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Н Новости

[Перевод] Как 8 сотрудников Google изобрели современный искусственный интеллект

Они случайно встретились, увлеклись одной идеей и написали работу "Трансформеры" — самый значительный технологический прорыв в новейшей истории.

[Перевод статьи из журнала Wired. Историю компании Near из первых рук можно почитать в статье на Хабре / прим. перев.]

Восемь имён указаны в качестве авторов научной работы "Всё, что вам нужно – это внимание", написанной весной 2017 года. Все они были исследователями из Google, хотя к тому времени один из них уже покинул компанию. Когда ветеран исследования, Ноам Шазир, увидел ранний вариант работы, он был удивлён, что его имя стоит первым, что говорит о том, что его вклад был первостепенным. "Я не думал об этом", — говорит он.

/ ИМЯ: НОАМ ШАЗИР / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР CHARACTER AI
/ ИМЯ: НОАМ ШАЗИР / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР CHARACTER AI

Перечисление имён — это всегда тонкий баланс: кому достанется желанное место лидера, а кого отодвинут на задний план. Особенно в таком случае, как рассматриваемый нами, где каждый участник оставил свой след в по-настоящему групповой работе. Торопясь закончить работу, исследователи в конце концов решили "саботировать" традицию ранжирования участников. Они добавили звёздочку к каждому имени и сноску: "Равноценный вкладчик", — гласила надпись. "Порядок перечисления случайный". Авторы отправили статью на престижную конференцию по искусственному интеллекту когда сроки уже почти истекли и положили начало революции.

Приближается седьмая годовщина публикации статьи "Внимание", которая приобрела легендарный статус. Авторы начали с процветающей и совершенствующейся технологии — разновидности ИИ под названием нейронные сети — и превратили её в нечто иное: цифровую систему, настолько мощную, что её результат может показаться продуктом работы инопланетного разума. Эта архитектура, «трансформер», и есть тот самый секретный соус, под которым создаются все эти умопомрачительные ИИ-продукты, включая ChatGPT и графические генераторы, такие как Dall-E и Midjourney. Шазир сейчас шутит, что если бы он знал, насколько известной станет его статья, то "возможно, больше беспокоился бы о порядке авторов". Все восемь подписантов теперь стали микрознаменитостями. "Люди просят сделать со мной селфи, потому что я упомянут в работе!" — говорит Ллион Джонс, который (случайно, конечно же) стал пятым.

/ ИМЯ: ЛЛИОН ДЖОНС / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ КОМПАНИИ SAKANA AI
/ ИМЯ: ЛЛИОН ДЖОНС / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ КОМПАНИИ SAKANA AI

"Не думаю, что без трансформеров мы бы сейчас были здесь", — говорит Джеффри Хинтон, который не входит в число авторов, но является, пожалуй, самым известным в мире учёным в области ИИ. Он имеет в виду время, в которое мы живём, поскольку OpenAI и другие компании создают системы, которые соперничают, а в некоторых случаях и превосходят человеческие достижения.

Все восемь авторов с тех пор покинули Google. Как и миллионы других, они сейчас так или иначе работают с системами, работающими на основе того, что они создали в 2017 году. Я поговорил с "трансформерной восьмёркой", чтобы собрать воедино анатомию прорыва, объединения человеческих умов для создания машины, которая вполне может оставить последнее слово за собой.

/ ИМЯ: ЯКОБ УШКОРЕЙТ / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР КОМПАНИИ INCEPTIVE
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История трансформеров начинается с четвёртого из восьми имён: Якоб Ушкорейт.
Ушкорейт — сын Ганса Ушкорейта, известного специалиста по вычислительной лингвистике. Будучи школьником в конце 1960-х годов, Ганс попал в тюрьму на 15 месяцев в своей родной Восточной Германии за протест против советского вторжения в Чехословакию. После освобождения он бежал в Западную Германию и изучал компьютеры и лингвистику в Берлине. После рождения Якоба он перебрался в США и работал в лаборатории искусственного интеллекта в SRI, исследовательском институте в Менло-Парк, штат Калифорния. В конце концов семья вернулась в Германию, где Якоб поступил в университет. Он не собирался заниматься языками, но, поступив в аспирантуру, прошёл стажировку в Google в его офисе в Маунтин-Вью, где попал в группу переводов компании.

Он занимался семейным бизнесом. Он отказался от планов получить докторскую степень и в 2012 году решил присоединиться к команде Google, работавшей над системой, которая могла бы отвечать на вопросы пользователей на самой странице поиска, не отвлекая их на другие сайты. Apple только что анонсировала Siri, виртуального помощника, который обещал давать простые ответы в непринуждённой беседе, и руководство Google почуяло огромную конкурентную угрозу: Siri могла съесть их поисковый трафик. Они стали уделять гораздо больше внимания новой группе Ушкорейта.

"Это была ложная паника, — говорит Ушкорейт. Siri никогда по-настоящему не угрожала Google". Но он приветствовал возможность погрузиться в системы, в которых компьютеры могли бы вести с нами своеобразный диалог. В то время рекуррентные нейронные сети — некогда академическое захолустье — внезапно начали обгонять другие методы разработки ИИ. Такие сети состоят из множества слоёв, и информация проходит через эти слои, чтобы определить наилучшие ответы. Нейросети одерживали огромные победы в таких областях, как распознавание изображений, и внезапно наступил ренессанс ИИ. Google лихорадочно перестраивала свой персонал, чтобы внедрить эти методы. Компании нужны были системы, способные выдавать человекоподобные ответы — автозаполнение предложений в электронных письмах или создание относительно простых чат-ботов для обслуживания клиентов.

Но область столкнулась с ограничениями. Рекуррентные нейронные сети с трудом справлялись с разбором длинных фрагментов текста. Возьмём, к примеру, такой отрывок: «Джо — бейсболист, после плотного завтрака он пошёл в парк и сделал два удара». Чтобы понять смысл слов "два удара", языковая модель должна запомнить часть про бейсбол. Говоря человеческим языком, она должна быть внимательной. Принято было исправлять ситуацию с помощью так называемой "долгой кратковременной памяти" (LSTM) — инновации, которая позволяла языковым моделям обрабатывать большие и более сложные последовательности текста. Но компьютер по-прежнему обрабатывал эти последовательности строго последовательно — слово за словом — и упускал контекстные подсказки, которые могли появиться позже в отрывке. "Методы, которые мы применяли, были, по сути, заплатками", — говорит Ушкорейт. "Мы не могли добиться того, чтобы система была масштабируемой".

Примерно в 2014 году он начал разрабатывать другой подход, который он назвал "самовнимание". Такая сеть может переводить слово, обращаясь к любой другой части отрывка. Эти другие части могут прояснить смысл слова и помочь системе сделать хороший перевод. "Она учитывает всё и даёт вам эффективный способ рассматривать множество входных данных одновременно, а затем отбирать что-то довольно избирательно", — говорит он. Хотя учёные в области ИИ стараются не сравнивать работу нейронных сетей с тем, как на самом деле работает биологический мозг, Ушкорейт, похоже, считает, что самовнимание в какой-то степени похоже на то, как человек обрабатывает язык.

Ушкорейт считал, что модель самовнимания может быть быстрее и эффективнее рекуррентных нейронных сетей. Кроме того, способ обработки информации идеально подходил для мощных чипов параллельной обработки, которые массово производились для поддержки бума машинного обучения. Вместо того чтобы использовать последовательный подход (просматривать каждое слово по порядку), он использует более параллельный (просматривать их вместе). Если всё сделать правильно, подозревает Ушкорейт, то можно использовать исключительно самовнимание для получения лучших результатов.

Не все соглашались с тем, что эта идея потрясёт мир, в том числе и отец Ушкорейта, который получил две награды за исследования на факультете Google, пока его сын работал в компании. "Люди относились к этому с подозрением, потому что это отвергало все существующие нейронные архитектуры", — говорит Якоб Ушкорейт. Попрощаться с рекуррентными нейронными сетями? Ересь! "Из разговоров за столом, которые я вёл с отцом, следует, что мы не всегда понимали друг друга".

Ушкорейт убедил нескольких коллег провести эксперименты по изучению самовнимания. Их работа оказалась многообещающей, и в 2016 году они опубликовали статью об этом. Ушкорейт хотел продвинуть их исследования дальше — в экспериментах использовались лишь крошечные кусочки текста, — но никто из его коллег не был заинтересован в этом. Вместо этого, подобно азартным игрокам, которые покидают казино со скромным выигрышем, они отправились применять полученные уроки. "Всё получилось", — говорит он. "Люди, написавшие этот документ, с воодушевлением принялись за извлечение выгоды и внедрение его в различных областях Google, включая поиск и, в конечном счёте, рекламу. Это был потрясающий успех во многих отношениях, но я не хотел оставлять его без развития".

Ушкорейт почувствовал, что самовнимание может взять на себя гораздо более серьёзные задачи. Есть другой способ сделать это, доказывал он всем, кто слушал его, и тем, кто не слушал, излагая свои идеи на досках в здании 1945, названном так по адресу на Чарльстон-роуд на северной окраине кампуса Google.

/ ИМЯ: ИЛЬЯ ПОЛОСУХИН / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ КОМПАНИИ NEAR
/ ИМЯ: ИЛЬЯ ПОЛОСУХИН / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ КОМПАНИИ NEAR

Однажды в 2016 году Ушкорейт обедал в кафе Google с учёным по имени Илья Полосухин. Уроженец Украины, Полосухин работал в Google уже около трёх лет. Его назначили в команду, обеспечивавшую выдачу ответов на прямые вопросы, задаваемые в поисковой строке. Дела шли не очень хорошо. "Чтобы отвечать на вопросы в Google.com, нужно что-то очень дешёвое и высокопроизводительное", — говорит Полосухин. "Потому что на ответ у вас есть миллисекунды". Когда Полосухин высказал свои претензии, Ушкорейт без труда придумал решение. Он предложил: "Почему бы не использовать самовнимание?" — говорит Полосухин.

Иногда Полосухин сотрудничал с коллегой по имени Ашиш Васвани. Он родился в Индии и вырос в основном на Ближнем Востоке, а затем поступил в Университет Южной Калифорнии, чтобы получить докторскую степень в элитной группе машинного перевода этого учебного заведения. После этого он переехал в Маунтин-Вью, чтобы присоединиться к компании Google — в частности, к новой организации под названием Google Brain. Он описывает Brain как "радикальную группу", которая верила, что "нейронные сети будут способствовать развитию человеческого понимания". Но он всё ещё искал большой проект, над которым можно было бы поработать. Его команда работала в здании 1965 по соседству с языковой группой Полосухина в 1945 году, и он услышал об идее самовнимания. Может быть, это тот самый проект, который был ему нужен? Он согласился работать над ним.

/ ИМЯ: АШИШ ВАСВАНИ / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР КОМПАНИИ ESSENTIAL AI
/ ИМЯ: АШИШ ВАСВАНИ / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР КОМПАНИИ ESSENTIAL AI

Вместе три исследователя составили проектную документацию под названием "Трансформеры: Итеративное самовнимание и обработка для различных задач". По словам Ушкорейта, название "трансформеры" они выбрали с самого начала. Идея заключалась в том, что этот механизм будет преобразовывать получаемую информацию, позволяя системе извлекать столько же понимания, сколько и человек, — по крайней мере, создавая иллюзию этого. К тому же у Ушкорейта были приятные детские воспоминания о том, как он играл с фигурками Hasbro. "У меня были две маленькие игрушки-трансформеры, когда я был совсем маленьким ребёнком", — говорит он. Документ заканчивался мультяшным изображением шести трансформеров в гористой местности, стреляющих друг в друга из лазеров.

В предложении, которым начинался документ, также присутствовала некоторая развязность: "Мы крутые".

В начале 2017 года Полосухин покинул Google, чтобы основать собственную компанию. К тому времени к работе подключились новые соавторы. Индийский инженер по имени Ники Пармар работала в американской компании по разработке программного обеспечения в Индии, когда переехала в США. В 2015 году она получила степень магистра в Университете Южной Калифорнии и была принята на работу во все крупные технологические компании. Она выбрала Google. Когда она начала работать, то присоединилась к Ушкорейту и работала над вариантами моделей для улучшения поиска Google.

/ ИМЯ: НИКИ ПАРМАР / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ ESSENTIAL AI
/ ИМЯ: НИКИ ПАРМАР / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ ESSENTIAL AI

Ещё одним новым участником стал Ллион Джонс. Он родился и вырос в Уэльсе и полюбил компьютеры, "потому что это не было нормальным". В Бирмингемском университете он прослушал курс по искусственному интеллекту и заинтересовался нейронными сетями — на курсе их описывали как исторический курьёз. Он получил степень магистра в июле 2009 года и, не найдя работы во время экономического спада, несколько месяцев жил на пособие. Он нашёл работу в местной компании, а затем в качестве последнего шанса отправил резюме в Google. Он получил работу и в итоге попал в отдел исследований Google, где его руководителем был Полосухин. Однажды Джонс услышал о концепции самовнимания от своего коллеги по имени Мэт Келси, и впоследствии он присоединился к команде "Трансформеры". (Позже Джонс встретил Келси и рассказал ему о проекте трансформеров. Келси не поверил. Я сказал ему: "Я не уверен, что это сработает", — что, по сути, стало самым серьёзным неверным предсказанием в моей жизни", — говорит Келси сейчас).

Работа над трансформерами привлекла других исследователей Google Brain, которые также пытались улучшить большие языковые модели. В эту третью волну вошли Лукаш Кайзер, компьютерщик-теоретик польского происхождения, и его стажёр Эйдан Гомес. Гомес вырос в небольшой фермерской деревне в канадской провинции Онтарио, где его семья каждую весну собирала кленовый сироп. На первом курсе Университета Торонто он "влюбился" в искусственный интеллект и присоединился к группе машинного обучения — лаборатории Джеффри Хинтона. Он начал связываться с людьми в Google, которые написали интересные статьи, и предлагать им идеи по расширению их работ. Кайзер попался на удочку и пригласил его на стажировку. Только спустя несколько месяцев Гомес узнал, что эти стажировки предназначены для докторантов, а не для простых студентов, как он.

Кайзер и Гомес быстро поняли, что самовнимание выглядит перспективным и более радикальным решением задачи, стоявшей перед ними. «У нас состоялся серьёзный разговор о том, хотим ли мы объединить эти два проекта», — говорит Гомес. Ответ был положительным.

Трансформерная команда занялась созданием модели самовнимания для перевода текста с одного языка на другой. Они измерили её производительность с помощью эталона BLEU, который сравнивает результат работы машины с работой человека-переводчика. С самого начала новая модель показала хорошие результаты. "К тому времени мы прошли путь от отсутствия работоспособной концепции до создания чего-то, что, по крайней мере, не уступало лучшим альтернативным подходам к LSTM, — говорит Ушкорейт. Но по сравнению с долгой кратковременной памятью "наша модель была не лучше".

Они на какое-то время застряли, пока однажды в 2017 году об их проекте случайно не услышал Ноам Шазир. Шазир был ветераном Google — он пришёл в компанию в 2000 году — и легендой компании, поскольку начинал с работы над ранней рекламной системой компании. Шазир работал над глубоким обучением в течение пяти лет и недавно заинтересовался большими языковыми моделями. Но эти модели и близко не подходили для создания плавных диалогов, которые, по его мнению, были возможны.

Как вспоминает Шазир, он шёл по коридору в здании 1965 и проходил мимо рабочего места Кайзера. Он обнаружил, что слушает оживлённую беседу. "Помню, Ашиш рассказывал об идее использования самовнимания, и Ники была очень взволнована этим. Я подумал: вау, это звучит как отличная идея. Похоже, это весёлая, умная группа людей, которая делает что-то многообещающее". Шазир нашёл существующие рекуррентные нейронные сети "раздражающими" и подумал: "Давайте заменим их!".

Присоединение Шазира к группе имело решающее значение. Такие теоретические или интуитивные механизмы, как самовнимание, всегда требуют очень тщательной реализации, часто небольшим числом опытных "магов", чтобы проявить хоть какие-то признаки жизни", — говорит Ушкорейт. Шазир сразу же приступил к колдовству. Он решил написать собственную версию кода трансформерной команды. "Я взял основную идею и додумал остальное сам", — говорит он.

Время от времени он задавал Кайзеру вопросы, но в основном, по его словам, он «просто действовал некоторое время, возвращался и говорил: "Смотрите, это работает"». Используя то, что члены команды позже описывали такими словами, как "магия", "алхимия" и "прибамбасы", он вывел систему на новый уровень.

«Это положило начало спринту», — говорит Гомес. Они были мотивированы, а также хотели успеть до 19 мая — даты подачи документов на крупнейшее событие года в области ИИ, конференцию Neural Information Processing Systems в декабре. Когда зима в Кремниевой долине сменилась весной, темп экспериментов ускорился. Они протестировали две модели трансформеров: одну, которая была создана с помощью 12 часов обучения, и более мощную версию под названием Big, которая обучалась в течение трёх с половиной дней. Они поставили их на работу по переводу с английского на немецкий.

Базовая модель превзошла всех конкурентов, а Big получила такую оценку BLEU, которая решительно побила предыдущие рекорды; при этом модель оказалась более эффективной с точки зрения вычислений. "Мы сделали это за меньшее время, чем кто-либо другой", — говорит Пармар. "И это было только начало, потому что оценка продолжала расти". Услышав это, Ушкорейт достал старую бутылку шампанского, которая валялась у него в грузовике для горных экспедиций.

Последние две недели перед дедлайном прошли в суматохе. Хотя официально некоторые члены команды всё ещё работали в здании 1945, в основном они работали в 1965, потому что тамошняя кофемашина, готовившая эспрессо на микрокухне, была получше. "Люди почти не спали", — говорит Гомес, который, будучи стажёром, жил в постоянном бешеном ритме отладки, а также создал несколько диаграмм для статьи. Обычно в таких проектах проводится абляция — вынимаются элементы, чтобы понять, достаточно ли того, что осталось, для выполнения работы.

"Там были все возможные комбинации трюков и модулей — какие помогают, какие не помогают. Давайте вырежем это. Давайте заменим это вот этим", — говорит Гомес. "Почему модель ведёт себя таким неинтуитивным образом? О, это потому, что мы не забыли сделать правильную маскировку. Это уже работает? Хорошо, переходим к следующему этапу. Все компоненты того, что мы теперь называем трансформером, стали результатом чрезвычайно быстрых, итеративных проб и ошибок". По словам Джонса, в результате всех этих манипуляций за авторством Шазира получилось "нечто минималистичное". "Ноам — волшебник".

Васвани вспоминает, как однажды ночью, пока команда писала статью, он прилёг на диван в офисе. Когда он смотрел на шторы, отделявшие диван от остальной части комнаты, его поразил рисунок на ткани, который показался ему похожим на синапсы и нейроны. Там был Гомес, и Васвани рассказал ему, что то, над чем они работают, выходит за рамки машинного перевода. "В конечном итоге, как и в случае с человеческим мозгом, вам нужно объединить все эти модальности — речь, звук, зрение — в единую архитектуру", — говорит он. "У меня было сильное предчувствие, что мы пришли к чему-то всеобъемлющему".

Однако в высших эшелонах Google эта работа рассматривалась просто как очередной интересный проект в области ИИ. Я спросил нескольких сотрудников "Трансформеров", вызывали ли их начальники для уточнения информации о проекте. Не особенно. Но "мы понимали, что это потенциально очень большое дело", — говорит Ушкорейт. "И это заставило нас задуматься над одним из предложений в конце статьи, где мы комментируем будущую работу".

Это предложение предвосхитило то, что может произойти дальше — применение трансформерных моделей практически ко всем формам человеческого самовыражения. "Мы с нетерпением ждём будущего моделей, основанных на внимании", — пишут они. "Мы планируем расширить трансформер на проблемы, связанные с модальностями ввода и вывода, отличными от текста", и исследовать "изображения, аудио и видео".

За пару ночей до дедлайна Ушкорейт понял, что им нужно название. Джонс отметил, что команда остановилась на радикальном отказе от общепринятых лучших практик, в первую очередь LSTM, ради одной техники: внимания. Джонс напомнил, что группа The Beatles назвала свою песню "All You Need Is Love" [Всё, что вам нужно – это любовь]. Почему бы не назвать работу "Всё, что вам нужно – это внимание"?

Beatles?

"Я британец", — говорит Джонс. "На это ушло буквально пять секунд размышлений. Я не думал, что ребята решат это использовать".

Они продолжали собирать результаты своих экспериментов до самого крайнего срока. "Цифры по переводу с английского на французский появились примерно за пять минут до того, как мы подали статью", — говорит Пармар. "Я сидел на микрокухне в здании 1965 и набирал последние цифры". Они отправили работу, когда до конца срока едва ли оставалась пара минут.

Google, как это делают почти все технологические компании, быстро оформила предварительные патенты на работу. Это было сделано не для того, чтобы помешать другим использовать идеи, а для того, чтобы пополнить свой патентный портфель в оборонительных целях. (Компания придерживается философии "если технологии развиваются, Google получит выгоду").

Когда трансформерная команда получила ответы от рецензентов с конференции, они были смешанными. Один был положительным, один — крайне положительным, а один — "ну, нормально", — говорит Пармар. Доклад был принят для одной из вечерних постерных сессий.

К декабрю работа вызвала большой резонанс. Четырёхчасовая сессия 6 декабря была забита учёными, желающими узнать больше. Авторы говорили до хрипоты. К 10:30 вечера, когда сессия закрылась, там всё ещё было полно народу. "Охране пришлось попросить нас уйти", — говорит Ушкорейт. Пожалуй, самым приятным моментом для него было, когда к нему подошёл компьютерщик Сепп Хохрайтер и похвалил работу — весьма комплиментарно, учитывая, что Хохрайтер был соавтором изобретения долговременной кратковременной памяти, которую трансформеры только что вытеснили из набора инструментов ИИ.


Трансформеры не мгновенно захватили мир или даже Google. Кайзер вспоминает, что примерно во время публикации статьи Шейзер предложил руководству Google отказаться от всего поискового индекса и обучить огромную сеть из трансформеров — по сути, изменить способ организации информации в Google. В тот момент даже Кайзер счёл эту идею нелепой. Теперь же принято считать, что такой переход — лишь вопрос времени.

Стартап под названием OpenAI сработал гораздо быстрее. Вскоре после публикации статьи главный исследователь OpenAI Илья Суцкевер, который был знаком с трансформерной командой ещё по работе в Google, предложил одному из своих учёных, Алеку Рэдфорду, поработать над этой идеей. Результатом стали первые продукты GPT. Как сказал мне в прошлом году генеральный директор OpenAI Сэм Альтман, "когда вышла статья о трансформерах, я не думаю, что кто-то в Google понял, что она означает".

Внутри компании картина была более сложной. "Для нас было совершенно очевидно, что трансформеры могут делать действительно волшебные вещи", — говорит Ушкорейт. "Теперь вы можете задать вопрос, почему в 2018 году Google не создал ChatGPT? Реально, мы могли бы получить GPT-3 или даже 3.5, возможно, в 2019, может быть, в 2020 году. Главный вопрос не в том, видели ли они это? Вопрос в том, почему мы ничего не сделали с тем, что увидели? Ответить сложно".

/ ИМЯ: АЙДАН ГОМЕС / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР COHERE
/ ИМЯ: АЙДАН ГОМЕС / РОД ЗАНЯТИЙ: СОУЧРЕДИТЕЛЬ И ГЕНЕРАЛЬНЫЙ ДИРЕКТОР COHERE

Многие технологические критики указывают на то, что Google превратилась из площадки, ориентированной на инновации, в бюрократическую структуру, ориентированную на конечный результат. Как сказал Гомес в интервью Financial Times, "они не модернизировались. Они не внедряли эти технологии". Но для гигантской компании, чьи технологии лидировали в отрасли и приносили огромные прибыли на протяжении десятилетий, это было бы очень смело. В 2018 году Google всё же начала внедрять трансформеры в свои продукты, начиная с переводчика. В том же году компания представила новую языковую модель на основе трансформеров под названием BERT, которую она начала применять в поиске годом позже.

Но эти внутренние изменения кажутся робкими по сравнению с квантовым скачком OpenAI и смелой интеграцией систем на основе трансформеров в линейку продуктов Microsoft. Когда в прошлом году я спросил генерального директора Сундара Пичаи, почему его компания не запустила первой такую крупную языковую модель, как ChatGPT, он ответил, что в данном случае Google считает выгодным позволить другим быть лидерами. "Мне не совсем понятно, что могло бы получиться. Дело в том, что мы можем сделать больше после того, как люди увидят, как это работает", — сказал он.

Неоспоримой истиной является то, что все восемь авторов статьи покинули Google. Компания Полосухина, Near, создала блокчейн, рыночная капитализация токенов которого составляет около 4 миллиардов долларов. В 2021 году Пармар и Васвани объединились как бизнес-партнёры, чтобы основать компанию Adept (оценка — 1 миллиард долларов), а сейчас занимаются второй компанией под названием Essential AI (финансирование — 8 миллионов долларов). Токийская компания Ллиона Джонса Sakana AI оценивается в 200 миллионов долларов. Шазир, который ушёл в октябре 2021 года, стал соучредителем компании Character AI (оценка — 5 миллиардов долларов). Эйдан Гомес, стажёр в группе, стал соучредителем компании Cohere в Торонто в 2019 году (оценка $2,2 млрд). Биотехнологическая компания Якоба Ушкорейта Inceptive оценивается в 300 миллионов долларов. Все эти компании (кроме Near) основаны на трансформерной технологии.

/ ИМЯ: ЛУКАШ КАЙЗЕР / РОД ЗАНЯТИЙ: ИССЛЕДОВАТЕЛЬ В OPENAI
/ ИМЯ: ЛУКАШ КАЙЗЕР / РОД ЗАНЯТИЙ: ИССЛЕДОВАТЕЛЬ В OPENAI

Кайзер — единственный, кто не основал компанию. Он присоединился к OpenAI и является одним из изобретателей новой технологии под названием Q*, которая, как сказал Альтман в прошлом году, "отодвинет завесу невежества назад, а границы открытий — вперёд". (Когда я попытался расспросить Кайзера об этом в нашем интервью, пиарщик OpenAI чуть ли не прыгнул через стол, чтобы заставить его замолчать).

Скучает ли Google по этим беглецам? Конечно, помимо тех, кто перешёл из компании в новые ИИ-стартапы. (Пичаи напомнил мне, когда я спросил его об уходе авторов трансформеров, что любимица индустрии OpenAI тоже не осталась в стороне: "Область ИИ очень, очень динамична", — сказал он.) Но Google может похвастаться тем, что создала среду, которая поддерживает стремление к нестандартным идеям. "Во многих отношениях Google была далеко впереди — она инвестировала в нужные умы и создала среду, в которой мы могли исследовать и расширять границы", — говорит Пармар. "Нет ничего удивительного в том, что потребовалось время, чтобы принять это. У Google на кону было гораздо больше".

Без такой среды трансформера не получилось бы. Мало того, что все авторы были сотрудниками Google, они ещё и работали в одних и тех же офисах. Встречи в коридорах и подслушанные разговоры за обедом привели к важным моментам. Группа также отличается культурным разнообразием. Шесть из восьми авторов родились за пределами США; двое других — дети двух немцев, получивших грин-карту и временно проживавших в Калифорнии, и американца в первом поколении, чья семья бежала от преследований, соответственно.

Ушкорейт, выступая из своего офиса в Берлине, говорит, что для инноваций нужны правильные условия. "Это привлечение людей, которым что-то очень нравится, и которые находятся на правильном этапе своей жизни", — говорит он. "Если у вас это есть, и вы получаете удовольствие от работы, и вы работаете над правильными задачами, и вам везёт — происходит волшебство".

Нечто волшебное произошло и между Ушкорейтом и его знаменитым отцом. После всех этих дебатов за обеденным столом Ханс Ушкорейт, как сообщает его сын, стал соучредителем компании, которая занимается созданием больших языковых моделей. Разумеется, с помощью трансформеров.

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  • 12.09.25 13:11 grace

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  • 12.09.25 15:06 michaeldavenport218

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  • 14.09.25 00:54 robertalfred175

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  • 14.09.25 00:54 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.09.25 02:37 luciajessy3

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  • 14.09.25 12:44 robertalfred175

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  • 14.09.25 12:44 robertalfred175

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  • 14.09.25 15:13 estherfords

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  • 14.09.25 17:48 robertalfred175

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  • 14.09.25 17:48 robertalfred175

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  • 14.09.25 20:49 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 22:16 Berrysmith

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  • 15.09.25 12:49 robertalfred175

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  • 15.09.25 12:49 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.25 12:49 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.09.25 12:25 aliceforemanlaw

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  • 16.09.25 12:26 aliceforemanlaw

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  • 16.09.25 13:25 marcushenderson624

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  • 16.09.25 13:25 marcushenderson624

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  • 17.09.25 02:56 peju1213

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  • 17.09.25 11:16 [email protected]

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  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 12:22 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.09.25 12:22 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.09.25 13:04 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 16:46 carolinehudso83

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  • 19.09.25 00:54 frank2025

    Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 15:27 tonykith01477

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 19.09.25 17:12 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.09.25 17:12 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

  • 20.09.25 15:05 faithlawrence

    I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.

  • 20.09.25 15:53 blessing1198

    It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].

  • 21.09.25 12:05 star1121

    Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:54 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

  • 23.09.25 14:45 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 23.09.25 19:27 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 23.09.25 22:38 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 12:22 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 24.09.25 15:50 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.09.25 15:50 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.09.25 15:50 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.09.25 19:08 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:50 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:55 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 20:52 elizabethrush89

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

  • 24.09.25 20:52 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

  • 26.09.25 12:29 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 26.09.25 15:42 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

  • 26.09.25 15:42 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

  • 26.09.25 16:40 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 16:40 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 19:08 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 26.09.25 19:53 carolinehudso83

    You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 26.09.25 22:25 Slimbella

    I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.

  • 26.09.25 22:59 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

  • 26.09.25 22:59 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

  • 27.09.25 03:07 Angela_Moore

    I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.

  • 28.09.25 00:42 Anitastar

    Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 28.09.25 01:48 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

  • 28.09.25 01:48 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

  • 28.09.25 01:49 marcushenderson624

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

  • 13:47 thomassankara

    USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.

  • 16:32 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

  • 16:32 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

  • 19:46 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( recoveryfundprovider@gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.

  • 21:06 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

  • 21:07 beverlyalex010

    I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.

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