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[Перевод] Extropic: Добро пожаловать в Термодинамическое Будущее (перевод)

Всем привет, Меня зовут Богдан Печёнкин. Я соавтор Симулятора ML на Karpov.Courses и фаундер AI Dating Copilot стартапа Adam. Подробнее о том и о том можно узнать в Моём Telegram-блоге BOGDANISSSIMO. Возможно вы Меня уже знаете по публикациям "10 ошибок начинающего ML инженера" и "Почему анализ ошибок – начало разработки ML системы, а не её конец?".

Вчера вечером Мне на глаза попалась одна новость от компании Extropic с новостями из мира квантовых компьютеров, которую Мне захотелось перевести.

Extropic - лаборатория, разрабатывающая квантовые вычисления и алгоритмы искусственного интеллекта на их основе.

Шапка сайта Extropic.ai
Шапка сайта Extropic.ai

Тема квантовых вычислений интересна и важна, хоть и вокруг неё полно разного рода спекуляций и булшита. Предсказывают, что квантовые вычисления отбросят на обочину истории все современные системы шифрования, а также послужат фундаментом для инфраструктуры дата центров следующего поколения.

Впервые про компанию Extropic Я услышал, когда её фаундер и CEO, Guillaume Verdon побывал на подкасте Lex Fridman. Очень интересный мужик как с точки зрения бекграунда (физик-теоретик, работал над квантовыми вычислениями в Google, фаундер TensorFlow Quantum), так и с точки зрения взглядов на капитализм, эволюцию и искусственный интеллект.

Чего стоит его мысль "в интеллекте человек скоро переживёт ту же трансформацию, что и при переходе от геоцентрической модели мира – к гелиоцентрической": если сейчас мы живём в мире, где самой умной сущностью являемся мы, наш вид (т.е. "центр мира" – мы сами), – то с появлением AGI (ИИ на уровне среднестатистического человека), а затем и ASI (ИИ превосходящего любого человека, а то и коллективный разум всех людей) – эта картина мира изменится и в "центре мира" будет нечто умнее нас всех.

Слева: гелиоцентрическая модель ("всё вращается вокруг Солнца", в метафоре: вокруг ASI), справа: геоцентрическая ("всё вращается вокруг Земли", в метафоре: вокруг Человека)
Слева: гелиоцентрическая модель ("всё вращается вокруг Солнца", в метафоре: вокруг ASI), справа: геоцентрическая ("всё вращается вокруг Земли", в метафоре: вокруг Человека)

Ещё Verdon любит мемы: долгое время он от лица Beff Jezos (аллюзия на Jeff Bezos, основателя Amazon, человека, который "хорошо понимает как создавать капитал") постил твиты и мемы про e/acc. Effective accelaritionism – радикальные техно-оптимисты, чуваки, которые всеми руками-ногами "за" ускорение технологического роста, и которые верят, что взрывной рост технологий сулит лишь благо для цивилизации. В отличии, например, от ребят, которые предсказывают, что AI "сбежит из лаборатории" и поработит всех людей.

Несколько месяцев назад, 5 декабря 2023, его компания Extropic получила $14.1M инвестиций в качестве Seed-раунда (деньги на первичную разработку). А сегодня, 11 марта вышла статья, в которой команда делится подробностями, что же они разрабатывают, а заодно и первыми хорошими новостями.

Дисклеймер: Мой перевод не обещает быть дословным, поскольку исходный текст поста содержит довольно много терминов и предполагает подготовленного читателя. Своей целью Я ставлю сделать изложение популярным языком, понятным широкой публике.

  • Пересказ исходного поста будет без форматирования.

  • [Мои примечания как переводчика - курсивом]

11 Марта, 2024

Добро пожаловать в Термодинамическое Будущее*

Термодинамика – раздел физики, оперирующий энергией, температурой и другими макроскопическими характеристиками физических систем и их взаимодействий; многие из разработок Extropic, как мы узнаем из поста, базируются на законах термодинамики.

Сообщение от команды:

Мы рады наконец поделиться деталями того, что мы разрабатываем в Extropic: новые железо и инфраструктуру для генеративного AI, вычисления которых зиждятся на естественных "случайностях" материи.

Что новая парадигма даёт с практической точки зрения?

  • Возможность масштабирования железа далеко за пределы ограничений классических вычислений [прим. Существует 2 типа масштабирования: во-первых, за счёт железа – "вертикальное", когда берём более мощные машинки, или "горизонтальное", когда берём больше машинок – и программное, когда оптимизируем код, уменьшаем память и т.д.]

  • Создание процессоров для AI на много-много порядков быстрее и энергоэффективнее существующих процессоров (CPU / GPU / TPU)

  • Возможность эффективной имплементации мощных вероятностных AI-алгоритмов, слишком дорогих при чисто программной реализации

Надеемся нижеизложенный краткий обзор наших технологий вдохновит вас для вашего дальнейшего пути. Присоединяйтесь к нам в нашей миссии ускорить наступление термодинамического будущего.

– Gill & Trev (прим. CEO и CTO Extropic)

С подъёмом хайпом вокруг AI, спрос на вычислительные ресурсы растет с ускорением. К счастью, его львиную долю нам удавалось удовлетворить за счёт создания микросхем, вмещающих всё больше транзисторов на 1 квадратный миллиметр.

Однако каждый следующий виток улучшения даётся всё труднее и закон Мура начинает замедляться [прим. Закон Мура – наблюдаемое с 60-х удвоение производительности процессоров каждые 18 месяцев; к слову, CEO Nvidia, Дженсен "Куртка" Хуанг считает, что закон Мура уже своё отжил]. Приближаясь к уровню атомов, мы упираемся в "физический потолок" и на сцену выходят эффекты вроде теплового шума, требующие всё больше дополнительных корректировок во время обработки вычислений.

График демонстрирует, что число транзисторов в процессорах увеличивается в 2 раза каждые 2 года.
График демонстрирует, что число транзисторов в процессорах увеличивается в 2 раза каждые 2 года.

Чтобы обеспечить нужный объём вычислений в одном месте, требуется строить громадные дата центры. Чтобы питать такие дата центры, требуется колоссальное количество энергии, и крупные игроки рассматривают радикальные меры вроде создания дата центров содержащих атомный реактор и предназначенные для обучения и запуска больших моделей следующего поколения [например, уже знакомые нам Large Language Models подобные ChatGPT от OpenAI, Gemini от Google, Claude от Anthropic].

Если мы и дальше продолжим наращивать вычислительные ресурсы по тем же принципам ещё пару десятилетий, это потребует инфраструктурных подвигов небывалых масштабов, и путь к дальнейшему росту коллективного интеллекта человечества окажется затруднён.

Кстати, для примера, кому интересно послушать, с какими инфраструктурными вызовами приходилось сталкиваться при обучении Gemini на нескольких дата центрах, рекомендую прослушать стрим с инженером инфраструктуры в Google DeepMind и Игорем Котенковым на подкасте у Валеры Бабушкина:

Но есть и другая дорога. Обратим внимание на биологию: вычисления в природе не такие детерминированные, как транзисторы, однако они на порядки эффективнее, чем что-либо придуманное человеком до сего дня. Сеть из клеток – это пример «биологического компьютера», где каждая отдельная клетка достаточно мала, чтобы подсчитать количество реагентов в ней. Следовательно, взаимодействия между реагентами в каждой клетке также являются дискретными, хотя и порождены случаем. Относительный вклад этой внутренней случайности обратно пропорционален количеству молекул реагента, и, таким образом, даже малые флуктуации [случайные изменения] склонны доминировать в динамике этих систем.

Здесь напрашивается отсылка к "Антихрупкости" Нассима Талеба с идеей, что некоторые системы могут усиливаться и эволюционировать, выигрывая от ошибок, неопределенности и случайных флуктуаций.

Рассуждая от первых принципов, мы можем с уверенностью сказать, что не найдётся ни одной причины сковывать эффективность вычислений законами детерминистической логики. Инженерная задача ясна: как нам с нуля спроектировать железо и софт для AI так, чтобы система извлекала выгоду из фундаментальных неопределенностей и шума?

Иллюстрация итераций обучения Energy-Based Model (EBM)
Иллюстрация итераций обучения Energy-Based Model (EBM)

Energy-Based Models (EBMs, модели основанные на энергии) – дают намёк на решение, поскольку их концепт возникает как в термодинамических физических системах, так и в вероятностном машинном обучении (probabilistic machine learning).

  • В физике через эти модели описывают стремление закрытой системы к беспорядку [энтропии], где её "напряжение" будет минимально [порядок – самое неустойчивое положение, постоянно требующее "внешней подпитки" для поддержания].

  • В машинном обучении EBM известны под именем экспоненциального семейства распределений. Такие модели используются для описания распределения данных в терминах теории вероятностей [насколько "правдоподобно" встретить такие данные, которые мы получили?].

Тем, кто хочет познакомиться подробнее с тем, что такое экспоненциальное семейство распределений, какие модели машинного обучения строятся на его основе и какие у них плюсы/минусы по сравнению с моделями из с классического машинного обучения, рекомендую прослушать курс Дмитрия Ветрова "Байесовские методы машинного обучения", доступный в открытом доступе.

Energy-Based Models в машинном обучении особенно хороши для моделирования малых выборок данных, особенно в приложениях с высокой ценой ошибки [например, когда в системе существуют "Чёрные Лебеди", случайные события, которые мы не встречали ранее и которые способны нанести огромный ущерб].

Как работают модели этого семейства? Они буквально заполняют пропуски в данных "шумом" и ищут распределение, с одной стороны, объясняющее наблюдения, с другой, имеющее максимальную энтропию [меру неупорядоченности].

Иными словами, наше базовое предположение, что "Бог играет в кости", т.е. что данные, сложились в тот пазл, в который мы наблюдаем, по чистой случайности. Если при этом мы видим паттерн, сколько должно было произойти "случайных совпадений"? Насколько правдоподобно получить такие данные? Если цепочка маловероятных "совпадений" и "допущений" слишком длинная – такая гипотеза шаткая, неустойчивая – и для её поддержания нужно очень много "энергии". Energy-Based Models стараются минимизировать такую "энергию", чтобы описывать данные максимально правдоподобно.
Иными словами, наше базовое предположение, что "Бог играет в кости", т.е. что данные, сложились в тот пазл, в который мы наблюдаем, по чистой случайности. Если при этом мы видим паттерн, сколько должно было произойти "случайных совпадений"? Насколько правдоподобно получить такие данные?

Если цепочка маловероятных "совпадений" и "допущений" слишком длинная – такая гипотеза шаткая, неустойчивая – и для её поддержания нужно очень много "энергии". Energy-Based Models стараются минимизировать такую "энергию", чтобы описывать данные максимально правдоподобно.

Процесс, когда модель сэмплирует все возможные данные из предполагаемого распределения и "энергетически штрафует" такие генерации, которые с точки зрения наблюдаемых данных маловероятны – требует использования большого количества случайности, как на стадии обучения, так и при непосредственной генерации.

Эта необходимость сэмплировать данные в огромном количестве – основной фактор, препятствующий широкому использованию EBM модели на практике, поскольку на современном железе это сделать, с одной стороны, вычислительно долго и дорого, не говоря об увеличении энергопотребления [с учётом того, какое количество вычислений выполняется вхолостую... прямо как с битком!].

Extropic нашёл, как обойти эту преграду. Чтобы раскрыть потенциал генеративного AI на полную, мы имплементировали EBM напрямую в железе, как управляемые аналоговые стохастические вычислительные узлы [теперь флуктуации – не баг, а фича]. Процессоры Extropic достигнут роста на множество порядков как с точки зрения производительности, так и с точки зрения экономии энергопотребления.

Принцип работы вычислительных узлов Extropic подобен броуновскому движению, где макроскопические, но легкие частицы, находящиеся в жидкости, испытывают случайные колебания из-за множества столкновений с микроскопическими молекулами жидкости. Эти мелкие множественные столкновения приводят к случайному распространению частиц внутри сосуда.

Визуализация броуновского движения с одной макроскопической частицей.
Визуализация броуновского движения с одной макроскопической частицей.

А теперь представим, что броуновские частицы привязаны к стенкам сосуда и друг к другу с помощью пружин, как показано на рисунке ниже. В этом случае пружины будут сопротивляться случайным силам, и частицы будут предпочитать находиться в определенных частях сосуда чаще, чем в других.

Если бы кто-то многократно отбирал образцы положений частиц, ожидая достаточно много времени между сэмплированием выборок, то обнаружил бы, что они устойчиво следуют уже предсказуемому вероятностному распределению. Если мы изменили бы жесткость пружин, распределение, которое мы "выучим" – тоже изменится. Эта простая механическая система является источником "программируемой случайности".

Принцип работы акселераторов Extropic: (a) Простая механическая аналогия акселераторов Extropic. Поскольку в устройстве три массы в двух измерениях, стационарное состояние этого устройства будет вероятностным распределением в 6-мерном пространстве. (b) Выборки могут быть получены из акселератора Extropic путем повторного наблюдения за системой, с ожиданием минимального времени установления равновесия между наблюдениями. Время, необходимое для того, чтобы шум в системе уничтожил все корреляции с предыдущей выборкой.
Принцип работы акселераторов Extropic: (a) Простая механическая аналогия акселераторов Extropic. Поскольку в устройстве три массы в двух измерениях, стационарное состояние этого устройства будет вероятностным распределением в 6-мерном пространстве. (b) Выборки могут быть получены из акселератора Extropic путем повторного наблюдения за системой, с ожиданием минимального времени установления равновесия между наблюдениями. Время, необходимое для того, чтобы шум в системе уничтожил все корреляции с предыдущей выборкой.

Существует прямая связь между описанной выше механической системой и управляемым стохастическим вычислительным узлом, из которых состоят процессоры Extropic. На этот раз в роли легковесных частиц выcтупают электроны, а самой "жидкостью", в которую их поместили, выступают атомы проводящей среды, которые могут передавать энергию электронам при взаимном столковении. Вместо пружин у нас будут коспоненты системы, ограничивающие движение электронов [индукторы или транзисторы]. Управляя током и напряжением, мы сможем задавать, из какого распределения этот стохастически узел должен "сэмплировать".

И хотя каждый такой узел шумный, не все из них хорошие кандидаты на роль составного элемента для будущих процессоров Extropic. Создать устройство, где доминирующую роль играют случайные флуктуации, и при этом сохранить его управляемым, – это с инженерной точки зрения непростая задача. Масштаб тепловых флуктуаций мал, а значит, что и сам узел должен быть маленьким и потреблять мало энергии, чтобы те заветные тепловые флуктуации оказывали на вычислительный узел большое влияние.

По этой причине, если кто-то захочет воссоздать стохастические узлы Extropic на макромасштабе, ему потребуется добавлять в систему искусственный шум, а это убьёт всю желаемую экономию времени и энергии и в результате даст вычисления с тем же перфомансом, что и запуск алгоритмов посредством классических вычислений.

Первые процессоры Extropic изготовлены с использованием нанотехнологий из алюминия и работают при низких температурах, чтобы они обретали свойство сверхпроводимости [напомним, сверхпроводник – это материал способный проводить электричество без каких-либо потерь, поскольку он не оказывает препятствия движению электронов, – в отличие от обычных проводников, где электроны сталкиваются с препятствиями, теряя энергию].

На рисунке ниже показано одно из первых устройств, в котором были испытаны несколько потенциальных конструкций сверхпроводящих нейронов.

Изображение чипа Extropic под микроскопом. На врезке показаны два перехода Джозефсона, которые являются устройствами, обеспечивающими процессор критически важной нелинейностью.
Изображение чипа Extropic под микроскопом. На врезке показаны два перехода Джозефсона, которые являются устройствами, обеспечивающими процессор критически важной нелинейностью.

Некоторые из этих "нейронов" аналогичны существующим сверхпроводящим кубитам [кубит – единица информации в квантовых компьютерах, которая может одновременно находиться в нескольких состояниях, в отличие от бита, который может быть строго или 0, или 1]. Эти нейроны используют эффект Джозефсона в качестве источника нелинейности, который возникает, когда два сверхпроводника находятся рядом друг с другом.

Нелинейность здесь означает, что отклик на входной сигнал не пропорционален самому сигналу, что позволяет системе обрабатывать информацию сложным и многообразным образом, не ограничиваясь прямой пропорциональностью.

Эта нелинейность необходима устройству для доступа к негауссовым вероятностным распределениям с "тяжелыми хвостами" [как обсуждали ранее, где очень высок риск неожиданных событий, сильно непохожих не те, что мы наблюдали в обучающей выборке].

К тому же, рутинные процедуры гауссовой выборки повсеместно используются и хорошо оптимизированы. Следовательно, для того чтобы аналоговое устройство обеспечивало значительное ускорение по сравнению с традиционным процессором, необходима негауссовость.

Иллюстрация распределения с "тяжелыми" или с "толстыми хвостами"
Иллюстрация распределения с "тяжелыми" или с "толстыми хвостами"

Эти нейроны – строительные кирпичики, которые вместе образуют более крупные сверхпроводящеие системы. В такой системе множество линейных и нелинейных нейронов объединяются в одно целое, создавая систему, которая сэмплирует данные из сложного и многомерного распределения. Уровень "активации" нейронов и сила их взаимодействия друг с другом – являются контролируемыми параметрами, позволяя одному устройству сэмплировать широкое семейство вероятностных распределений.

За счёт сверхпроводимости, в чипах Extropic энергия расходуется только при измерении или модификации их состояния. Это свойство делает эти нейроны, пожалуй, самыми энергоэффективными во вселенной. Такие системы будут высокоэнергоэффективными и на большом масштабе: Extropic ориентируется на клиентов с низким объемом, но высокой ценностью, таких как правительства, банки и частные облачные провайдеры.

Extropic также разрабатывает устройства с полупроводимостью, возникающей при комнатной температуре, чтобы расширить наш охват до большего рынка. В этих устройствах эффект Джозефсона заменён на транзистор. Такая подмена несколько уступает в энергоэффективности сверхпроводящим устройствам. Однако взамен это позволяет строить их, используя стандартные производственные процессы и цепочки поставок, открывая широкие возможности для масштабирования. Поскольку они работают при комнатной температуре, их можно будет упаковать в карточки наподобие GPU. Это позволит вам иметь процессоры Extropic в каждом доме, давая всем возможность участвовать в ускорении искусственного интеллекта на основе термодинамики.

Для поддержки широкого спектра железа компания Extropic также разрабатывает софт, который компилирует абстрактно заданные модели на основе энергии в соответствующий низкоуровневый язык программирования. Этот компилятор будет основан на графовых моделях [граф, где в качестве связей – вероятности перехода из одного состояния в другое]. Графовые модели указывают, что большие распределения факторизуются и разбивается на локальные части.

Многие компании, которые занимались ускорением AI до нас, испытывали трудности с поиском прорывов из-за требований по памяти в Deep Learning моделях: современные алгоритмы тратят около 25% своего времени на переброску байтов в оперативной памяти. В результате чего, согласно закону Амдала, любая микросхема, ускоряющая определенную операцию [например, умножение матриц, к которым сводятся 99.99% вычислений в AI], будет испытывать трудности с достижением ускорения более чем в 4 раза. Но с учётом того, что чипы Extropic нативно ускоряют широкий класс вероятностных алгоритмов, выполняя их в высопроизводительном и энергоэффективном режиме, мы обязательно очень скоро откроем совершенно новые горизонты ускорения AI, которые превосходят все, что ранее считалось достижимым.

Спасибо всем, кто дочитал до конца!

Подписывайтесь на Мой блог BOGDANISSSIMO,
чтобы не пропустить другие посты. 😈

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

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    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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