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[Перевод] Безграничное сократическое обучение с помощью языковых игр (перевод статьи Tom Schaul из Google DeepMind)

Tom Schaul, Google DeepMind London, UK [email protected]

Аннотация

Агент, обученный в замкнутой системе, может освоить любую желаемую способность при соблюдении следующих трех условий: (а) он получает достаточно информативную и согласованную обратную связь, (б) его охват опыта/данных достаточно широк, и (в) он обладает достаточной емкостью и ресурсами. В данной концептуальной статье мы обосновываем эти условия и рассматриваем ограничения, возникающие из-за условий (а) и (б) в замкнутых системах, предполагая, что (в) не является узким местом. Рассматривая особый случай агентов с совпадающими пространствами входных и выходных данных (а именно, язык), мы утверждаем, что такое чистое рекурсивное самосовершенствование, названное "сократическим обучением", может значительно повысить производительность за пределы того, что присутствует в исходных данных или знаниях, и ограничивается только временем, а также проблемами постепенного рассогласования. Кроме того, мы предлагаем конструктивную основу для его реализации, основанную на понятии языковых игр.

1. Введение

На пути от настоящего момента к искусственному сверхчеловеческому интеллекту (ASI; Morris et al., 2023; Grace et al., 2024) лежит переломный момент, а именно когда основная часть улучшения возможностей системы определяется ею самой, а не человеческими источниками данных, меток или предпочтений (которые могут масштабироваться лишь до определенного предела). Пока немногие системы демонстрируют такое рекурсивное самосовершенствование, поэтому сейчас самое время обсудить и охарактеризовать, что это такое и что это влечет за собой.

Мы фокусируемся на одном конце спектра, самом четком, но не самом практичном, а именно на чистых автономных условиях "сократического" обучения, замкнутых системах без возможности собирать новую информацию из внешнего мира. Мы формулируем условия, подводные камни и верхние пределы, а также конкретный путь к построению таких систем, основанный на понятии языковых игр.

Основная цель данной концептуальной статьи — прояснить терминологию и обрамить дискуссию, делая акцент на долгосрочной перспективе. Она не предлагает новых алгоритмов и не обозревает прошлую литературу; мы не учитываем краткосрочную осуществимость или ограничения. Мы начинаем с гибкой и общей формулировки и уточняем эти определения по ходу статьи.

Определения

Рассмотрим замкнутую систему (без входов, без выходов), которая развивается во времени (см. рисунок 1 для иллюстрации). Внутри системы находится сущность с входами и выходами, называемая агентом, которая также меняется во времени. Вне системы находится наблюдатель, чья цель — оценивать производительность агента. Если производительность продолжает расти, мы называем эту пару система-наблюдатель процессом улучшения.

Динамика этого процесса определяется как агентом, так и окружающей его системой, но установление четких границ агента необходимо для того, чтобы сделать оценку однозначной: фактически, агент — это то, что можно однозначно оценить. Аналогично, для разделения задач наблюдатель намеренно размещен вне системы: поскольку система замкнута, оценка наблюдателя не может влиять на систему. Следовательно, обратная связь для обучения агента должна поступать из внутренних прокси-показателей системы, таких как функции потерь, функции вознаграждения, данные о предпочтениях или критики.

Рис.1
Рис.1

Простейший тип показателя производительности — это скалярная оценка, которую можно измерить за конечное время, то есть на (агрегации) эпизодических задач. Механистически наблюдатель может измерять производительность двумя способами: пассивно наблюдая за поведением агента внутри системы (если все релевантные задачи возникают естественным образом) или путем копирования и тестирования, когда он сталкивает клонированную копию агента с интерактивными задачами по своему выбору.

Без потери общности элементы внутри агента можно разделить на три типа: Фиксированные элементы не подвержены влиянию обучения, например, его субстрат или немодифицируемый код. Переходные элементы не переносятся между эпизодами или в процесс оценки (например, активации, состояние генератора случайных чисел). И, наконец, обучаемые элементы (например, веса, параметры, знания) изменяются на основе сигнала обратной связи, и их эволюция отображается в различиях производительности (Lu et al., 2023). Мы можем различать процессы улучшения по их подразумеваемому времени жизни; некоторые являются открытыми и продолжают улучшаться без ограничений (Hughes et al., 2024), в то время как другие сходятся к своей асимптотической производительности через некоторое конечное время.

2. Три необходимых условия для самосовершенствования

Самосовершенствование — это процесс улучшения, как определено выше, но с дополнительным критерием: собственные выходные данные (действия) агента влияют на его будущее обучение. Другими словами, это системы, в которых агенты формируют (некоторые из) своих собственных потоков опыта, потенциально обеспечивая неограниченное улучшение в замкнутой системе. Эта постановка может показаться знакомой читателям из области обучения с подкреплением (RL; Sutton, 2018): поведение RL-агентов изменяет распределение данных, на которых он обучается, что в свою очередь влияет на его поведенческую политику, и так далее. Другим прототипическим примером процесса самосовершенствования является самоигра, где система (часто симметричная игра) помещает агента в роли как игрока, так и противника, чтобы генерировать неограниченный поток опыта с обратной связью (кто выиграл?), что обеспечивает направление для постоянно возрастающего обучения навыкам.

Исходя из связи с RL, мы можем вывести необходимые условия для работы самосовершенствования и помочь прояснить некоторые предположения о системе. Первые два условия, обратная связь и охват, касаются осуществимости в принципе, третье (масштаб) — практики.

2.1. Обратная связь

Обратная связь — это то, что задает направление обучению; без нее процесс является просто самомодификацией. В замкнутой системе, где истинная цель находится во внешнем наблюдателе, но не может быть доступна напрямую, обратная связь может исходить только от прокси. Это создает фундаментальную проблему для внутрисистемной обратной связи — быть согласованной с наблюдателем и оставаться согласованной на протяжении всего процесса. Это накладывает значительную нагрузку на систему во время настройки, причем наиболее распространенной ловушкой является плохо спроектированный критик или функция вознаграждения, которая со временем становится эксплуатируемой, что приводит к процессу, отклоняющемуся от намерений наблюдателя. Известная способность RL к самокоррекции здесь неприменима: самокорректироваться может поведение при наличии обратной связи, но не сама обратная связь. Кроме того, идеальная обратная связь должна быть эффективной, то есть содержать достаточно информации (не слишком разреженной, не слишком шумной, не слишком задержанной) для того, чтобы обучение было возможно в пределах временного горизонта системы.

2.2. Охват

По определению, самосовершенствующийся агент определяет распределение данных, на которых он обучается. Чтобы предотвратить такие проблемы, как коллапс, дрейф, эксплуатация или переобучение, ему необходимо сохранять достаточный охват распределения данных везде, где это важно для наблюдателя. В большинстве интересных случаев, когда производительность включает понятие обобщения, это целевое распределение не задано (тестовые задачи скрыты), поэтому система должна быть настроена на внутреннее стремление к охвату — подпроцесс, классически называемый исследованием (Ladosz et al., 2022). Заметим, что одной согласованной обратной связи для этого недостаточно: даже если предпочтительное поведение никогда не оценивается ниже, чем непредпочтительное, это не равносильно гарантии того, что агент найдет предпочтительное поведение.

2.3. Масштаб

Исследовательская область RL накопила много детальных знаний о том, как обучать агентов, какие алгоритмы работают в каких обстоятельствах, множество изящных приемов, решающих практические проблемы, а также теоретические результаты, характеризующие сходимость, динамику обучения, темпы прогресса и т.д. Было бы тщетно пытаться обобщить здесь такой широкий объем работы, но см. Patterson et al. (2023) для введения. Однако одно общее наблюдение, важное для нашего аргумента, заключается в том, что "RL работает в масштабе": другими словами, при достаточном масштабировании опыта и вычислительных ресурсов даже относительно простые алгоритмы RL могут решать задачи, ранее считавшиеся недостижимыми (яркие примеры включают: Tesauro et al., 1995; Mnih et al., 2015; Silver et al., 2016; 2018; Vinyals et al., 2019; AlphaProof & AlphaGeometry, 2024). Для любой конкретной, четко определенной практической задачи детали имеют значение (и различаются) и сильно влияют на эффективность динамики обучения; но асимптотический результат кажется предрешенным. "Горький урок" Саттона (2019) утверждает связанный момент: ставка на масштабирование вычислений (в противовес встраиванию человеческих знаний) неизменно окупалась в истории ИИ. Следовательно, при постоянно расширяющейся доступности вычислительных ресурсов, ресурсные ограничения агентов (память и вычисления) могут быть временной проблемой; не все неэффективности нужно полностью устранять.

3. Сократическое обучение

Конкретный тип процесса самосовершенствования, который мы рассматриваем здесь, — это рекурсивное самосовершенствование, где входные и выходные данные агента совместимы (т.е. существуют в одном пространстве), и выходные данные становятся будущими входными. Это более ограничительно, но менее опосредованно, чем общий случай, когда выходные данные лишь влияют на распределение входных данных, чаще всего реализуемый (сложной) средой, которая отображает выходные данные агента во входные. Этот тип рекурсии является атрибутом многих открытых процессов, и открытое совершенствование, вероятно, является центральной особенностью ASI (см. Hughes et al., 2024). С другой стороны, совместимость менее ограничительна, чем гомоиконическая самомодификация, см. Раздел 6.

Отличным примером такого совместимого пространства входных и выходных данных является язык. Огромный диапазон человеческого поведения опосредуется и хорошо выражается в языке, особенно в когнитивных областях (которые по определению являются частью ASI). Как утверждают Чалмерс (2024) и несколько веков рационалистов до него (Cottingham, 1988), язык вполне может быть достаточным для мышления и понимания и не требовать сенсорного заземления. Кроме того, язык обладает изящным свойством быть супом абстракций, кодирующим множество уровней концептуальной иерархии в общем пространстве (см. также Colas et al., 2022). Связанной особенностью языка является его расширяемость, т.е. возможность разрабатывать новые языки внутри существующего, такие как формальная математика или языки программирования, которые изначально разрабатывались внутри естественного языка. Хотя специализированные инструменты (например, интерпретаторы) для них важны для эффективности, естественного языка может быть достаточно в качестве основы: как люди могут "вручную" рассуждать о математических выражениях при выполнении устного счета, так могут и агенты естественного языка (OpenAI et al., 2024). И, конечно, не помешает то, что компетентность ИИ в языковых областях резко улучшилась в последнее время, с большим импульсом после появления LLM. Ранние примеры рекурсивного самосовершенствования с помощью LLM можно увидеть в мета-промптах Fernando et al. (2023), "программах действий" в библиотеке навыков Voyager Wang et al. (2023) и, совсем недавно, в самопроверяющем, генерирующем статьи "ИИ-ученом" (Lu et al., 2024).

В оставшейся части статьи мы будем использовать термин "сократическое обучение" для обозначения процесса рекурсивного самосовершенствования, который действует в языковом пространстве. Название отсылает к подходу Сократа к поиску или уточнению знаний через вопросительный диалог и повторяющиеся языковые взаимодействия, но, примечательно, без выхода для сбора наблюдений в реальном мире — отражая наш акцент на замкнутости системы. Мы предлагаем читателю представить непрерывный процесс обсуждения в кругу философов, возможно, начинающийся с Сократа и его учеников, но расширяющийся и продолжающийся беспрепятственно тысячелетиями: какие культурные артефакты, какие знания, какую мудрость мог бы произвести такой процесс к настоящему времени? А затем рассмотреть вопрос, который на первый взгляд кажется парадоксальным: в принципе, как может замкнутая система производить открытое совершенствование?

ПРИМЕР

Чтобы сделать эти идеи более конкретными, мы опишем гипотетическую, но не априори неправдоподобную систему (ср. Poesia et al., 2024). Рассмотрим область математических утверждений (подмножество языка)⁽ᵃ⁾. Метрика производительности наблюдателя бинарна: найдено ли доказательство гипотезы Римана? Агент читает и пишет математические утверждения и доказательства (которые являются совместимыми пространствами входа/выхода). Система замкнута и содержит агента плюс:

  • верификатор доказательств (например, Lean)

  • коллекцию C теорем или гипотез

  • прокси-вознаграждение для агента: +1 за каждое проверенное новое доказательство утверждения из C

  • вторую коллекцию L лемм (или подцелей), изначально пустую

Система позволяет агенту создавать доказательства, проверять их, формулировать новые утверждения и добавлять их в L. Со временем агент может научиться упрощать и декомпозировать существующие теоремы, накапливать леммы в L, учиться формулировать все более и более переиспользуемые леммы и увеличивать долю теорем в C, для которых он может создать действительные доказательства. Он самосовершенствуется. В какой-то момент расширяющаяся граница верифицированного математического знания достигает доказательства гипотезы Римана, и наблюдатель, удовлетворенный, останавливает систему.

⁽ᵃ⁾ Примечание: ограничение областью вроде математики, с проверяемой обратной связью, не полностью репрезентативно для сократического обучения, так как оно обходит большую часть проблемы обратной связи (Раздел 2.1).

4. Фундаментальные пределы сократического обучения

Среди трех необходимых условий для самосовершенствования два из них — охват и обратная связь — применяются к сократическому обучению *в принципе* и остаются нередуцируемыми. Чтобы сделать их последствия максимально ясными, мы игнорируем в этом разделе третье условие (проблемы масштаба, практичности и эффективности, см. Раздел 2.3). Мы обосновываем это упрощение, рассматривая долгосрочную перспективу: если вычислительные мощности и память продолжают расти экспоненциально, ограничения масштаба являются лишь временным препятствием. Если нет, рассмотрение сценария сократического обучения с ограниченными ресурсами (аналогично изучению ограниченной рациональности) все равно может дать действительные концептуальные выводы.

Условие охвата подразумевает, что система сократического обучения должна продолжать генерировать (языковые) данные, сохраняя или расширяя разнообразие с течением времени. В эпоху LLM это перестало казаться слишком неправдоподобным: мы можем представить генеративного агента, инициализированного с очень широким распределением, подобным интернету, который производит бесконечный поток новых языковых высказываний. Однако предотвращение дрейфа, коллапса или просто сужения генеративного распределения в рекурсивном процессе может быть крайне нетривиальным (Lewis et al., 2017; Shi et al., 2024).

Условие обратной связи требует, чтобы система (а) продолжала производить обратную связь о (некотором подмножестве) выходных данных агента, что структурно требует критика, способного оценивать язык, и (б) чтобы обратная связь оставалась достаточно согласованной с метрикой оценки наблюдателя (Christiano et al., 2018; Bai et al., 2022b). Это сложно по ряду причин: хорошо определенные, обоснованные метрики в языковом пространстве часто ограничены узкими задачами, в то время как более универсальные механизмы, такие как ИИ-обратная связь, поддаются эксплуатации, особенно если допускается смещение распределения входных данных. Например, ни одна из текущих парадигм обучения LLM не имеет механизма обратной связи, достаточного для сократического обучения. Потери при предсказании следующего токена обоснованы, но недостаточно согласованы с последующим использованием и неспособны экстраполировать за пределы обучающих данных. Человеческие предпочтения согласованы по определению, но препятствуют обучению в замкнутой системе. Кэширование таких предпочтений в обученной модели вознаграждения делает её автономной, но подверженной эксплуатации и потенциально рассогласованной в долгосрочной перспективе, а также слабой на данных вне распределения.

Другими словами, чистое сократическое обучение возможно, но оно требует широкой генерации данных с надежным и согласованным критиком. Однако когда эти условия выполняются, потолок его потенциального улучшения ограничен только количеством применяемых ресурсов. Текущие исследования еще не установили успешных рецептов для этого, поэтому следующий раздел стремится представить конкретное, но достаточно общее предложение о том, как к этому подойти.

5. Языковые игры - это всё, что вам нужно

К счастью, язык, обучение и обоснование являются хорошо изученными темами. Особенно полезной концепцией для нас является понятие языковых игр Витгенштейна. Для него не слова захватывают смысл, а только интерактивная природа языка может это сделать. Если говорить конкретно, определим языковую игру как протокол взаимодействия (набор правил, выражаемых в коде), который определяет взаимодействие одного или нескольких агентов ("игроков"), имеющих языковые входы и языковые выходы, плюс скалярную функцию оценки для каждого игрока в конце игры.

Языковые игры, определенные таким образом, отвечают двум основным потребностям сократического обучения, а именно: они обеспечивают масштабируемый механизм для неограниченной генерации интерактивных данных и самоигры, автоматически предоставляя сопутствующий сигнал обратной связи (оценку). Фактически, они являются логическим следствием условий охвата и обратной связи, почти тавтологически: не существует формы интерактивной генерации данных с управляемой обратной связью, которая не является языковой игрой. В качестве бонуса, рассмотрение процесса как игры сразу позволяет нам импортировать потенциал богатого стратегического разнообразия, возникающего из многоагентной динамики (как подробно изложено в Leibo et al., 2019; Duénez-Guzmán et al., 2023), что, вероятно, решает по крайней мере часть условия охвата. Это также согласуется с нашей интуицией, что динамическое социальное со-конструирование (например, круг философов) имеет преимущество перед самообсуждением одного человека, живущего тысячелетиями. Прагматически также игры — отличный способ начать, учитывая огромный человеческий опыт создания и оттачивания широкого спектра игр и навыков игроков (Berne, 1968); при этом Nguyen (2020) представляет это богатство как демонстрацию гибкости человеческой агентности и (локальных) мотиваций. Деррида мог бы даже утверждать, что при правильном взгляде дискурс уже структурирован как игра. Colas et al. (2022) обсуждают связанный набор идей под терминологией выготскианских автотелических агентов; хотя они не предполагают замкнутую систему, многие их "интернализированные социальные взаимодействия" могли бы быть представлены как языковые игры. Ряд распространенных парадигм взаимодействия LLM также хорошо представлены как языковые игры, например, дебаты (Irving et al., 2018; Liang et al., 2023; Du et al., 2023), ролевые игры (Vezhnevets et al., 2023), теория разума (Kim et al., 2023), переговоры (Lewis et al., 2017; FAIR et al., 2022), защита от взлома (Zeng et al., 2024), или вне замкнутых систем, парадигмы как RL с обратной связью от человека (RLHF, Ouyang et al., 2022; Bai et al., 2022a; OpenAI et al., 2023).

...если у вас их достаточно...

Возвращаясь к нашему кругу размышляющих философов: можем ли мы представить себе одну языковую игру, в которую они могли бы играть тысячелетиями? Вместо этого, возможно, они с большей вероятностью избегут узкого результата, играя во многие языковые игры. Оказывается, Витгенштейн (снова он) предложил эту же идею: он решительно выступал против того, что язык имеет единственную сущность или функцию.

Использование множества узких, но хорошо определенных языковых игр вместо одной универсальной решает ключевую дилемму: для каждой узкой игры можно разработать надежную функцию оценки (или критика), тогда как получить правильную единую универсальную более трудноуловимо (даже если это возможно в принципе, как утверждают Silver et al., 2021). С этой точки зрения, полный процесс сократического обучения является мета-игрой, которая планирует языковые игры, в которые агент играет и из которых учится (что является "бесконечной" игрой согласно Carse (2011)). Мы постулируем, что в принципе этой идеи достаточно для решения проблемы охвата (Раздел 2.2). Конкретно, если доступно прокси распределения интереса наблюдателя (например, валидационный набор задач), оно может использоваться для управления исследованием в мета-игре.

...и вы играете в правильные

Сократ, как известно, был приговорен к смерти и казнен за "развращение молодежи". Мы можем принять это как намек на то, что сократический процесс не гарантирует сохранение согласованности с намерениями внешних наблюдателей. Языковые игры как механизм также не обходят это стороной, но, возможно, уменьшают необходимую точность: вместо критика, который согласован на тонкой грануляции отдельных входов и выходов, все, что нужно — это "мета-критик", который может судить, в какие игры следует играть: возможно, ни одна отдельная языковая игра не является идеально согласованной, но выполнимой задачей является фильтрация множества игр в соответствии с тем, вносят ли они общий положительный вклад (когда в них играют и учатся). Более того, полезность игры не нужно оценивать априори, а можно судить постфактум, после игры в течение некоторого времени. Связанная с этим полезная асимметрия заключается в том, что может быть гораздо легче обнаружить девиантное появляющееся поведение постфактум, чем разработать игры, которые предотвращают его. Все эти свойства являются формами структурной снисходительности, которые дают структуре языковых игр огромный потенциал для масштабирования.

Выходя на момент из нашего предположения о замкнутой системе: когда мы действительно будем создавать ASI, мы почти наверняка не захотим оптимистично доверять тому, что согласованность сохраняется, а вместо этого будем постоянно проверять процесс настолько тщательно, насколько это возможно, и, вероятно, вмешиваться и корректировать систему на протяжении всего обучения. В этом случае явное представление распределения игр (сопровождаемое интерпретируемыми описаниями игр и кривыми обучения для каждой игры) в качестве регуляторов для разработчика может быть полезным уровнем абстракции.

6. Рекурсии высшего уровня

До сих пор мы обсуждали минимально необходимую форму рекурсии, форму цикличности, которая возвращает (некоторые) выходные данные агента обратно к нему. В рамках языковых игр приходят на ум два дополнительных типа рекурсии. Первая идея заключается в том, чтобы сообщать агенту, в какую игру он играет, и дать ему возможность *переключать* игры, выбирать, на какую игру переключаться и когда это делать (Pislar et al., 2021). Это связано с иерархическим RL или RL, обусловленным целями, предоставляя агенту больше автономии и более абстрактное пространство действий. Хотя это перекладывает больше ответственности на агента, такая настройка могла бы значительно улучшить результаты по сравнению с жестко запрограммированным процессом выбора игры вне агента — но, конечно, эта дополнительная свобода может внести дополнительные риски коллапса или рассогласования.

Во-вторых, поскольку игры являются протоколами взаимодействия, которые могут быть полностью представлены в виде кода, они могут существовать в пространстве *выходных данных* языкового агента. Следовательно, агент мог бы научиться генерировать игры для себя[1]. Изначально он мог бы просто создавать локальные вариации существующих игр, которые адаптируют уровень сложности или тему, позже создавая рекомбинации игр и в конечном итоге приходя к генерации *de novo* (Todd et al., 2024). Это приводит к проблемам охвата второго порядка в пространстве языковых игр вместо пространства языка, которые должны решаться с помощью фильтрации, приоритизации или учебных планов (Jaderberg et al., 2019; Parker-Holder et al., 2022).

Сочетание обоих этих рекурсивных расширений представляет собой наделенного возможностями агента, который играет в полную мета-игру о том, как улучшить себя через генерацию игр и игру. Хотя это привлекательно элегантно, этой мета-игре не хватает четко определенного механизма обратной связи внутренних языковых игр, и остается открытым исследовательским вопросом, будут ли установленные прокси-метрики, такие как прогресс обучения, достаточными для сохранения свойств как охвата, так и согласованности с течением времени.

7. Самореферентные системы

Следующий и последний шаг рекурсии — это рекурсивная *самомодификация*, то есть агенты, чьи действия изменяют их собственные внутренние структуры, а не просто влияют на их входной поток. Эти методы существуют в спектре, характеризующемся объемом того, что может быть модифицировано таким образом (и какие элементы остаются фиксированными), и количеством интроспекции или доступа к своим собственным механизмам работы, доступного агенту (Schaul & Schmidhuber, 2010). На крайнем конце *полностью самореферентный* агент может наблюдать и модифицировать любой[2] аспект себя без косвенности. В принципе, этот тип агента имеет наивысший потолок возможностей; поскольку асимптотическая производительность ограничена его фиксированной структурой, размораживание некоторой её части и превращение её в модифицируемую может только увеличить этот верхний предел — в частности, всегда возможно установить новые гибкие параметры такими, какими они были в замороженном состоянии, чтобы восстановить производительность менее гибкого агента (за вычетом динамики обучения, которая могла бы помешать). Прошлые предложения о том, как проектировать самореферентные системы, не были (и не предназначались быть) практичными (например, Schmidhuber, 1993; 2003; Schmidhuber et al., 1997; Kirsch & Schmidhuber, 2022), но современная компетентность LLM в понимании и генерации кода меняет правила игры и может вскоре превратить эти идеи из эзотерических в критически важные.

[1] Не строго только для себя: определяя языковую игру и сообщая её правила другим агентам (или себе в другой роли) через язык, можно создавать богатую и осмысленную многоагентную игру. Можно утверждать, что шаг от способности ставить собственные цели к способности сообщать правила со-игрокам был эволюционным скачком для людей (Tomasello, 2022).

[2] Отметим, что всегда остаются некоторые остаточные замороженные биты из-за вычислительных примитивов, субстрата или — в конечном счете — законов физики.

Источники и благодарности

ACKNOWLEDGMENTS

This paper crystallized around a set of seed conversations with Andre Barreto and Iulia Coms¸a, and´ was informed by many related discussions, with Wojtek Czarnecki, Diana Borsa, Ed Hughes, Amal Rannen-Triki, Joseph Modayil, Feryal Behbahani, the ‘1001 Language Games’ project team, the DeepMind RL team, among others. Shane Legg, Michael Dennis, Louis Kirsch, Tim Rocktaschel,¨ David Abel and Chrisantha Fernando provided helpful feedback on an earlier draft.

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    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

  • 17.10.25 21:42 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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 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

  • 23.10.25 01:52 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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 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

  • 23.10.25 21:43 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

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 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

  • 24.10.25 18:18 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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

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  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 wendytaylor015

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  • 26.10.25 01:03 Christopherbelle

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  • 26.10.25 18:09 victoriabenny463

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 17:08 raymondgonzales

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  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:49 kattygates

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  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

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  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

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  • 04.11.25 09:30 robertalfred175

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  • 05.11.25 02:43 jordan_11

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  • 05.11.25 02:44 jordan_11

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  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 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

  • 05.11.25 16:21 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

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