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[Перевод] Возможности Искусственного Интеллекта в 2023 году. Эндрю Ын
Эндрю Ын (Andrew Ng) — один из самых известных в мире экспертов в области искусственного интеллекта (ИИ). Является основателем DeepLearning.AI и Landing.AI, генеральным партнером AI Fund, председателем и соучредителем Coursera, а также преподавателем компьютерных наук в Стэнфордском университете. Сегодня мы подготовили перевод его выступления в Cemex Auditorium Стэнфордского университета, которое состоялось 26 июля 2023 года «Возможности Искусственного Интеллекта в 2023 году».
Ранее Эндрю Ын руководил командой Google Brain, которая помогла Google внедрить современные технологии ИИ. Около восьми миллионов человек (1 из 1000 человек на планете), прошли у него обучение по искусственному интеллекту. Через свою образовательную и исследовательскую деятельность, он смог изменить множество жизней.
Что такое ИИ?
Сегодня я хочу поговорить с вами о возможностях искусственного интеллекта. Я уже утверждал, что ИИ — это новое электричество. И одной из самых сложных вещей в понимании ИИ является то, что это общеприменимая технология, которая полезна не для одного какого-то приложения, но для множества других, подобно электричеству. Если бы вы спросили у меня, для чего полезно электричество, то ответ был бы не одна задача, ведь у него есть множество разных применений.
Технологический ландшафт
Поэтому я бы хотел начать с того, что поделюсь тем, как я вижу технологический ландшафт. Это сможет привести нас к списку возможностей искусственного интеллекта. Я думаю, что лучший способ рассматривать ИИ – как набор инструментов, который включает в себя такие техники, как обучение с учителем, отлично справляющееся с распознаванием и классификацией объектов, а также генеративный ИИ, который является относительно новым направлением. Возможно, если вы знакомы с ИИ, то слышали и о других инструментах, но сегодня я буду говорить не о них, а сконцентрируюсь на том, что, на мой взгляд, является наиболее важными: обучение с учителем и генеративный ИИ.
Обучение с учителем
Обучение с учителем подходит для разметки и вычисления входных данных в выходные или сопоставления A в B, учитывая, что вход A дает мне выходные данные.
Например, при работе с электронной почтой мы можем использовать обучение с учителем, чтобы отмечать ее как спам или не спам. Самым прибыльным применением обучения с учителем, с которым мне приходилось работать, является онлайн-реклама. Имея объявление, мы можем классифицировать вероятность того, что пользователь кликнет на него, и, следовательно, показывать ему более релевантную рекламу.
А, например, для автомобилей с автопилотом, имея данные сенсоров машины, мы можем определить, где находятся другие автомобили.
Одним из проектов, над которым работала моя команда в AI Fund, была оптимизация маршрута судна. Имея информацию о маршруте, которую использует или планирует использовать судно, мы можем определить, сколько топлива этот маршрут будет потреблять, и использовать эти данные для увеличения эффективности его расхода. Мы также проводили много работ по автоматизированному визуальному контролю на фабриках. Вы можете сделать снимок смартфона, который только что произведен, и понять, есть ли на нем царапина или другой дефект. Или, если вы хотите создать систему мониторинга репутации ресторанов, вы можете использовать программное обеспечение, которое анализирует отзывы о ресторанах в Интернете и отмечает их как положительные или отрицательные.
Одна из замечательных особенностей обучения с учителем заключается в том, что оно полезно не только для одного конкретного случая, оно полезно для всех этих ситуаций.
Пример обучения с учителем
Если вы хотите создать систему для классификации отзывов о ресторанах, то для начала вы собираете несколько данных или создаете набор данных. Например, вы отмечаете:
- «сэндвич с пастрами – отличный» – положительный отзыв;
- «официанты медленные» – отрицательный отзыв;
- «моя любимая курица карри» – положительный отзыв.
Здесь я показал три примера данных. Однако при создании проекта вы можете получить тысячи подобных данных
Рабочий процесс машинного обучения (ML) или проекта ИИ состоит в том, что вы получаете размеченные данные, возможно, даже тысячи примеров. Затем команда специалистов по ИИ обучает модель машинного обучения на основе этих данных. Потом вы находите облачный сервис для запуска обученной модели и передаете ей, например, «лучший бабл ти, который я когда-либо пил», и это будет отмечено как положительный отзыв.
Я считаю, что прошедшее десятилетие можно назвать десятилетием обучения с учителем в больших масштабах. Примерно 10-15 лет назад мы обнаружили, что если обучать маленькую модель ИИ, например, небольшую нейронную сеть или небольшой алгоритм глубокого обучения, на недорогом компьютере, то по мере увеличения объема данных ее производительность медленно улучшалась, затем она выходила на плато и переставала использовать данные для постоянного улучшения. Но если бы вы обучали большую модель ИИ с использованием значительных вычислительных ресурсов, таких как мощные графические процессоры (GPU), то по мере увеличения объема данных, предоставляемых модели машинного обучения, ее производительность продолжала постепенно улучшаться.
Именно поэтому, когда я возглавил команду Google Brain, я поручил команде создание больших нейронных сетей, которые мы затем обучили на большом объеме данных. И, к счастью, этот рецепт сработал. Я считаю, что идея использования больших вычислительных ресурсов и большого объема данных способствовала прогрессу в области ИИ в последнее десятилетие.
Виды ИИ
Если прошлое десятилетие можно было назвать десятилетием обучения с учителем, то в этом используется все, что у нас было в обучении с учителем, но с добавлением к нему генеративного ИИ. Многие из вас уже играли с ChatGPT, Bard и т. д, но использовав обычные подсказки (prompts) такие, как «Я люблю…». Если вы запускаете его несколько раз, то можете получить разные варианты ответов, такие как «бейгл с крем-сыром» или «мамин мясной рулет» или «встречаться с друзьями», и система ИИ может генерировать такие ответы.
Учитывая интерес к генеративному ИИ, я думаю, что стоит рассказать немного о том, как он работает. Оказывается, что в основе генеративного ИИ, по крайней мере, такого типа генерации текста, лежит использование обучения с учителем для многократного прогнозирования следующего слова в последовательности. Таким образом, если ваша система читает в Интернете предложение типа «моя любимая еда – это бейгл с крем-сыром и лососем», то это преобразуется в несколько образцов данных. Если она видит «моя любимая еда – это», то пытается угадать, что правильным следующим словом было бы «бейгл», или если видит «моя любимая еда – это бэйгл», то пытается угадать следующее слово, как «с», и далее аналогично, правильный вывод – «крем-сыром».
Таким образом, если взять тексты, найденные в Интернете или других источниках, и, использовать эти входные и выходные данные и обучение с учителем, попытаться многократно предсказать следующее слово, обучить очень большую систему ИИ на сотнях миллиардов слов, а в случае самых больших моделей – более триллиона слов, то получится большая языковая модель типа ChatGPT.
Есть и другие техники, такие как RLHF (обучение с подкреплением на основе отзывов людей) для дополнительной настройки вывода ИИ, чтобы он был более полезным, честным и безвредным. В основе этой техники лежит использование обучения с учителем для многократного предсказания следующего слова. Вот что действительно позволяет достигнуть фантастического прогресса в области больших языковых моделей.
Большие языковые модели (LLM)
Есть еще одна тенденция, которая, на мой взгляд, пока недооценена, – это сила больших языковых моделей (LLM) не только как потребительского инструмента, но и как инструмента для разработчика.
Оказывается, есть приложения, на создание которых у меня раньше уходили месяцы, а теперь многие люди могут создавать их гораздо быстрее, используя большие языковые модели. В частности, рабочий процесс обучения с учителем, создание системы отзывов о ресторанах, скажем, заключается в том, что вам нужно получить кучу размеченных данных, что, возможно, займет 1 месяц. Мы получаем несколько тысяч точек данных. Затем команда специалистов обучает, настраивает и оптимизирует работу модели ИИ. Возможно, это займет 3 месяца. Затем происходит поиск облачного сервиса для запуска, проверка системы на работоспособность, распознавание. Это займет еще 3 месяца. Таким образом, вполне реальный срок создания системы машинного обучения коммерческого уровня составляет от 6 до 12 месяцев.
Итак, создание и внедрение этих систем у команд, которыми я руководил, часто занимало примерно от 6 до 12 месяцев. И некоторые из них оказались действительно ценными. Это реалистичные сроки для создания и внедрения ИИ-системы коммерческого класса в отличие от ИИ на основе подсказок (промт-инжиниринг).
Вы можете написать подсказку (prompt) за несколько минут или часов. А затем вы можете развернуть ее в облаке, и это займет несколько часов или дней. Так что теперь некоторые приложения ИИ, на создание которых у меня раньше уходило буквально полгода, а то и год, многие команды по всему миру могут создать за неделю. Это начинает открывать поток гораздо большего количества приложений ИИ, которые могут быть созданы. Сегодня многие до сих пор недооценивают масштаб потока пользовательских приложений ИИ, которые, по моему мнению, будут разрабатываться в ближайшем будущем.
Пользовательские приложения ИИ
Я знаю, что вы, вероятно, не ожидали, что я буду писать код в этой презентации, но именно это я и собираюсь сделать.
Оказывается, вот это (слайд из презентации) весь код, который мне нужен, чтобы написать классификатор тональности сообщения (положительный отзыв или отрицательный). Некоторые из вас, я полагаю, знают Python. Импортируйте некоторые инструменты из OpenAI, а затем добавьте этот промпт:
prompt - “ “ “ Сlassify the text below delimited by three dashes (-) as having either a positive or negative sentiment.
- - -
I had a fantastic time at Stanford CSB! Learned a lot and also made great new friends!
- - -
“ “ “
Вот мой промпт. Затем я просто запускаю его. Я никогда не запускал его раньше. Система выдает, что это позитивное утверждение.
positive statement
Это буквально весь код, который требуется для создания классификатора тональности сообщения. И поэтому сегодня разработчики со всего мира могут потратить около 10 минут, чтобы создать систему подобную этой.
Возможности ИИ
Одним из тех направлений, над которым я работал, была попытка проводить онлайн-курсы о том, как использовать промпт-инжиниринг, не только как инструмент для потребителей, но и как инструмент для разработчиков. Так что, говоря о технологическом ландшафте, я поделюсь своими мыслями о том, какие возможности в области ИИ я вижу.
Схема показывает, какова, на мой взгляд, ценность различных технологий ИИ сегодня, и о чем я буду говорить через три года.
Подавляющее большинство финансовой ценности от ИИ сегодня, по моему мнению, приходится на обучение с учителем, где для одной компании, такой как Google, это может оцениваться в более чем 100 миллиардов долларов в год. Есть миллионы разработчиков, создающих приложения с помощью обучения с учителем.
Таким образом, он уже имеет огромную ценность, а также обладает огромной динамикой развития благодаря усилиям по поиску идей для приложений и их созданию. Потом идет генеративный ИИ – это захватывающий новый игрок, который пока намного меньше. Но есть другие инструменты, которые я включу для полноты картины.
Если размер этих кружков отражает их вес сегодня, то вот до чего она может вырасти через три года.
Так, обучение с учителем, которое и так уже очень масштабно, может удвоиться в ближайшие 3 года, превратившись из масштабного в еще более масштабное. А генеративный ИИ, который сегодня гораздо меньше, думаю, удвоится более чем в два раза благодаря количеству интереса разработчиков, венчурных инвестиций, крупных корпораций, изучающих возможности его применения. Отмечу, что 3 года – это очень короткий временной диапазон. Если технологии будут продолжать расти примерно такими же темпами, то через шесть лет они будут еще более значительными.
Вот эта область, заштрихованная зеленым или оранжевым цветом, – это та область, где есть возможность для новых стартапов или для крупных компаний, занимающих лидирующие позиции, чтобы создавать и получать прибыль. Я надеюсь, что вы усвоите из этого слайда то, что все эти технологии универсальны.
Так, в случае с обучением с учителем большая часть работы, которая была проделана за последнее десятилетие будет продолжена в следующем десятилетии. Она заключается в определении и реализации конкретных сценариев использования. Этот процесс начинается и для генеративного ИИ.
Итак, из этой части презентации я надеюсь, что вы вынесете то, что универсальные технологии полезны для решения множества различных задач, много ценного еще предстоит создать с помощью обучения с учителем. И даже несмотря на то, что мы еще не до конца разобрались с интересными вариантами использования обучения с учителем, у нас есть другой фантастический инструмент – генеративный ИИ, который еще больше расширяет набор вещей, которые мы можем делать с помощью ИИ.
Но есть одно предостережение, которое заключается в том, что на этом пути будут возникать краткосрочные проблемы. Поэтому я не знаю, может быть, кто-то из вас помнит приложение под названием Lensa. Это приложение, которое позволяет вам загружать свои фотографии, а затем выводит на экран классную картинку, на которой вы изображены в виде астронавта, ученого или еще кого-нибудь. Это была хорошая идея, и людям она понравилась. Его доходы взлетели до безумия, как это было в декабре прошлого года. И тогда получилось это (график на слайде).
Lensa была хорошая идея, которая нравилась людям. Но это был относительно тонкий программный слой поверх чьих-то очень мощных API. Поэтому, несмотря на то, что это был полезный продукт, его бизнес не был защищен. Когда я думаю о таких приложениях, как Lensa, я вспоминаю, как Стив Джобс подарил нам iPhone. Кто-то написал приложение, за которое я заплатил $1,99, для включения светодиода и превращения телефона в фонарик. И это тоже была хорошая идея – написать приложение для включения светодиодного фонаря, но она не оправдала себя в долгосрочной перспективе… и не создала долгосрочной ценности, потому что была легко скопирована, по заниженной цене, и в конечном итоге была включена в iOS.
С развитием iOS, с появлением iPhone, кто-то также придумал, как создавать такие вещи, как Uber, Airbnb и Tinder – это очень долгосрочные, защищенные бизнесы, которые создали устойчивую ценность. И я думаю, что с появлением генеративного ИИ или новых инструментов ИИ появилась возможность создания тех глубоких, очень сложных приложений, которые, надеюсь, смогут создать долгосрочную ценность.
Универсальные технологии
Итак, первая тенденция, о которой я хотел бы рассказать, заключается в том, что ИИ — это универсальная технология. И большая часть работы, которая нам предстоит, заключается в том, чтобы найти разные варианты его использования и создать их. Вторая тенденция, которой я хочу с вами поделиться, связана с тем, почему ИИ еще не получил более широкого распространения. Такое ощущение, что мы говорим об ИИ уже 15 лет или около того.
Но если посмотреть на то, где сегодня проявляется ценность ИИ, то большая его часть по-прежнему сосредоточена в программах для потребителей. Как только вы выходите за пределы технологического сектора или сферы потребительского ПО, там происходит внедрение ИИ.
Почему же так происходит? Оказывается, если взять все существующие и потенциальные проекты ИИ и отсортировать их в порядке убывания стоимости, то слева от этой кривой, у ее вершины, находятся многомиллиардные проекты, такие как реклама, поиск в Интернете, рекомендации товаров в электронной коммерции или компании типа Amazon.
Примерно 10-15 лет назад мы с друзьями придумали рецепт, как нанять, скажем, 100 инженеров для написания одного ПО для подачи более релевантной рекламы, применить его к миллиарду пользователей и получить огромную финансовую прибыль. Это работает. Но как только вы выходите за пределы Интернета пользовательского ПО, вряд ли у кого-то есть 100 миллионов или миллиард пользователей, для которых можно написать и применить одну часть программного обеспечения.
Поэтому, когда вы переходите к другим отраслям (мы идем от головы этой кривой слева к длинному хвосту) вот некоторые из проектов, которые меня радуют. Я работал с производителем пиццы, который фотографировал готовящуюся пиццу, потому что ему нужно было убедиться в том, что сыр распределен равномерно.
То есть речь идет о проекте стоимостью 5 млн. долл. Но рецепт найма сотни инженеров или десятков инженеров для работы над проектом стоимостью 5 миллионов долларов не имеет смысла.
Или вот еще один замечательный пример. Работая с сельскохозяйственной компанией, мы выяснили, что если с помощью камер определить высоту пшеницы, а пшеница часто наклоняется из-за ветра, дождя или чего-то еще, и срезать ее на нужной высоте, то фермер сможет продать больше продовольствия, и это будет лучше для окружающей среды. Но и это еще один проект стоимостью 5 миллионов долларов. Старый рецепт найма большой группы высококвалифицированных инженеров для работы над этим проектом больше не имеет смысла. Аналогично с оценкой материалов, оценкой тканей, оценкой листового металла, и множеством проектов подобного рода.
Так, слева, в верхней части этой кривой, находится небольшое количество многомиллиардных проектов, и мы знаем, как их реализовать, обеспечивая ценность. В других отраслях я вижу очень длинный хвост из десятков тысяч, назовем их, проектов стоимостью 5 млн. долларов, которые до сих пор было очень трудно реализовать из-за высокой стоимости кастомизации. На мой взгляд, интересной тенденцией является то, что сообщество специалистов по ИИ создает более совершенные инструменты, которые позволяют нам агрегировать эти сценарии использования и упрощают для конечного пользователя процесс настройки. Я вижу множество интересных инструментов с низким содержанием кода и без кода, которые позволяют пользователю настраивать систему ИИ.
Это означает, что вместо того, чтобы беспокоиться о фотографиях пиццы, у нас есть инструменты… Мы начинаем видеть инструменты, которые могут позволить ИТ-отделу производства пиццы обучить систему ИИ на своих собственных фотографиях пиццы, чтобы реализовать стоимость в 5 миллионов долларов. И, кстати, эти картинки пиццы не находятся в Интернете. Поэтому Google и Bing не имеют доступа к ним. Нам нужны инструменты, которые могли бы использоваться самими пиццериями для создания, развертывания и поддержки их собственной системы ИИ, работающей с их фотографиями.
И в целом, технология, позволяющая это сделать, – это подсказки: текстовые и визуальные. Но в действительности большие языковые модели и подобные инструменты, или технология, называемая data-centric AI, помогают. Вместо того, чтобы просить пиццерию написать код, что является для них сложной задачей, мы можем попросить их предоставить данные, что оказывается более осуществимой задачей.
Вторая тенденция важна, потому что это ключевая часть рецепта использования ценности ИИ, который пока все еще ощущается очень концентрированным в мире технологий и потребительского ПО. И необходимо распространить это на все отрасли, на остальную экономику. Иногда легко забыть, что остальная часть экономики намного больше, чем мир технологий.
Как использовать эти возможности?
Итак, я поделился двумя тенденциями ИИ как универсальной технологии. С помощью них можно реализовать множество конкретных идей, а также инструментов с низким кодом, без кода, позволяющие развертывать ИИ в большем числе отраслей. Как мы будем реализовывать эти возможности?
Примерно 5 лет назад появилась загадка, которую я захотел решить. Я почувствовал, что сейчас возможно осуществление многих ценных проектов в области ИИ. И я думал, как бы нам их реализовать? Будучи руководителем команд в Google и Baidu, крупных технологических компаниях, я с трудом представлял себе, как можно управлять командой в крупной технологической компании для реализации самых разнообразных возможностей в разных областях – от морских перевозок до образования, финансовых услуг, здравоохранения и т.д. Это просто очень разные сценарии использования, очень разные рынки, очень разные клиентские базы и приложения.
Я почувствовал, что наиболее эффективным способом сделать это было бы, если бы мы могли запустить множество разных компаний.
Именно поэтому я создал фонд AI Fund, который представляет собой венчурную студию, создающую стартапы для реализации возможностей в области ИИ. И, конечно, помимо множества стартапов, у действующих компаний также есть много возможностей для интеграции ИИ в существующий бизнес.
На самом деле, одна из закономерностей в действующих компаний – дистрибуция, часто является их существенным преимуществом. И если они грамотно разыграют свои карты, то смогут эффективно интегрировать ИИ в свои продукты. Если говорить более конкретно, где находятся эти возможности? Здесь я думаю о стеке ИИ.
На нижнем уровне находится аппаратное обеспечение, полупроводниковый слой. Там фантастические возможности, но очень капиталоемкие, очень концентрированные. Требуется много ресурсов, победителей относительно немного, поэтому некоторые люди могут играть там, но я лично не люблю такое.
Есть еще инфраструктурный слой. Тоже фантастические возможности, но также очень капиталоемкие и очень концентрированные. Поэтому я тоже склонен не играть там.
И еще есть слой инструментов для разработчиков. То, что я вам сейчас показал… Я действительно использовал API OpenAI в качестве инструмента. Также я думаю, что сектор инструментов для разработчиков является гипер конкурентным. Посмотрите на все стартапы, которые сейчас гоняются за OpenAI.
Но будут и мега-победители. Я иногда играю на этом уровне, потому что в первую очередь, я думаю о значимом технологическом преимуществе, здесь вы можете получить больше шансов стать одним из мега-победителей. И, наконец, несмотря на то, что много внимания СМИ и шума уделяется слою инфраструктуры и инструментов разработчика, оказывается, что этот слой может быть успешным только в том случае, если прикладной слой будет еще успешнее.
Это мы уже наблюдали на примере развития SaaS. Много шума и ажиотажа связано уровнем инструментов разработчика. Что вполне нормально. В этом нет ничего плохого. Но успех может быть достигнут только в том случае, если прикладной уровень будет еще более успешным, чтобы они могли генерировать чистый доход для оплаты инфраструктуры и уровня инструментов. Итак, позвольте мне привести один пример.
Amorai – это компания, которую мы создали и которая использует ИИ для коучинга в романтических отношениях. Хочу подчеркнуть, что я занимаюсь ИИ и, мне кажется, что я ничего не знаю о романтике. Если вы мне не верите – спросите мою жену, она подтвердит.
Когда мы решили создать Amorai, мы объединились с бывшим CEO Tinder, Ренатой Найборг (Renate Nyborg). Благодаря экспертизе моей команды в области ИИ и ее экспертизе в отношениях, мы смогли создать нечто довольно уникальное, используя ИИ для коучинга.
Сколько команд в мире одновременно являются экспертами в области ИИ и отношениях? Их крайне мало, поэтому на прикладном уровне я вижу много возможностей в условиях относительно небольшой конкуренции. Конкуренция в данном случае действительно ниже по сравнению с уровнями инструментов разработчика или инфраструктуры.
Создание стартапов
Я собираюсь рассказать вам рецепт, который мы разработали для создания стартапов. После многих лет итераций и улучшений, вот как мы их сейчас создаем.
У моей команды всегда был доступ к множеству разных идей, как внутренних, так и от партнеров. И я хочу рассмотреть процесс на примере одного из наших проектов, компании Bearing AI, которая использует ИИ для повышения топливной эффективности судов.
Итак, эта идея пришла ко мне несколько лет назад, когда японский конгломерат, Mitsui, который управляет крупными линиями судоходства, обратился ко мне: «Эндрю, вы должны создать бизнес с использованием ИИ для повышения топливной эффективности судов».
Идея заключалась в том, чтобы представить это в виде карт (по типу Google Maps) для судов. С помощью них мы можем предложить судну оптимальный маршрут, зная конечную точку, время, к которому ему необходимо туда прибыть и то, что мы хотим сэкономить примерно 10% топлива.
Сначала мы тратим примерно месяц на проверку идеи. Перепроверяем, возможно ли это технически, а затем разговариваем с потенциальными клиентами, чтобы убедиться в рыночной потребности. И если проект проходит этот этап, мы нанимаем CEO, чтобы работать с нами над проектом.
В начале карьеры я проводил много времени над проектом самостоятельно, прежде чем привлекать CEO. Но после нескольких итераций мы поняли, что если сразу привлекать специалиста на эту позицию, мы избавляемся от кучи задач, связанных с передачей знаний или с тем, чтобы перепроверять то, что мы обнаружили. Сейчас мы сразу приглашаем лидера, поэтому процесс стал более эффективным.
Итак, в случае с Bearing AI, мы нашли фантастического CEO и успешного предпринимателя, Дилана Кейла. Затем мы провели с ним три месяца (шесть двухнедельных спринтов) над созданием прототипа и провести глубокую проверку у клиентов. Если проект проходит этот этап, и у нас есть примерно 66% выживаемости, мы выписываем первый чек, который дает компании ресурсы для найма исполнительной команды, создания ключевой команды, запуска минимально-жизнеспособного продукта и привлечения реальных клиентов. А затем, надеюсь, проект успешно привлекает дополнительные раунды внешнего финансирования и продолжает расти и масштабироваться.
Я очень горжусь работой, которую мы проделали, чтобы поддержать идею Mitsui и Дилана Кейла в качестве CEO. И сегодня сотни судов, находящиеся в открытом море, прокладывают маршруты через Bearing AI. Сэкономленные 10% топлива превращаются, вероятно, в около $450 000 экономии на топливе на каждое судно в год. И, конечно, это намного лучше для окружающей среды. Я думаю, что этот стартап не существовал бы, если бы не работа Дилана и идея, предложенная Mitsui.
Мне нравится этот пример, потому что это еще одна идея стартапа, о которой я бы сам никогда не задумался. Конечно, я плавал на лодке, но что я знаю о морских перевозках? Глубокая экспертиза Mitsui вместе с Диланом и экспертизой моей команды в области ИИ сделали этот проект возможным.
Работая с ИИ я понимаю, что моя область – это ИИ, и все. У меня нет времени или ресурса для того, чтобы быть экспертом в морских перевозках, романтических отношениях, здравоохранении, финансовых услугах и так далее.
Я понимаю, что могу помочь сделать точную техническую проверку, а затем использовать ресурсы ИИ и убедиться, что ИИ-технология строится быстро и качественно. Я понимаю, что я в силах помочь компаниям создать крепкую техническую команду. Но я также понимаю, что только сотрудничество с экспертами в области конкретной темы приводит к возникновению новых возможностей.
Конкретные идеи
Хочу поделиться с вами еще одной странной чертой, которую я узнал о создании стартапов – мне нравится участвовать только тогда, когда есть конкретная идея для проекта.
И это противоречит многим советам, которые можно услышать из методологии дизайн-мышления, где часто говорится: не спешите с решением. Изучите множество альтернатив, прежде чем приступать к решению. Честно говоря, мы пробовали так делать, это было медленно. На этапе разработки идеи, кто-то может прийти ко мне и сказать: «Эндрю, вы должны применить ИИ в финансовых услугах». Но поскольку я не являюсь экспертом в области финансовых услуг, для меня будет очень долго изучать финансы чтобы понять, что делать. То есть, в конце концов, можно добиться хорошего результата, но для меня это трудоемкий, медленный и очень дорогой процесс — пытаться изучать отрасль за отраслью.
В отличие от этого, один из моих партнеров предложил идею как шутку: давайте устраним рекламу, автоматически покупая каждый рекламируемый продукт в обмен на отсутствие рекламы. Это не очень хорошая идея, но она конкретная.
И оказывается, конкретные идеи можно эффективно проверить или опровергнуть. Они также дают команде четкое направление для выполнения. Я узнал, что в сегодняшнем мире, особенно в условиях ажиотажа, шумихи и ознакомлением многих людей с ИИ, есть много экспертов в данной области, которые глубоко размышляли о проблеме месяцами, иногда даже год или два. Но у них еще не было партнера для реализации. И когда мы встречаемся с ними и они делятся с нами идеей, это позволяет нам очень быстро перейти к валидации и созданию.
И я считаю, что это работает, потому что есть много людей, которые уже занимались дизайн-мышлением – исследовали множество идей и отбирали действительно хорошие. И существует так много хороших идей, с которыми никто не работает. А они являются мощнейшим двигателем.
ИИ – очень мощная технология. Мои команды и я работаем только над проектами, которые двигают человечество вперед. И мы не раз отказывались от проектов из этических соображений, не смотря на то, что, по нашим оценкам, они были финансово эффективными. Иногда я поражаюсь креативностью людей, способных придумывать хорошие, а также действительно плохие, идеи которые кажутся выгодными, но на самом деле не должны быть созданы. Мы загубили несколько проектов по таким соображениям.
Следует признать, что у ИИ сегодня есть проблемы с предвзятостью, справедливостью и точностью. Но технологии быстро совершенствуются. Я уже вижу, что сегодня системы ИИ менее предвзяты, чем полгода назад, и более справедливы, что вовсе не означает умаления важности этих проблем. Мы должны продолжать работать над этими вопросами. Но меня радует количество команд, упорно работающих над ними.
Когда я думаю о больших рисках ИИ, в первую очередь возникает – сокращение рабочих мест. На слайде диаграмма из работы нашего друга из Пенсильванского университета и некоторых сотрудников OpenAI, в которой анализируется подверженность различных рабочих мест автоматизации ИИ. Оказалось, что если при предыдущей волне автоматизации наиболее подверженными воздействию были низкооплачиваемые рабочие места, например, когда мы внедряли роботов на фабрики. При нынешней волне автоматизации более высокооплачиваемые рабочие места, расположенные дальше, справа от этой оси, подвергаются автоматизации в большей степени.
Поэтому, даже если мы создаем большую ценность с помощью ИИ, я чувствую обязательство перед людьми. Корпорациям, правительству и нашему обществу следует заботиться о них и учитывать их потребности в работе.
Кажется, что каждый раз, когда наступает большая волна прогресса в области ИИ, она сопровождается волной ажиотажа по поводу универсального ИИ (AGI). 10 лет назад, когда глубокое обучение начало работать хорошо, было много шума вокруг AGI. И сейчас, когда генеративный ИИ работает также хорошо, возникла еще одна волна ажиотажа. Но я считаю, что до внедрения этих инструментов еще десятилетия – 30-50 лет, а может быть и больше. Надеюсь, что мы увидим их, однако я не думаю, что это случится в ближайшем будущем. Одной из проблем является то, что биологический путь к интеллекту, как у людей, и цифровой путь к интеллекту, идут очень разными путями. Большие модели языка умнее нас в некоторых ключевых аспектах, но гораздо глупее нас в других. И поэтому вынуждать их делать всё, что может человек – идея не из лучших на сегодняшний день. Но я надеюсь, что мы дойдем до этого.
Кроме того, существует много, на мой взгляд, раздутой шумихи о том, что ИИ создаст риск вымирания человечества. Честно говоря, я этого не вижу. Я просто не вижу, как ИИ может создать какой-либо значимый риск вымирания для человечества. Я думаю, что люди беспокоятся о том, что мы не можем контролировать ИИ. Но у нас много опыта, управления огромными структурами, такими как корпорации или национальные государства, которые намного могущественнее любого отдельного человека, и мы можем убедиться, что они, по большей части, приносят пользу человечеству. Кроме того, технологии развиваются постепенно. Так называемый сценарий «горячего взлета», когда сегодня технология не работает, а потом вдруг, в один прекрасный день, за одну ночь, она работает блестяще, и мы достигаем сверхразума, захватываем мир, просто нереален.
Я думаю, что технология ИИ будет развиваться медленно. Это дает нам много времени, чтобы убедиться, что мы контролируем его и можем управлять им в безопасности. И, наконец, если мы посмотрим на реальный риск вымирания для человечества, такой как, следующая пандемия или изменение климата, приводящее к массовой депопуляции некоторых частей планеты, ИИ будет ключевой частью их решения.
Если вы хотите, чтобы человечество выжило и процветало в течение следующих 1000 лет, то вместо того, чтобы замедлять ИИ, я предпочел максимально быстрое развитие ИИ.
Подводя итог, я считаю, что ИИ, как универсальная технология, создает много новых возможностей. Нас ждет много важной работы – создание конкретных сценариев использования. Надеюсь, в будущем у меня будет возможность взаимодействовать с многими из вас в этих областях. Так что, позвольте мне просто сказать вам всем большое спасибо.
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09.10.25 08:23
pHqghUme
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09.10.25 08:24
pHqghUme
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09.10.25 08:24
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09.10.25 08:24
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09.10.25 08:25
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09.10.25 08:25
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09.10.25 08:25
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09.10.25 08:26
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09.10.25 08:26
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09.10.25 08:27
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09.10.25 08:27
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:30
pHqghUme
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09.10.25 08:33
pHqghUme
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09.10.25 08:34
pHqghUme
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09.10.25 08:34
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09.10.25 08:35
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09.10.25 08:36
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09.10.25 08:36
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09.10.25 08:37
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09.10.25 08:37
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09.10.25 08:40
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09.10.25 08:40
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09.10.25 08:41
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09.10.25 08:41
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09.10.25 08:42
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09.10.25 08:42
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09.10.25 11:05
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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09.10.25 11:05
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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09.10.25 11:05
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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09.10.25 11:05
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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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
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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12.10.25 01:12
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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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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