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[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

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

"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

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

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

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

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

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

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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22 апр. 2024 г.

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 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
07.07.26 18:01 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
09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 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
31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

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15.09.26 15:45 lydiassmith567

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06.10.26 06:13 melissathomason573

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06.10.26 17:44 Darrell1717

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11.10.26 03:04 Patricia014

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13.10.26 14:14 lisalisa22

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17.10.26 12:58 melissathomason573

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17.10.26 12:58 melissathomason573

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25.10.26 14:35 lydiasmitth456

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25.10.26 14:35 lydiasmitth456

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27.10.26 01:58 KATHLEEN

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27.10.26 02:22 kimberlyhebertt6877

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27.10.26 02:22 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
27.10.26 02:25 KATHLEEN

Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.
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