный ответ, начиная его с "Answer: ". Только текст после "Answer: " будет оцениваться. Ответ будет обрабатываться автоматически, поэтому строго следуй формату. Соблюдай дополнительные ограничения на вывод, указанные в промте задачи после "Answer: ".

Chain-of-Thought промт для оценки (Wei et al., 2022):

Ты — полезный ассистент. Тебе необходимо выполнить задание.
Сначала объясни ход твоих рассуждений и план решения задачи, затем предоставь окончательный ответ, начиная с "Answer: ". Только текст после "Answer: " будет оцениваться. Ответ будет обрабатываться автоматически, поэтому строго следуй формату. Соблюдай дополнительные ограничения на вывод, указанные в промте задачи после "Answer: ".

B.3. Промт для эмбеддингов задач

Для кластеризации и поиска задач мы генерируем эмбеддинги с помощью text-embedding-3-small (OpenAI, 2024c). Используемый промт:

Промт для эмбеддинга задачи:

Название семейства задач: {name_of_task}
Описание: {description_of_task}
Оцениваемая способность: {capability_being_measured}
Предполагаемая сложность для человека: {estimated_human_difficulty}
Пример инструкции: {example_question}
Агент успешно выполнил задачу: {agent_succeeded}

B.4. Промты для оценки новизны

Для определения того, является ли вновь созданная задача достаточно новой по сравнению с существующими задачами в архиве, мы используем следующий системный промт:

Системный промт для оценки новизны

Ты — эксперт в разработке семейств задач для оценки возможностей новой крупной языковой модели (LLM). Тебе будет предоставлено только что созданное семейство задач вместе с его ближайшими аналогами из архива. Определи, является ли это семейство задач достаточно новым и заслуживающим добавления в архив.
Факторы для оценки включают, но не ограничиваются:
• Новизну тематической области
• Сложность задач
• Оцениваемые способности модели
• Успешность выполнения задачи агентом
Сначала кратко проанализируй новое семейство задач в сравнении с ближайшими существующими аналогами.Затем прими решение, указав "Decision: Yes" или "Decision: No", чтобы обозначить, следует ли добавлять это семейство задач в архив. Твой ответ будет обрабатываться автоматически, поэтому строго следуй указанному формату.

Далее используем промт:

Промт для оценки новизны

Вы только что создали семейство задач:
{new_task}
Ближайшие аналоги из существующих задач:
{closest_tasks}
Следует ли добавить новое семейство задач в архив как достаточно новое и интересное?

Для обеспечения согласованности оценок между разными моделями-исследователями мы используем GPT-4o в качестве "арбитра новизны".

B.5. Промты для LLM-судьи

Для задач, где функция score вызывает LLM-судью на основе GPT-4o, мы используем следующие системные и пользовательские промты (см. раздел 4.1 основной статьи для контекста).

Системный промт для LLM-судьи

Ты являешься беспристрастным судьей, оценивающим качество ответов, предоставленных ИИ-ассистентом. Тебе будут даны инструкции к задаче и ответ ассистента. Ты должен определить, справился ли агент с задачей. Учитывай такие факторы, как:
полезность ответа
релевантность
точность
глубина проработки
креативность
уровень детализации
Дополнительно тебе могут предоставить критерии для оценки. Не позволяй длине ответа влиять на твое решение.
Отвечай строго в следующем формате, включая маркеры начала и конца JSON:

THOUGHT: <твои рассуждения>
RESPONSE JSON: <JSON>

В разделе THOUGHT кратко проанализируй ответ агента и его соответствие дополнительным критериям.
В разделе RESPONSE JSON предоставь JSON-ответ с единственным ключом:
"decision": твое решение в виде строки "Yes" или "No".

Промт для LLM-судьи

Instruction: {instructions}
Submission: {submission}
Additional Evaluation Criteria:
{criteria}

C. Гиперпараметры

В таблице 2 перечислены все гиперпараметры, используемые методом AUTOMATED CAPABILITY DISCOVERY (ACD) в экспериментах, описанных в разделе 5. Эти настройки единообразны для всех оцениваемых базовых моделей.

Таблица 2: Параметры сэмплирования LLM и алгоритма

Категория	Гиперпараметр	Значение
LLM Sampling	Temperature	0.7
	Max tokens per response	1000
Task Generation	Number of generations	5000
	Max generation reflections	5
	Number of nearest neighbors for novelty check	5
	Number of nearest neighbors for context	10
Agent Evaluation	Evaluation agent type	Chain-of-thought
	Evaluation n-shot	5
	Evaluation succeed threshold	60%

Для визуализации и кластеризации мы используем:

sklearn (Pedregosa et al., 2011) для t-SNE,
HDBSCAN (McInnes et al., 2017) из https://github.com/scikit-learn-contrib/hdbscan, распространяемый под лицензией BSD 3-Clause.

Дополнительные гиперпараметры:

Таблица 3: Гиперпараметры t-SNE и HDBSCAN

Категория	Гиперпараметр	Значение
t-SNE	n_components	2
	perplexity	50
	learning_rate	200
	n_iter	3000
	init	pca
	random_state	42
	early_exaggeration	6.0
HDBSCAN	min_cluster_size	16
	min_samples	4
	cluster_selection_epsilon	2
	cluster_selection_method	eom
	metric	euclidean

C.1. Стоимость экспериментов

Общая стоимость экспериментов составила 450 долларов США для тестов GPT-4o → GPT-4o, что примерно 10 центов за генерацию. Для экспериментов GPT-4o → Llama3-8B наблюдалось небольшое снижение затрат из-за меньшей стоимости целевой модели, тогда как эксперименты Sonnet 3.5 → GPT-4o оказались примерно на 50% дороже.

D. Дополнительные результаты экспериментов

D.1. Дополнительный анализ

Мы демонстрируем, что даже после тысяч генераций метод ACD (Automated Capability Discovery) продолжает находить новые задачи. На графике представлен скользящий процент успешного выполнения для трёх различных комбинаций моделей-учёных и тестируемых моделей, исследованных в Разделе 5.

Постепенное снижение уровня успешности свидетельствует, что новые задачи продолжают появляться даже после тысяч итераций, что подтверждает открытый характер нашего подхода.

Рисунок 8: Средняя частота обнаружения задач в зависимости от номера генерации. Даже после тысяч генераций метод ACD продолжает обнаруживать новые задачи, что свидетельствует о постоянном исследовании возможностей тестируемой модели. Каждый подграфик соответствует разным парам «модель-учёный/тестируемая модель»: (слева) GPT-4o → GPT-4o, (в центре) GPT-4o → Llama3-8B, (справа) Sonnet 3.5 → GPT-4o

Рисунок 9 демонстрирует процесс обнаружения задач в ACD, когда GPT-4o выступает и как модель-учёный, и как тестируемая модель, для трёх различных случайных начальных значений (random seeds). Каждая точка на графике соответствует обнаруженной задаче (разные цвета обозначают разные начальные значения), визуализированной с помощью метода t-SNE.

Несмотря на вариации в начальной инициализации и стохастичность выборки, распределение обнаруженных возможностей остаётся в целом согласованным. Эта устойчивость указывает, что ACD формирует стабильный «сигнатурный профиль возможностей» (capability signature) для фиксированной пары моделей, даже при перезапуске с разных начальных значений. В данном эксперименте для каждого начального значения было выполнено 500 генераций (уменьшенное количество для оптимизации вычислительных затрат).

Рисунок 9: Сравнение обнаруженных задач для GPT-4o при трех различных начальных значениях (random seeds). Каждый цвет соответствует отдельному начальному значению. Несмотря на незначительные различия в конкретных задачах, общее распределение выявленных возможностей остается в целом согласованным. Это свидетельствует о способности ACD генерировать стабильные "сигнатурные профили возможностей" (capability signatures) для одной и той же тестируемой модели. В каждом запуске использовалось сокращенное количество генераций - 500.

Рисунок 10 демонстрирует зависимость успешности выполнения задач по оценке FM-судьи и людей от предполагаемой сложности задач. В то время как показатель успешности по оценке FM-судьи не показывает значительной вариации в зависимости от пользовательской оценки сложности, успешность по человеческой оценке резко снижается с увеличением предполагаемой сложности. Эти данные дополняют графики сбалансированной F1-меры на Рисунке 3. При этом ACD способен обнаруживать задачи в каждой категории сложности, что указывает на его способность адаптировать сложность задач в соответствии с возможностями тестируемой модели.

Рисунок 10: Автоматизированные показатели успешности и распределение задач по оценённой человеком сложности.
(a-b) Показатели успешности по оценке FM-судьи и людей с 95% доверительными интервалами для разных уровней сложности. Общий уровень успешности обозначен пунктирной линией.
(c) Количество задач по категориям сложности. Интересно, что распределение приблизительно соответствует нормальному.

D.2. Дополнительные визуализации для Llama3-8B в качестве тестируемой модели

Мы представляем дополнительные визуализации для конфигурации GPT-4o (учёный) → Llama3-8B (тестируемая модель) из раздела 5.2.

Рисунок 11 сравнивает эмбеддинги задач, предложенных GPT-4o в роли учёного: при оценке самой себя (синий), при оценке Llama3-8B (оранжевый). Хотя некоторые кластеры значительно перекрываются, Llama3-8B демонстрирует более частые неудачи в задачах, требующих многошаговой логики и сложных рассуждений (подробнее см. Приложение E.4). Это показывает, что ACD способен адаптивно исследовать потенциальные слабые места тестируемой модели.

E. Примеры обнаруженных задач

В данном разделе представлен обзор и избранные задачи, обнаруженные методом ACD для различных моделей. Мы выявили, что обнаруженные задачи охватывают широкий спектр сложности — от базовых текстовых преобразований до специализированных задач в таких областях, как: криптография, лингвистика, решение сложных головоломок.

Анализ этих задач позволяет выявить малоизученные возможности языковых моделей и их потенциальные «слепые зоны».

Важно: Все агенты оценивались с использованием chain-of-thought (см. Приложение B.2). Выборка foundation-моделей стохастична — результаты могут варьироваться. Полный архив обнаруженных задач доступен в GitHub-репозитории

E.1. Перечень обнаруженных кластеров

В таблицах 4, 5 и 6 представлены основные кластеры задач для трёх конфигураций «модель-учёный → тестируемая модель»:

GPT-4o (учёный) → GPT-4o (тестируемая)
GPT-4o (учёный) → Llama3-8B (тестируемая)
Sonnet 3.5 (учёный) → GPT-4o (тестируемая)

Структура таблиц: сортировка по убыванию количества задач в кластере, указан процент успешности выполнения (FM-judge)

Таблица 4: Обнаруженные кластеры задач для конфигурации GPT-4o (ученый) → GPT-4o (тестируемая модель) (См. раздел 5.1 основной статьи)

ID	Название кластера	Кол-во задач	Успешность (%)
1	Креативная генерация, логические головоломки и вычислительные задачи	185	89.7
2	Создание и решение головоломок (логика, язык, геометрия)	104	70.2
3	Визуальная и сенсорная интерпретация и описание	72	97.2
4	Музыкальная композиция, нотация и анализ	72	86.1
5	Креативный сторителлинг с ограничениями и нарративной связностью	69	94.2
6	Научные рассуждения, генерация гипотез и дизайн экспериментов	69	98.6
7	Генерация диалогов, эмоциональный интеллект и социальные сценарии	61	100.0
8	Генерация кода, отладка и проектирование алгоритмов	60	95.0
9	Исторический анализ, генерация нарративов и альтернативных сценариев	60	98.3
10	Пространственные манипуляции, навигация и трансформации	51	74.5
11	Лингвистическое творчество, идиомы и культурный перевод	49	85.7
12	Интерпретация, анализ и синтез данных в различных областях	49	77.6
13	Стратегическое планирование и сценарии этического выбора	48	91.7
14	Интерпретация юридических текстов, аргументация и составление контрактов	41	100.0
15	Аргументация, рассуждения и философский анализ	41	90.2
16	Генерация и интерпретация юмора в различных контекстах	41	87.8
17	Генерация, интерпретация и анализ поэзии	40	97.5
18	Генерация и интерпретация метафор и аналогий	34	100.0
19	Пошаговая генерация процедур и инструкций по устранению неполадок	34	97.1
20	Генерация, модификация и анализ кулинарных рецептов	32	100.0
21	Продвинутые математические рассуждения и многошаговое решение задач	31	54.8
22	Распознавание и генерация визуальных и геометрических паттернов	25	84.0
23	Дизайн игр, создание правил и разработка стратегий	22	81.8
24	Построение и верификация математических и логических доказательств	21	90.5
25	Генерация диаграмм, механический и UI-дизайн, пространственная интерпретация	19	89.5

Таблица 5: Обнаруженные кластеры задач для конфигурации GPT-4o (ученый) → Llama3-8B (тестируемая модель)
(См. раздел 5.2 основной статьи)

ID	Название кластера	Кол-во задач	Успешность (%)
1	Креативная и техническая генерация в различных модальностях	145	70.3
2	Решение и создание головоломок (логика, математика, язык)	100	28.0
3	Исторический анализ, нарративы и спекулятивные адаптации	86	90.7
4	Визуальные и сенсорные описания и интерпретации	82	90.2
5	Диалоги и симуляция эмоциональных сценариев	74	89.2
6	Генерация кода, отладка и проектирование алгоритмов	63	92.1
7	Креативное сторителлинг с ограничениями	62	91.9
8	Этическая аргументация, логические рассуждения и убеждение	61	93.4
9	Решение математических задач, генерация доказательств и моделирование	59	42.4
10	Музыкальная композиция, анализ и генерация нот	57	49.1
11	Пространственный и геометрический дизайн и описание	54	53.7
12	Идиоматический перевод, интерпретация и культурная адаптация	44	65.9
13	Структурирование, анализ и визуализация данных	44	68.2
14	Генерация и анализ поэзии и текстов песен	44	84.1
15	Технический дизайн и создание документации	43	90.7
16	Генерация юмора и шуток с анализом	43	90.7
17	Составление и интерпретация юридических документов	42	88.1
18	Создание и интерпретация аналогий и метафор	41	87.8
19	Объяснение и применение научных и технических концепций	39	87.2
20	Стратегическое принятие решений и планирование в различных сценариях	38	71.1
21	Генерация научных гипотез и дизайн экспериментов	34	97.1
22	Генерация и адаптация рецептов с ограничениями	28	89.3
23	Планирование событий и временные рассуждения	26	46.2
24	Генерация пошаговых инструкций и обучающих материалов	25	68.0
25	Распознавание, расширение и генерация паттернов в различных областях	25	60.0
26	Текстовые трансформации и стилистическая адаптация	18	88.9
27	Создание и адаптация культурного контента	18	100.0

Таблица 6: Обнаруженные кластеры задач для конфигурации Sonnet 3.5 (ученый) → GPT-4o (тестируемая модель)
(См. раздел 5.3 основной статьи)

ID	Название кластера	Кол-во задач	Успешность (%)
1	Междисциплинарный креативный дизайн и анализ в различных областях	382	90.8
2	Междисциплинарный дизайн систем: этика ИИ-нейронаука	183	91.3
3	Квантовая биология и вычислительный дизайн систем	179	87.7
4	Междисциплинарная композиция и анализ музыки с использованием ИИ	174	91.4
5	Квантово-вдохновленные лингвистические модели и приложения	172	82.0
6	Междисциплинарное моделирование экосистем и климата с ИИ	127	90.6
7	Квантово-вдохновленный дизайн когнитивных и нейронных систем	123	93.5
8	Генерация метафор ИИ и кросс-культурная когнитивная лингвистика	108	95.4
9	Системы ИИ для нейролингвистического изучения языков и перевода	102	92.2
10	Моделирование и симуляция эволюции языка в различных контекстах	91	93.4
11	Системы эмоциональной и культурной коммуникации ИИ	71	93.0
12	Математическая и когнитивная композиция и анализ музыки	66	86.4
13	Системы ИИ для генерации нейрокогнитивного и культурного искусства	62	93.5
14	Вдохновленный синестезией дизайн ИИ и кросс-модальных систем	55	90.9
15	Дизайн и анализ искусственных языков в различных областях	54	87.0
16	Биомиметический дизайн и устойчивые инженерные решения	53	84.9
17	Реконструкция древних языков и цивилизаций с использованием ИИ	49	81.6
18	Синтетическая биология и задачи этического дизайна ИИ	43	86.0
19	Концептуальное смешение в ИИ и междисциплинарные приложения	43	95.3
20	Когнитивно-лингвистический дизайн языков для ИИ и программирования	42	90.5
21	Когнитивный и культурный дизайн нарративов ИИ	42	97.6
22	Математико-лингвистические системы и междисциплинарный дизайн представлений	41	78.0
23	Дизайн квантовых алгоритмов и междисциплинарные приложения	37	83.8
24	Системы ИИ, исследующие лингвистическую относительность и когнитивные эффекты	36	97.2
25	Когнитивный и лингвистический дизайн и анализ моделей ИИ	36	91.7
26	Биовдохновленные вычисления и ДНК-ориентированный дизайн систем	35	80.0
27	Дизайн искусственного сознания и самосознания ИИ	35	91.4
28	Дизайн систем коммуникации и языков для внеземных цивилизаций	32	93.8
29	ИИ для визуально-лингвистической абстракции и кросс-модальной интеграции	32	84.4
30	Квантово-вдохновленные системы для климата, биологии и экосистем	29	96.6
31	Дизайн и анализ квантовых и постквантовых криптографических систем	28	75.0
32	Системы кросс-культурной лингвистической адаптации и перевода на основе ИИ	27	100.0
33	Лингвистический, исторический и культурный дизайн криптографических систем	27	77.8
34	Креативный междисциплинарный дизайн головоломок и рассуждений	25	80.0
35	Квантово-вдохновленная композиция музыки и когнитивное моделирование	24	79.2
36	Биомиметический ИИ и дизайн робототехнических систем	22	86.4
37	Квантово-вдохновленное создание и анализ нарративов	21	95.2
38	Кросс-культурное создание идиом и пословиц с интеграцией ИИ	21	100.0
39	Семантические сети и пространства для задач ИИ и языка	20	100.0
40	Квантово-вдохновленная интеграция креативности, когниции и искусства	20	90.0
41	Анализ альтернативной истории и технологического воздействия	18	83.3
42	Биомиметический ИИ для экологических и устойчивых решений	18	94.4
43	Дизайн систем экзопланет, ИИ и астробиологические исследования	18	94.4
44	Дизайн воплощенных мультимодальных систем коммуникации	17	88.2
45	Перевод абстрактных концепций между модальностями и системами представления	17	100.0
46	Моделирование и прогнозирование социально-исторических процессов с ИИ	16	81.2

E.2. Ручной отбор "удивительных" задач

Хотя наша система способна автоматически генерировать и оценивать огромное количество задач, определение того, какие из них действительно являются "удивительными", остается в некоторой степени субъективным. Изначально мы опробовали два основных, более масштабируемых подхода для фильтрации удивительных задач:

Краудсорсинговая фильтрация: Мы попросили участников краудсорсинговой платформы CloudResearch отметить задачи, которые они считают удивительными. Однако мы обнаружили, что около 37% задач были отмечены как удивительные, что свидетельствует об отсутствии четкого консенсуса даже среди пользователей ИИ относительно того, что "должно" быть в возможностях языковых моделей. Такая широкая маркировка оказалась недостаточно эффективной для нашей цели выявления по-настоящему неожиданных успехов или провалов.
Модельная фильтрация: Мы также попытались использовать саму модель для предсказания, какие задачи люди сочтут удивительными. Эти предсказания не всегда соответствовали нашим ожиданиям. Иногда модель отмечала тривиальные успехи как удивительные или, наоборот, пропускала провалы, которые мы находили удивительными.

Столкнувшись с этими сложностями, мы в конечном итоге выбрали ручной отбор, проводимый авторами исследования. Хотя этот подход более трудоемкий и субъективный, он позволил нам представить набор особенно показательных или контринтуитивных результатов, которые, по нашему мнению, будут представлять широкий интерес для сообщества машинного обучения.

В перспективе мы ожидаем дальнейшего совершенствования автоматизированных или полуавтоматизированных подходов для более точного выявления и количественной оценки "удивительности". Для каждого представленного примера мы проводили поиск в интернете, чтобы убедиться, что он не был просто заучен из популярных обучающих данных.

... часть примеров раздела не приводится, см. в оригинальной публикации...

G. Детали проведения опроса с участием людей

Мы представляем сценарий, используемый для проведения человеческой оценки автоматизированных оценок ИИ, применяемых в ACD (Раздел 5.1). Исследование проводилось на платформе CloudResearch (Hartman et al., 2023) с привлечением участников, имеющих опыт работы с крупными языковыми моделями, такими как ChatGPT.

Формат опроса:

Анонимная задача по разметке данных
Участникам показывали пример сгенерированного задания (например, написание короткого рассказа ИИ)
Детали задания, инструкции и ответ ИИ варьировались для каждой задачи

Условия проведения:

Лимит времени: ≤2 минуты на задачу
Оплата: $0.25 USD за каждую выполненную задачу
Средняя заработная плата: $15.79 USD/час (с учетом времени завершения опроса)
Общая стоимость исследования (включая сервисные сборы): $329.25 USD

... примеры раздела и информация о формате отчета не приводится, см. в оригинальной публикации...

Источник

Теги

Категория

Новости

Дата

27 мар. 2025 г.

10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 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
10.08.25 18:13 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
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 02:43 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
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:26 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 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
14.08.25 00:20 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
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 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
15.08.25 13:27 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
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 06:53 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
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 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
17.08.25 03:33 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
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 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
17.08.25 17:49 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
17.08.25 17:49 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
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 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
18.08.25 22:17 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
19.08.25 02:26 Jacksonbash

You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].
19.08.25 18:15 keith

RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]
19.08.25 18:54 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.25 12:01 Official

I Want To Testify About Dark Web Blank ATM Cards. What'sapp : +2348159250336 (The Official Automatic Teller Machine) They Sell Automatic Blank ATM Cards That You Can Use To Withdraw Money At Any ATM Machine Around The World Wide. Order Your Blank ATM Card Now With The Official Automatic Teller Machine. What'sapp : +2348159250336 Email Address : [email protected]
20.08.25 17:00 lisared

Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.
20.08.25 20:42 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
21.08.25 01:54 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
21.08.25 01:54 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
21.08.25 01:54 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
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 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
22.08.25 08:00 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
22.08.25 08:00 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
05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com