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Сэм Альтман знает, как достичь AGI. Я тоже, и сейчас расскажу как
«Теперь мы уверены, что знаем, как построить AGI в том виде, в каком мы традиционно его понимали… Сейчас это звучит как научная фантастика, и даже говорить об этом как-то безумно. Все в порядке — мы уже были там раньше и не против оказаться там снова.»
Такой пост 6 января Альтман опубликовал в своем блоге. Интересно, что перед этим он даже сказал, что AGI будет при Трампе, то есть до января 2029 года. Может показаться, что он готовится к очередному раунду приема пожертвований на GPU, и это приглашение сделать пожертвование побольше. Я уверен, что это не так.
Человечество нашло дорогу, по которой можно дальше и дальше улучшать качество моделей, и мы не видим здесь никакого предела. Про эту дорогу знает Альтман, и скоро узнаете вы.
Кто я такой? Я — Сева, сейчас руковожу внедрением разных LLM в Поиске Яндекса, 8 лет занимаюсь искусственным интеллектом. Раньше я не любил термин «искусственный интеллект», в нем как будто очень много робо-терминаторской фигни. Всегда говорил, что занимаюсь машинным обучением. Нынче уже не модно машинное обучение, сейчас говорю, что делаю ИИ, работа при этом не поменялась :) Полюбил.
В этой статье вы узнаете по каким трем фундаментальным законам живет искусственный интеллект и как OpenAI и другие компании планируют достичь этого самого AGI.
Даже Альтман не знает, что такое AGI
В каком это традиционным смысле Альтман понимает AGI? Давайте дадим парочку определений, убрав колдовство, мистификацию и научную фантастику.
Искусственный интеллект — это алгоритм, которые решает задачу, которую раньше мог решать только интеллект человека (определение из «Большой российской энциклопедии»). Кто-то любит здесь говорить про сознание, чувства и прочие вещи. Я, как практик, люблю говорить только о возможностях, которые эта штука дает. С точки зрения практики, ИИ бывает двух видов.
Слабый ИИ. Это интеллект, который решает какую-то узкую конкретную задачу. Это любые шахматные программы, беспилотные автомобили, рекомендательные и поисковые системы и т.д. Короче, почти весь ИИ, который вы знаете — вид слабого ИИ. В этом виде ИИ мы уже получили в конкретных задачах результаты, превосходящие любого человека. Например, приложение в моем не самом новом айфоне обыграет любого чемпиона мира по шахматам. Интересно, что шахматисты сначала расстраивались, а потом смирились и используют теперь ИИ для обучения: он помогает им находить нетривиальные ходы, продумывать позиции. Короче говоря, слабый ИИ мы делать научились.
Сильный ИИ. Его я буду называть AGI или Artificial general intelligence. Это интеллект, который решает сразу все задачи, которые мог решать человек. Вообще все. ChatGPT как раз всколыхнул фантазии в соцсетях, потому что модель умела в задачи, которые ей явно не подавали в обучающее множество. Модель каким-то образом обобщается, умеет делать то, что никогда раньше не видела в обучении. Здесь то и пошли разговоры про AGI.
Разумно сделать какую-то градацию для AGI, чтобы отслеживать прогресс наступления всеобщего блаженства. В статье от DeepMind предложили такое: давайте уберем все задачи, связанные с физическим миром, зафиксируем как-то максимально широкий список интеллектуальных задач в разных областях и введем такую градацию:
Уровень 1. ИИ решает любую задачу из этого списка также, как человек, который совсем не эксперт в теме задачи (по мнению авторов, мы находимся тут)
Уровень 2 ИИ решает любую задачу из этого списка не хуже, чем лучшие 50% специалистов в области
… каждый новый уровень наращивает этот процент ...
Уровень 5 ИИ решает любую задачу из этого списка лучше любого человека — это ASI, он же Artificial Superintelligence, он же Сверх Интеллект.
Давайте считать, что наш “реалистичный AGI” — это уровень 2: хотим чтобы ИИ был медианным специалистом по всем областям. Интересно, что сам Альтман давал похожее определение: «AGI — это система искусственного интеллекта, которая может делать то, что делают очень квалифицированные люди на важных работах».
Основной вопрос, что это за работы такие, по которым соревноваться с человеком? Он стоит у вас, но явно не у Альтмана: он уж как-нибудь подберет список работ, чтобы по ним победить человека и назвать это AGI. У кого линейка, тот и главный.
Забавно, что когда OpenAI стала коммерческой компанией, они секретным образом ввели свое новое определение AGI: «AGI — это момент, когда модели OpenAI принесут минимум 100 миллиардов долларов прибыли». Такую прибыль примерно Apple генерирует за год. О времена, о нравы!
Как мы будем строить AGI
Известно всего 2 варианта научного познания: теория и эксперимент.
Я утверждаю, что теория в искусственном интеллекте практически отсутствует.
Многие думают, что ИИ-модели придумывают ученые-теоретики-математики. Они сидят со скомканным куском бумаги, грызут карандаш и иногда свои ногти, придумывая новую модель. В реальности модели придумывают инженеры, когда проводят кучу экспериментов на огромных кластерах, которые строили другие инженеры.
Почему так происходит? Мы все быстро бежим, теория за нами не поспевает. Для теории нужны какие-то предположения об архитектуре модели, на распределение данных, методе обучения, а это все меняется через пару месяцев. Так и живем.
Очень легко расстроить теоретика искусственного интеллекта
Я не видел ни одной практически полезной теории, которая хоть как-то объясняла, что нужно делать, чтобы вырастить качество модели. Никаких теорем о том, как правильно выбирать гиперпараметры при обучении 30 слойного трансформера. Все передается из уст в уста (из статьи к статье), где в отдельном разделе авторы моделей пишут, с помощью какого колдовства они это получили. Хорошим тоном будет еще выложить код, потому что в обучении столько нюансов, что воспроизвести статью может быть не под силу.
Когда мы работаем с ИИ единственное, на что можно положиться — на эмпирику.
С точки зрения эмпирики, прогресс ИИ двигает всего 3 закона.
Закон Мура
Закон масштабирования обучения
Закон масштабирования предсказания
Давайте про каждый подробнее.
Закон Мура
Стоимость вычислений экспоненциально падает со временем. Можно посмотреть по историческим данным и вывести точную формулу, но нам важен только тренд. Закон эмпирический, никакой теории нет, но мы этот тренд наблюдаем уже сотню лет. Нашел в паблике цитат такую: «1 раз — случайность, 2 раза — совпадение, 3 раза — закономерность, 4 раза — закон!». 100 лет — это тогда точно закон.
Модель GPT2, которая была невероятным прорывом 5 лет назад, сейчас может воспроизвести любой студент с бюджетом в 30$. Через несколько лет я то же самое напишу, но уже для GPT3.
Как менялась стоимость вычислений за 120 лет. Прямо скажем - подешевела.
Закон масштабирования обучения
У него нет конкретного имени или формулировки, его много раз замечали и в покере, и в шахматах, и вот теперь в ИИ. Одна из самых известных работ на эту тему Kaplan, et al, 2020. Закон говорит, что ошибка модели зависит от трех величин: C - сколько вычислений вы использовали для обучения, D - размер датасета, N - сколько параметров в модели. Теперь самое важное: эта зависимость офигеть какая точная.
Внизу графики из статьи, вы можете заметить, как хорошо все точки кладутся на одну ровную линию (обе оси при этом логарифмические). Наклон этой линии определяет, как модель хороша при масштабировании - чем выше наклон, тем проще растить качество.
Как закон получен? Ровно так, как вы ожидали: эмпирически. Обучали кучу раз разные LLM, ставили точку на график, удивлялись происходящему.
Ошибка модели при различных размерах вычислений, размерах датасета, числа параметров из Kaplan, et al, 2020. Оси логарифмические, в них график выглядит как линия. В оригинальных величинах это степенной закон. На первом графике показаны кривые обучения сразу множества моделей на разных датасетах, видно, что ошибка лучшей модели ложится в линейную зависимость.
Все 3 величины, понятно, зависимы — нельзя просто сделать триллионную модель и обучаться на одном примере. Каждый график получен в предположении, что другие величины неограничены. Например, когда смотрим зависимость от размера модели, считаем, что у нас бесконечно много данных и вычислений.
Что меня поражает и должно поражать вас: это очень ровная прямая. Я таких ровных прямых не видел, когда делал лабораторные по физике (возможно, конечно, дело во мне). Именно эта прямая вселяет уверенность, что мы понимаем, как двигаться в сторону AGI.
Про закон масштабирование сам Альтман сказал следующее:
Самое важное знание, обнаруженное в моей жизни, заключалось в том, что масштабирование моделей ИИ приводит к невероятным и предсказуемым улучшениям интеллекта. У меня был странный опыт, когда я рассказывал об этом другим людям, пытаясь уговорить этих людей дать нам деньги.
Лучше и не скажешь.
C ростом параметров/данных/GPU растут все возможные метрики на различных задачах: перевод становится точнее, ответы на вопросы корректнее, задачи по математике начинают решаться. Даже текст, который генерирует модель все сложнее и сложнее отличить от текста написанного человеком.
Способность людей отличать новость, которую сгенерировала GPT от новости, написанной человеком падает с ростом модели. Для модели GPT3 (самая крайняя точка справа) она уже близка к случайным 50%.
Все архитектуры можно и нужно масштабировать. Неважно, у вас сверточная сеть, рекуррентная LSTM-сеть или трансформер. Но все они масштабируются по-разному. Так как вычисления дешевеют, нужно брать ту архитектуру, которая масштабируется максимально хорошо. За это как раз отвечает наклон прямой в законе масштабирования. Чем больше наклон — тем эффективнее архитектура масштабируется, а значит, при добавлении параметров, данных и мощностей будет скорее расти.
Ошибка модели при различных размерах моделей из Kaplan, et al, 2020 для трансформеров и LSTM сетей. При увеличении размера моделей трансфомеры продолжают эффективно масштабироваться, а LSTM сети начинают замедляться.
Это все мы уже давно видели в задачах компьютерного зрения.
Сверточные сети — огромный прорыв в машинном обучении. Архитектура, которая уничтожила всех своих предшественников в задачах компьютерного зрения. За счет чего? За счет удачных предположений, которые оказались невероятно полезны и позволили эффективно учить такие модели на миллионах изображениях.
А что будет если изображений станет на 2 порядка больше? Не миллион, не десять миллионов, а триста миллионов? Будут ли сверточные сети самым эффективным решением, или есть более удачная архитектура, у которой лучше константа законов масштабирования? Да, есть: VIT, или Vision Transformer. Та же архитектура, что для обработки текстов, но теперь и для изображений.
До 2021 года не получалась обучить трансформеры на изображениях, чтобы побить сверточную архитектуру. В статье 2021 сопротивление сверточных сетей было сломлено. Думаю, вы догадались, как авторам это удалось — они залили более универсальную архитектуру данными и железом.
Resnet - классическая сверточная сеть, ViT - картиночный трансформер. Когда данных в обучении мало, свертки легко побеждают, но если подлить побольше, более универсальная архитектура справляется лучше.
На небольших объемах данных сверточные сети обыгрывают трансформеры, но они не так быстро растут в качестве, если данные (а значит и вычислительные мощности) начинаем подливать. Все за счет лучшего масштабирования у трансформеров. И так будет с каждым.
Не случайно во всех задачах возникает именно трансформер: это действительно универсальная архитектура, которая очень очень хорошо обучается. Трансформерами даже временные ряды предсказывают вместо классической ARIMA, на них строят рекомендательные системы вместо классической матричной факторизации. Андрей Карпатый даже как-то назвал трансформер дифференцируемым компьютером, потому что он может аппроксимировать очень сложные зависимости и очень легко обучается.
Это крепко поняли ребята из OpenAI в 2019 году, когда сделали GPT2. Поняли одни из первых, поставили на это и не ошиблись — все по законам стартапов. Дальше были GPT3, ChatGPT, GPT4 и титул самой передовой компании в мире. Сейчас этот закон поняли уже все участники рынка: Google, Amazon, Илон Маск и прочие вваливают огромные деньги в кластера для обучения моделей.
Google ворвался в гонку с опозданием примерно в полтора года от OpenAI, но у него есть огромный бизнес, деньги из которого можно тратить на кластера. Google инвестирует в новые кластера миллиарды долларов, а его модели иногда уже обходят OpenAI на публичных тестах.
Amazon стал обучать свои LLM, которые пока отстают от OpenAI, но это скорее вопрос времени, учитывая финансовые возможности компании. Amazon же проинвестировал 8 миллиардов долларов в Anthropic и теперь вместе делают гига кластер для своих LLM. Anthropic, кстати, первым смог научить LLM работать напрямую через компьютер, решая кучу рутинных задач пользователей.
Маск в рекордные даже для самого себя 122 дня собрал самый большой в мире кластер из 100 тысяч H100 На нем уже обучили Grok3. Ждем выхода, должна быть сравнима по метрикам с GPT-4o. Вообщем, конкурентов у ребят из OpenAI прибавилось.
В итоге этого всего, OpenAI потерял 16% рынка корпоративного LLM, а Anthropic нарастил свою долю на 12%. В 2025 конкуренция будет еще серьезнее, разрыв в технологии будет сокращаться. Закон масштабирования обучения наконец поняли абсолютно все.
Закон масштабирования предсказания
Илья Суцкевер, один из основателей OpenAI, на конференции NIPS обрадовал нас, что сытые годы прошли — масштабировать обучение и получать качество больше не получится. Почему? У нас закончились текстовые данные. Почему кончились данные, а не деньги? Закон Мура, который мы обсуждали ранее, работает — железо дешевеет, а данные мы с такой скоростью не успеваем производить.
LLM учатся на данных из интернета, а интернет у нас один (внезапно) и полон мусора. Коллеги из Epoch Ai провели оценку и прикинули, что всего 20% данных интернета пригодны для обучения. В зависимости от роста потребления, мы потратим все текстовые данные между 2025 и 2028 годах. Больше данных нет. Еще и в этом смысле данные — это нефть: у нас они есть, они двигают человечество, но запасы иссякают. Да, помимо текстовых данных у нас еще есть картинки/видео/аудио, но пока мы еще не научились извлекать так эффективно информацию, как для текстовых данных.
Существует наивное правило — на следующее поколение моделей (GPT5 и подобные) нужно в 100 раз больше всего. Больше данных, больше модели, больше вычислений. Следующее поколение моделей еще получит буст в качестве от масштабирования, благо дата-центры успешно строятся, да и данные еще остались. Но вот с GPT6 и далее будет трудно. Нам нужно масштабироваться как-то дальше, без масштабирования обучения. Благо у OpenAI и тут нашелся ответ.
Что делать, если уже не можете нарастить мощности для обучения моделей? Правильно, растить мощности для предсказания модели. Это умно называют растить test-time compute.
До этого мы всегда требовали от модели моментального ответа: она должна была сразу же с первого символа своего предсказания давать правильный ответ. Вы можете сразу же, с чистого листа, написать эссе, презентацию, программный код? Или вам надо сначала крепко подумать? Вот, LLM тоже надо.
В OpenAI показали, что этот подход дает невероятный прирост в метриках. Модель o1 из коробки начала рассуждать перед ответом на вопрос. O1 показала потрясающие результаты в сложных задачах, вроде математики и программирования, наголову обойдя всех предшественников, но отвечать она стала дольше, и пользоваться ей стало сильно дороже.
o1 показывает огромный рост в математике, программировании и в вопросах PhD по химии/физике/биологии.
Как работает o1? OpenAI, конечно, не говорит, но мы попробуем догадаться.
Идея, что можно масштабировать вычисления в моменте предсказания не нова. Ровно также работают шахматные программы, перебирая варианты перед новым ходом. Так уже делали для нейросетей, но не для LLM, а для игры в GO. Помните AlphaGo Zero? Нейронная сеть, которая в тысячи раз меньше современных LLM, обучалась на собственных партиях и научилась играть в Го лучше любого из людей.
Что многие не знают. Если бы AlphaGo Zero не думала долго перед каждым ходом, а пыталась сразу дать ответ, она не смогла бы побить людей в го. AlphaGo сначала делает вероятностную оценку, как можно сходить, а потом запускает алгоритм Monte Carlo Tree Search. Алгоритм оценивает вероятные результаты после розыгрыша каждого хода и оценивает успешность разных ходов. Понятно, такой алгоритм требует вычислений, только уже не во время обучения модели, а во время предсказания.
Нейросеть без алгоритма поиска лучшего хода не может побить лучше игрока в го (3000 Elo). Но если добавить Monte Carlo Tree Search, Elo растет до отметки 5000. Взято из лекции Noam Brown из OpenAI
Noam Brown, один из главных исследователей в OpenAI и создателей o1 модели, говорил о таком правиле: чтобы получить 120 очков Elo в го, нужно либо в 2 раза увеличить вычисления на обучения, либо в 2 раза увеличить вычисления на предсказание. Вот чтобы из состояния 3000 Elo (модель совсем без поиска) дойти до 5000 Elo, вам нужно на обучение потратить в 100 тысяч раз больше вычислений. После какого-то уровня, масштабировать обучение уже экономически будет невозможно, поэтому придется масштабировать предсказание.
Важно понять: технически вы можете растить обучение дальше, качество будет расти, просто экономически это глупо. Масштабирование модели = масштабирование обучения умноженное на масштабирование предсказания.
Как бы нам такое завести не для игр, а для LLM. Начнем с самого наивного варианта.
В статье со смешным названием Large Language Monkeys заставляли опенсорс модель DeepSeek-Coder-V2 генерировать сотни ответов на каждую задачку по программированию, а затем проверяли решение только у того кандидата, кто прошел все unit тесты. Таким жадным наращиванием вычислений не самая мощная опенсорс модель побила самую мощную на тот момент GPT-4o.
Вот такой нехитрый алгоритм предложен в статье: генерируем кучу вариантов ответа, потом выбираем тот, который прошел верификатор (для программирования это unit тесты).
Главная хитрость этого метода: в программировании просто верифицировать решения. Когда вы выдаете разные решения, очень просто прикинуть по тестам, рабочее оно или совсем хлам. Например, для генерации сочинений так уже сделать не получится.
Такой брутфорс из Large Language Monkeys бьет не только GPT-4o, но и вообще самую лучшую модель по написанию кода. График ничего не напоминает? Такой мы уже видели для масштабирования обучения моделей
Из этого простого метода мы поняли, что для масштабирования предсказания LLM нам нужно ровно два компонента. Первый компонент — за счет чего мы будем растить вычисления. В статье просто генерировалась куча вариантов ответа на один вопрос. Второй компонент - как мы поймем, что мы идем в правильном направлении. В статье были unit тесты, но они есть не всегда и не всегда все покрывают.
Начнем с первого компонента. Когда человеку надо крепко подумать, он не придумывает 100 решений, а потом выбирает между ними. Он рассуждает. Кажется, что решение сложной задачи через рассуждения, чем-то похоже на игру в го. У вас есть итоговая цель (решение задачи) и логические ходы, которые вы можете делать. В этом смысле рассуждение это ничто иное как поиск. Ровно такой же поиск, который мы делали в го с помощью Monte Carlo Tree Search. Только там мы находили ход, который приблизит нас к победе в игре, а теперь надо найти мысль, которая решит задачу. Нащупали идею, да?
Теперь второй компонент. Рассуждений можно придумать бесконечно много. Нужно уметь как-то проверять, какие рассуждения правильные, а какие нет. И делать это не только юнит тестами для программирования, нужен общий подход для всех задач. И нам не очень хочется генерировать миллиард вариантов рассуждений и все их тестировать, как в статье — это очень дорого. Нужно проверять не в самом конце, когда уже готов финальный ответ, а в моменте генерации нового логического шага. Так ваша задача сильно упростится — не нужно тратить силы на цепочку рассуждений, когда уже после двух шагов понятно, что мы куда-то идем не туда. Во всех играх такой верификатор есть: если вам прилетит мат в 2 хода, то пошли вы слабо. Значит, нам надо создать такой верификатор. Тогда можем просто запустить какой-то алгоритм поиска и найти самый хороший логический ход.
Думаю, теперь то вы точно нащупали, к чему все идет.
В 2023 году OpenAI выпускает статью Let’s Verify Step by Step, в которой они строят верификатор и учат модель рассуждать. Думаю, что это статья предвестник o1, вышедшей в 2024. Статья фокусируется на решении математических задач. В статье промптом заставили модель рассуждать шаг за шагом, а затем каждый шаг рассуждения рассуждения разметили разметчиками - приближает ли он к решению проблемы или он вообще ошибочный.
Интерфейс разметки в статье Let’s Verify Step by Step. Разметчики проверяют каждый шаг рассуждения модели при решении сложной задачи. Это отнсительно просто, так как рассматриваются математические задачи
В итоге разметили датасет PRM800K, в котором 800 тысяч таких размеченных логических шагов. На этом датасете обучили верификатор, который предсказывает корректность каждого шага рассуждений. Когда такой верификатор есть, мы уже можем выбрать решение, у которого нет никаких логических ошибок. Все ровно как в играх. Такой метод позволяет на 25% поднять точность решения математических задач.
Теперь все будут масштабировать также. Примерно таким же образом, как мы с вами обсудили, уже делают опенсорсные решение. Модели в облаке, конечно, будут стоить сильно дороже…
Конечно, такой сложный поиск требует дополнительных ресурсов. OpenAI в ананосе o1 показал график, как растет качество модели при масштабировании по двум осям: обучения и предсказания.
Точность решения задач по математике при масштабировании обучения и при масштабировании предсказания для o1. Теперь масштабирование идет по двум осям.
Теперь вы понимаете, почему такой дикий прирост происходит именно для программирования и математики. Там очень понятно, как строить верификатор.
Спустя всего 3 месяца после релиза o1 вышла модель o3 (решили сразу замахнуться на o3, чтобы избежать конфликта с британской телеком компанией o2). Здесь про AGI шутить перестали даже скептики.
O3 смогла побить человека на задачах, которые 5 лет не могли покориться машинам - визуальным головоломкам. Такой набор задач предложили в статье в 2019 году и назвали ARC-AGI. Автор определял AGI как способность осваивать новые навыки, которых ранее не было в обучающем множестве. Поэтому ARC-AGI так сложно давался моделям. Каждая задача в этом наборе уникальная — она отдельно разрабатывалась и все задачи тестируют разные аспекты интеллекта. Сама проверочная выборка, разумеется, нигде не была опубликована.
Пример одной головоломки из ARC-AGI.
GPT3 в 2020 году решал ровно 0 таких задач. GPT-4o в 2024 году решал целых 5%.
Среднестатистический человек решает 75% задач. O1, немного подумав, решал уже 31% задач. O3, крепко крепко подумав, правильно решает 88% задач.
Крепкое думанье стоит денег. Пока модель рассуждает, она пишет тексты, расходует GPU. Чтобы сделать предсказание модели o3 на на одном примере из ARC-AGI, OpenAI тратила 1000 долларов. Для сравнения, сам автор соревнования говорит, что ему люди решали эти же самые задачки по 5 долларов за штуку. Пока выглядит, что ИИ дороже людей, но думаю, мы сможем чуть-чуть оптимизировать.
Конечно, побить человека на ARC-AGI не значит, что o3 это AGI. Об этом говорят и сами авторы соревнования. Это просто очень сложный бенчмарк, который спроектирован таким образом, что прошлые поколения моделей не могли с ним справиться. Мы научились эффективно (1000 долларов за пример, ха-ха) масштабировать предсказание модели. Тем самым, смогли решать те задачи, которые год назад нам казались нереальными. Кстати, авторы ARC-AGI, они уже выпустили анонс, что готовят новый крепкий орешек для моделей — ARC-AGI-2, в котором модели смогут решить ну максимум 30% задач. Выпустят то они выпустят, но не думаю, что с таким прогрессом он продержится больше года.
Что важно: o3 вышло спустя всего 3 месяца после релиза o1 и уничтожила o1 по метрикам. Мы только начали масштабировать предсказания, только завели самые первые алгоритмы - у нас огромное поле непаханное для экспериментов. В 2025 году нас ждет огромное множество рассуждающих моделей.
Масштабированием обучения мы занимаемся несколько лет и там прогресс явно медленнее идет: GPT-5 мы 2 года ждем и инвесторы уже беспокоятся...
Заключение
Я легко умещу основную идею в один абзац. Даже немного стало обидно, что идея не так велика, как мне казалось изначально.
Выберите правильные алгоритмы, которые вы можете масштабировать. Дальше масштабируйте обучение модели и масштабируйте предсказание модели. Да, и еще не забывайте про закон Мура — он поможет вам не разориться.
Примерно тоже самое говорил Ричард Саттон в своем Bitter Lesson еще в 2019:
Главное, что следует помнить — великую силу методов, которые продолжают масштабироваться с увеличением вычислений, даже когда доступные вычисления становятся очень большими. Два метода, которые масштабируются произвольно таким образом: это поиск и обучение.
Поиск и обучение. Ровно те два метода, о которых мы рассуждали в статье. Мы мастерски научились масштабировать обучение. Пришло время поиска.
Об авторе
Друзья, спасибо, что дочитали эту статью до конца! Буду рад любым комментариям и замечаниям.
Подписывайтесь на мой телеграм канал, где я рассказываю про самое важное из мира искусственного интеллекта, а главное — как это воплощать на практике.
P.S. Огромное спасибо за редактору Юлии Булгатовой.
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
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
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13.10.25 01:11
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
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
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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14.10.25 08:46
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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14.10.25 08:46
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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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
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
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15.10.25 21:52
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
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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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
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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
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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
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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.
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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
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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
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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.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
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
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22.10.25 11:59
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
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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.
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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
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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
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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.
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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
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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
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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.
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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
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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
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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.
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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
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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
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25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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27.10.25 11:15
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
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27.10.25 11:15
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
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27.10.25 17:08
raymondgonzales
Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
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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.
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28.10.25 00:55
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
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28.10.25 00:55
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
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29.10.25 03:43
Christopherbelle
A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.10.25 09:49
Christopherbelle
I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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30.10.25 12:03
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
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