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Сэм Альтман знает, как достичь AGI. Я тоже, и сейчас расскажу как

«Теперь мы уверены, что знаем, как построить AGI в том виде, в каком мы традиционно его понимали… Сейчас это звучит как научная фантастика, и даже говорить об этом как-то безумно. Все в порядке — мы уже были там раньше и не против оказаться там снова.»

Такой пост 6 января Альтман опубликовал в своем блоге. Интересно, что перед этим он даже сказал, что AGI будет при Трампе, то есть до января 2029 года. Может показаться, что он готовится к очередному раунду приема пожертвований на GPU, и это приглашение сделать пожертвование побольше. Я уверен, что это не так.

Человечество нашло дорогу, по которой можно дальше и дальше улучшать качество моделей, и мы не видим здесь никакого предела. Про эту дорогу знает Альтман, и скоро узнаете вы.

Кто я такой? Я — Сева, сейчас руковожу внедрением разных LLM в Поиске Яндекса, 8 лет занимаюсь искусственным интеллектом. Раньше я не любил термин «искусственный интеллект», в нем как будто очень много робо-терминаторской фигни. Всегда говорил, что занимаюсь машинным обучением. Нынче уже не модно машинное обучение, сейчас говорю, что делаю ИИ, работа при этом не поменялась :) Полюбил.

В этой статье вы узнаете по каким трем фундаментальным законам живет искусственный интеллект и как OpenAI и другие компании планируют достичь этого самого AGI.

Даже Альтман не знает, что такое AGI

В каком это традиционным смысле Альтман понимает AGI? Давайте дадим парочку определений, убрав колдовство, мистификацию и научную фантастику.

Искусственный интеллект — это алгоритм, которые решает задачу, которую раньше мог решать только интеллект человека (определение из «Большой российской энциклопедии»). Кто-то любит здесь говорить про сознание, чувства и прочие вещи. Я, как практик, люблю говорить только о возможностях, которые эта штука дает. С точки зрения практики, ИИ бывает двух видов.

  1. Слабый ИИ. Это интеллект, который решает какую-то узкую конкретную задачу. Это любые шахматные программы, беспилотные автомобили, рекомендательные и поисковые системы и т.д. Короче, почти весь ИИ, который вы знаете — вид слабого ИИ. В этом виде ИИ мы уже получили в конкретных задачах результаты, превосходящие любого человека. Например, приложение в моем не самом новом айфоне обыграет любого чемпиона мира по шахматам. Интересно, что шахматисты сначала расстраивались, а потом смирились и используют теперь ИИ для обучения: он помогает им находить нетривиальные ходы, продумывать позиции. Короче говоря, слабый ИИ мы делать научились.

  2. Сильный ИИ. Его я буду называть AGI или Artificial general intelligence. Это интеллект, который решает сразу все задачи, которые мог решать человек. Вообще все. ChatGPT как раз всколыхнул фантазии в соцсетях, потому что модель умела в задачи, которые ей явно не подавали в обучающее множество. Модель каким-то образом обобщается, умеет делать то, что никогда раньше не видела в обучении. Здесь то и пошли разговоры про AGI.

Разумно сделать какую-то градацию для AGI, чтобы отслеживать прогресс наступления всеобщего блаженства. В статье от DeepMind предложили такое: давайте уберем все задачи, связанные с физическим миром, зафиксируем как-то максимально широкий список интеллектуальных задач в разных областях и введем такую градацию:

Уровень 1. ИИ решает любую задачу из этого списка также, как человек, который совсем не эксперт в теме задачи (по мнению авторов, мы находимся тут)

Уровень 2 ИИ решает любую задачу из этого списка не хуже, чем лучшие 50% специалистов в области

… каждый новый уровень наращивает этот процент ...

Уровень 5 ИИ решает любую задачу из этого списка лучше любого человека — это ASI, он же Artificial Superintelligence, он же Сверх Интеллект.

Давайте считать, что наш “реалистичный AGI” — это уровень 2: хотим чтобы ИИ был медианным специалистом по всем областям. Интересно, что сам Альтман давал похожее определение: «AGI — это система искусственного интеллекта, которая может делать то, что делают очень квалифицированные люди на важных работах».

Основной вопрос, что это за работы такие, по которым соревноваться с человеком? Он стоит у вас, но явно не у Альтмана: он уж как-нибудь подберет список работ, чтобы по ним победить человека и назвать это AGI. У кого линейка, тот и главный.

Забавно, что когда OpenAI стала коммерческой компанией, они секретным образом ввели свое новое определение AGI: «AGI — это момент, когда модели OpenAI принесут минимум 100 миллиардов долларов прибыли». Такую прибыль примерно Apple генерирует за год. О времена, о нравы!

Как мы будем строить AGI

Известно всего 2 варианта научного познания: теория и эксперимент.

Я утверждаю, что теория в искусственном интеллекте практически отсутствует.

Многие думают, что ИИ-модели придумывают ученые-теоретики-математики. Они сидят со скомканным куском бумаги, грызут карандаш и иногда свои ногти, придумывая новую модель. В реальности модели придумывают инженеры, когда проводят кучу экспериментов на огромных кластерах, которые строили другие инженеры.

Почему так происходит? Мы все быстро бежим, теория за нами не поспевает. Для теории нужны какие-то предположения об архитектуре модели, на распределение данных, методе обучения, а это все меняется через пару месяцев. Так и живем.

Очень легко расстроить теоретика искусственного интеллекта
Очень легко расстроить теоретика искусственного интеллекта

Я не видел ни одной практически полезной теории, которая хоть как-то объясняла, что нужно делать, чтобы вырастить качество модели. Никаких теорем о том, как правильно выбирать гиперпараметры при обучении 30 слойного трансформера. Все передается из уст в уста (из статьи к статье), где в отдельном разделе авторы моделей пишут, с помощью какого колдовства они это получили. Хорошим тоном будет еще выложить код, потому что в обучении столько нюансов, что воспроизвести статью может быть не под силу.

Когда мы работаем с ИИ единственное, на что можно положиться — на эмпирику.

С точки зрения эмпирики, прогресс ИИ двигает всего 3 закона.

  1. Закон Мура

  2. Закон масштабирования обучения

  3. Закон масштабирования предсказания

Давайте про каждый подробнее.

Закон Мура

Стоимость вычислений экспоненциально падает со временем. Можно посмотреть по историческим данным и вывести точную формулу, но нам важен только тренд. Закон эмпирический, никакой теории нет, но мы этот тренд наблюдаем уже сотню лет. Нашел в паблике цитат такую: «1 раз — случайность, 2 раза — совпадение, 3 раза — закономерность, 4 раза — закон!». 100 лет — это тогда точно закон.

Модель GPT2, которая была невероятным прорывом 5 лет назад, сейчас может воспроизвести любой студент с бюджетом в 30$. Через несколько лет я то же самое напишу, но уже для GPT3.

Как менялась стоимость вычислений за 120 лет. Прямо скажем - подешевела.
Как менялась стоимость вычислений за 120 лет. Прямо скажем - подешевела.

Закон масштабирования обучения

У него нет конкретного имени или формулировки, его много раз замечали и в покере, и в шахматах, и вот теперь в ИИ. Одна из самых известных работ на эту тему Kaplan, et al, 2020. Закон говорит, что ошибка модели зависит от трех величин: C - сколько вычислений вы использовали для обучения, D - размер датасета, N - сколько параметров в модели. Теперь самое важное: эта зависимость офигеть какая точная.

Внизу графики из статьи, вы можете заметить, как хорошо все точки кладутся на одну ровную линию (обе оси при этом логарифмические). Наклон этой линии определяет, как модель хороша при масштабировании - чем выше наклон, тем проще растить качество.

Как закон получен? Ровно так, как вы ожидали: эмпирически. Обучали кучу раз разные LLM, ставили точку на график, удивлялись происходящему.

Ошибка модели при различных размерах вычислений, размерах датасета, числа параметров из Kaplan, et al, 2020. Оси логарифмические, в них график выглядит как линия. В оригинальных величинах это степенной закон. На первом графике показаны кривые обучения сразу множества моделей на разных датасетах, видно, что ошибка лучшей модели ложится в линейную зависимость.
Ошибка модели при различных размерах вычислений, размерах датасета, числа параметров из Kaplan, et al, 2020. Оси логарифмические, в них график выглядит как линия. В оригинальных величинах это степенной закон. На первом графике показаны кривые обучения сразу множества моделей на разных датасетах, видно, что ошибка лучшей модели ложится в линейную зависимость.

Все 3 величины, понятно, зависимы — нельзя просто сделать триллионную модель и обучаться на одном примере. Каждый график получен в предположении, что другие величины неограничены. Например, когда смотрим зависимость от размера модели, считаем, что у нас бесконечно много данных и вычислений.

Что меня поражает и должно поражать вас: это очень ровная прямая. Я таких ровных прямых не видел, когда делал лабораторные по физике (возможно, конечно, дело во мне). Именно эта прямая вселяет уверенность, что мы понимаем, как двигаться в сторону AGI.

Про закон масштабирование сам Альтман сказал следующее:

Самое важное знание, обнаруженное в моей жизни, заключалось в том, что масштабирование моделей ИИ приводит к невероятным и предсказуемым улучшениям интеллекта. У меня был странный опыт, когда я рассказывал об этом другим людям, пытаясь уговорить этих людей дать нам деньги.

Лучше и не скажешь.

C ростом параметров/данных/GPU растут все возможные метрики на различных задачах: перевод становится точнее, ответы на вопросы корректнее, задачи по математике начинают решаться. Даже текст, который генерирует модель все сложнее и сложнее отличить от текста написанного человеком.

Способность людей отличать новость, которую сгенерировала GPT от новости, написанной человеком падает с ростом модели. Для модели GPT3 (самая крайняя точка справа) она уже близка к случайным 50%.
Способность людей отличать новость, которую сгенерировала GPT от новости, написанной человеком падает с ростом модели. Для модели GPT3 (самая крайняя точка справа) она уже близка к случайным 50%.

Все архитектуры можно и нужно масштабировать. Неважно, у вас сверточная сеть, рекуррентная LSTM-сеть или трансформер. Но все они масштабируются по-разному. Так как вычисления дешевеют, нужно брать ту архитектуру, которая масштабируется максимально хорошо. За это как раз отвечает наклон прямой в законе масштабирования. Чем больше наклон — тем эффективнее архитектура масштабируется, а значит, при добавлении параметров, данных и мощностей будет скорее расти.

Ошибка модели при различных размерах моделей из Kaplan, et al, 2020 для трансформеров и LSTM сетей. При увеличении размера моделей трансфомеры продолжают эффективно масштабироваться, а LSTM сети начинают замедляться.
Ошибка модели при различных размерах моделей из Kaplan, et al, 2020 для трансформеров и LSTM сетей. При увеличении размера моделей трансфомеры продолжают эффективно масштабироваться, а LSTM сети начинают замедляться.

Это все мы уже давно видели в задачах компьютерного зрения.

Сверточные сети — огромный прорыв в машинном обучении. Архитектура, которая уничтожила всех своих предшественников в задачах компьютерного зрения. За счет чего? За счет удачных предположений, которые оказались невероятно полезны и позволили эффективно учить такие модели на миллионах изображениях.

А что будет если изображений станет на 2 порядка больше? Не миллион, не десять миллионов, а триста миллионов? Будут ли сверточные сети самым эффективным решением, или есть более удачная архитектура, у которой лучше константа законов масштабирования? Да, есть: VIT, или Vision Transformer. Та же архитектура, что для обработки текстов, но теперь и для изображений.

До 2021 года не получалась обучить трансформеры на изображениях, чтобы побить сверточную архитектуру. В статье 2021 сопротивление сверточных сетей было сломлено. Думаю, вы догадались, как авторам это удалось — они залили более универсальную архитектуру данными и железом.

Resnet - классическая сверточная сеть, ViT - картиночный трансформер. Когда данных в обучении мало, свертки легко побеждают, но если подлить побольше, более универсальная архитектура справляется лучше.
Resnet - классическая сверточная сеть, ViT - картиночный трансформер. Когда данных в обучении мало, свертки легко побеждают, но если подлить побольше, более универсальная архитектура справляется лучше.

На небольших объемах данных сверточные сети обыгрывают трансформеры, но они не так быстро растут в качестве, если данные (а значит и вычислительные мощности) начинаем подливать. Все за счет лучшего масштабирования у трансформеров. И так будет с каждым.

Не случайно во всех задачах возникает именно трансформер: это действительно универсальная архитектура, которая очень очень хорошо обучается. Трансформерами даже временные ряды предсказывают вместо классической ARIMA, на них строят рекомендательные системы вместо классической матричной факторизации. Андрей Карпатый даже как-то назвал трансформер дифференцируемым компьютером, потому что он может аппроксимировать очень сложные зависимости и очень легко обучается.

Это крепко поняли ребята из OpenAI в 2019 году, когда сделали GPT2. Поняли одни из первых, поставили на это и не ошиблись — все по законам стартапов. Дальше были GPT3, ChatGPT, GPT4 и титул самой передовой компании в мире. Сейчас этот закон поняли уже все участники рынка: Google, Amazon, Илон Маск и прочие вваливают огромные деньги в кластера для обучения моделей.

Google ворвался в гонку с опозданием примерно в полтора года от OpenAI, но у него есть огромный бизнес, деньги из которого можно тратить на кластера. Google инвестирует в новые кластера миллиарды долларов, а его модели иногда уже обходят OpenAI на публичных тестах.

Amazon стал обучать свои LLM, которые пока отстают от OpenAI, но это скорее вопрос времени, учитывая финансовые возможности компании. Amazon же проинвестировал 8 миллиардов долларов в Anthropic и теперь вместе делают гига кластер для своих LLM. Anthropic, кстати, первым смог научить LLM работать напрямую через компьютер, решая кучу рутинных задач пользователей.

Маск в рекордные даже для самого себя 122 дня собрал самый большой в мире кластер из 100 тысяч H100 На нем уже обучили Grok3. Ждем выхода, должна быть сравнима по метрикам с GPT-4o. Вообщем, конкурентов у ребят из OpenAI прибавилось.

В итоге этого всего, OpenAI потерял 16% рынка корпоративного LLM, а Anthropic нарастил свою долю на 12%. В 2025 конкуренция будет еще серьезнее, разрыв в технологии будет сокращаться. Закон масштабирования обучения наконец поняли абсолютно все.

Закон масштабирования предсказания

Илья Суцкевер, один из основателей OpenAI, на конференции NIPS обрадовал нас, что сытые годы прошли — масштабировать обучение и получать качество больше не получится. Почему? У нас закончились текстовые данные. Почему кончились данные, а не деньги? Закон Мура, который мы обсуждали ранее, работает — железо дешевеет, а данные мы с такой скоростью не успеваем производить.

LLM учатся на данных из интернета, а интернет у нас один (внезапно) и полон мусора. Коллеги из Epoch Ai провели оценку и прикинули, что всего 20% данных интернета пригодны для обучения. В зависимости от роста потребления, мы потратим все текстовые данные между 2025 и 2028 годах. Больше данных нет. Еще и в этом смысле данные — это нефть: у нас они есть, они двигают человечество, но запасы иссякают. Да, помимо текстовых данных у нас еще есть картинки/видео/аудио, но пока мы еще не научились извлекать так эффективно информацию, как для текстовых данных.

Существует наивное правило — на следующее поколение моделей (GPT5 и подобные) нужно в 100 раз больше всего. Больше данных, больше модели, больше вычислений. Следующее поколение моделей еще получит буст в качестве от масштабирования, благо дата-центры успешно строятся, да и данные еще остались. Но вот с GPT6 и далее будет трудно. Нам нужно масштабироваться как-то дальше, без масштабирования обучения. Благо у OpenAI и тут нашелся ответ.

Что делать, если уже не можете нарастить мощности для обучения моделей? Правильно, растить мощности для предсказания модели. Это умно называют растить test-time compute.

До этого мы всегда требовали от модели моментального ответа: она должна была сразу же с первого символа своего предсказания давать правильный ответ. Вы можете сразу же, с чистого листа, написать эссе, презентацию, программный код? Или вам надо сначала крепко подумать? Вот, LLM тоже надо.

В OpenAI показали, что этот подход дает невероятный прирост в метриках. Модель o1 из коробки начала рассуждать перед ответом на вопрос. O1 показала потрясающие результаты в сложных задачах, вроде математики и программирования, наголову обойдя всех предшественников, но отвечать она стала дольше, и пользоваться ей стало сильно дороже.

o1 показывает огромный рост в математике, программировании и в вопросах PhD по химии/физике/биологии.
o1 показывает огромный рост в математике, программировании и в вопросах PhD по химии/физике/биологии.

Как работает o1? OpenAI, конечно, не говорит, но мы попробуем догадаться.

Идея, что можно масштабировать вычисления в моменте предсказания не нова. Ровно также работают шахматные программы, перебирая варианты перед новым ходом. Так уже делали для нейросетей, но не для LLM, а для игры в GO. Помните AlphaGo Zero? Нейронная сеть, которая в тысячи раз меньше современных LLM, обучалась на собственных партиях и научилась играть в Го лучше любого из людей.

Что многие не знают. Если бы AlphaGo Zero не думала долго перед каждым ходом, а пыталась сразу дать ответ, она не смогла бы побить людей в го. AlphaGo сначала делает вероятностную оценку, как можно сходить, а потом запускает алгоритм Monte Carlo Tree Search. Алгоритм оценивает вероятные результаты после розыгрыша каждого хода и оценивает успешность разных ходов. Понятно, такой алгоритм требует вычислений, только уже не во время обучения модели, а во время предсказания.

Нейросеть без алгоритма поиска лучшего хода не может побить лучше игрока в го (3000 Elo). Но если добавить Monte Carlo Tree Search, Elo растет до отметки 5000. Взято из лекции Noam Brown из OpenAI
Нейросеть без алгоритма поиска лучшего хода не может побить лучше игрока в го (3000 Elo). Но если добавить Monte Carlo Tree Search, Elo растет до отметки 5000. Взято из лекции Noam Brown из OpenAI

Noam Brown, один из главных исследователей в OpenAI и создателей o1 модели, говорил о таком правиле: чтобы получить 120 очков Elo в го, нужно либо в 2 раза увеличить вычисления на обучения, либо в 2 раза увеличить вычисления на предсказание. Вот чтобы из состояния 3000 Elo (модель совсем без поиска) дойти до 5000 Elo, вам нужно на обучение потратить в 100 тысяч раз больше вычислений. После какого-то уровня, масштабировать обучение уже экономически будет невозможно, поэтому придется масштабировать предсказание.

Важно понять: технически вы можете растить обучение дальше, качество будет расти, просто экономически это глупо. Масштабирование модели = масштабирование обучения умноженное на масштабирование предсказания.

Как бы нам такое завести не для игр, а для LLM. Начнем с самого наивного варианта.

В статье со смешным названием Large Language Monkeys заставляли опенсорс модель DeepSeek-Coder-V2 генерировать сотни ответов на каждую задачку по программированию, а затем проверяли решение только у того кандидата, кто прошел все unit тесты. Таким жадным наращиванием вычислений не самая мощная опенсорс модель побила самую мощную на тот момент GPT-4o.

Вот такой нехитрый алгоритм предложен в статье: генерируем кучу вариантов ответа, потом выбираем тот, который прошел верификатор (для программирования это unit тесты).
Вот такой нехитрый алгоритм предложен в статье: генерируем кучу вариантов ответа, потом выбираем тот, который прошел верификатор (для программирования это unit тесты).

Главная хитрость этого метода: в программировании просто верифицировать решения. Когда вы выдаете разные решения, очень просто прикинуть по тестам, рабочее оно или совсем хлам. Например, для генерации сочинений так уже сделать не получится.

Такой брутфорс из Large Language Monkeys бьет не только GPT-4o, но и вообще самую лучшую модель по написанию кода. График ничего не напоминает? Такой мы уже видели для масштабирования обучения моделей
Такой брутфорс из Large Language Monkeys бьет не только GPT-4o, но и вообще самую лучшую модель по написанию кода. График ничего не напоминает? Такой мы уже видели для масштабирования обучения моделей

Из этого простого метода мы поняли, что для масштабирования предсказания LLM нам нужно ровно два компонента. Первый компонент — за счет чего мы будем растить вычисления. В статье просто генерировалась куча вариантов ответа на один вопрос. Второй компонент - как мы поймем, что мы идем в правильном направлении. В статье были unit тесты, но они есть не всегда и не всегда все покрывают.

Начнем с первого компонента. Когда человеку надо крепко подумать, он не придумывает 100 решений, а потом выбирает между ними. Он рассуждает. Кажется, что решение сложной задачи через рассуждения, чем-то похоже на игру в го. У вас есть итоговая цель (решение задачи) и логические ходы, которые вы можете делать. В этом смысле рассуждение это ничто иное как поиск. Ровно такой же поиск, который мы делали в го с помощью Monte Carlo Tree Search. Только там мы находили ход, который приблизит нас к победе в игре, а теперь надо найти мысль, которая решит задачу. Нащупали идею, да?

Теперь второй компонент. Рассуждений можно придумать бесконечно много. Нужно уметь как-то проверять, какие рассуждения правильные, а какие нет. И делать это не только юнит тестами для программирования, нужен общий подход для всех задач. И нам не очень хочется генерировать миллиард вариантов рассуждений и все их тестировать, как в статье — это очень дорого. Нужно проверять не в самом конце, когда уже готов финальный ответ, а в моменте генерации нового логического шага. Так ваша задача сильно упростится — не нужно тратить силы на цепочку рассуждений, когда уже после двух шагов понятно, что мы куда-то идем не туда. Во всех играх такой верификатор есть: если вам прилетит мат в 2 хода, то пошли вы слабо. Значит, нам надо создать такой верификатор. Тогда можем просто запустить какой-то алгоритм поиска и найти самый хороший логический ход.

Думаю, теперь то вы точно нащупали, к чему все идет.

В 2023 году OpenAI выпускает статью Let’s Verify Step by Step, в которой они строят верификатор и учат модель рассуждать. Думаю, что это статья предвестник o1, вышедшей в 2024. Статья фокусируется на решении математических задач. В статье промптом заставили модель рассуждать шаг за шагом, а затем каждый шаг рассуждения рассуждения разметили разметчиками - приближает ли он к решению проблемы или он вообще ошибочный.

Интерфейс разметки в статье Let’s Verify Step by Step. Разметчики проверяют каждый шаг рассуждения модели при решении сложной задачи. Это отнсительно просто, так как рассматриваются математические задачи
Интерфейс разметки в статье Let’s Verify Step by Step. Разметчики проверяют каждый шаг рассуждения модели при решении сложной задачи. Это отнсительно просто, так как рассматриваются математические задачи

В итоге разметили датасет PRM800K, в котором 800 тысяч таких размеченных логических шагов. На этом датасете обучили верификатор, который предсказывает корректность каждого шага рассуждений. Когда такой верификатор есть, мы уже можем выбрать решение, у которого нет никаких логических ошибок. Все ровно как в играх. Такой метод позволяет на 25% поднять точность решения математических задач.

Теперь все будут масштабировать также. Примерно таким же образом, как мы с вами обсудили, уже делают опенсорсные решение. Модели в облаке, конечно, будут стоить сильно дороже…

Конечно, такой сложный поиск требует дополнительных ресурсов. OpenAI в ананосе o1 показал график, как растет качество модели при масштабировании по двум осям: обучения и предсказания.

Точность решения задач по математике при масштабировании обучения и при масштабировании предсказания для o1. Теперь масштабирование идет по двум осям.
Точность решения задач по математике при масштабировании обучения и при масштабировании предсказания для o1. Теперь масштабирование идет по двум осям.

Теперь вы понимаете, почему такой дикий прирост происходит именно для программирования и математики. Там очень понятно, как строить верификатор.

Спустя всего 3 месяца после релиза o1 вышла модель o3 (решили сразу замахнуться на o3, чтобы избежать конфликта с британской телеком компанией o2). Здесь про AGI шутить перестали даже скептики.

O3 смогла побить человека на задачах, которые 5 лет не могли покориться машинам - визуальным головоломкам. Такой набор задач предложили в статье в 2019 году и назвали ARC-AGI. Автор определял AGI как способность осваивать новые навыки, которых ранее не было в обучающем множестве. Поэтому ARC-AGI так сложно давался моделям. Каждая задача в этом наборе уникальная — она отдельно разрабатывалась и все задачи тестируют разные аспекты интеллекта. Сама проверочная выборка, разумеется, нигде не была опубликована.

Пример одной головоломки из ARC-AGI.
Пример одной головоломки из ARC-AGI.

GPT3 в 2020 году решал ровно 0 таких задач. GPT-4o в 2024 году решал целых 5%.

Среднестатистический человек решает 75% задач. O1, немного подумав, решал уже 31% задач. O3, крепко крепко подумав, правильно решает 88% задач.

Крепкое думанье стоит денег. Пока модель рассуждает, она пишет тексты, расходует GPU. Чтобы сделать предсказание модели o3 на на одном примере из ARC-AGI, OpenAI тратила 1000 долларов. Для сравнения, сам автор соревнования говорит, что ему люди решали эти же самые задачки по 5 долларов за штуку. Пока выглядит, что ИИ дороже людей, но думаю, мы сможем чуть-чуть оптимизировать.

Конечно, побить человека на ARC-AGI не значит, что o3 это AGI. Об этом говорят и сами авторы соревнования. Это просто очень сложный бенчмарк, который спроектирован таким образом, что прошлые поколения моделей не могли с ним справиться. Мы научились эффективно (1000 долларов за пример, ха-ха) масштабировать предсказание модели. Тем самым, смогли решать те задачи, которые год назад нам казались нереальными. Кстати, авторы ARC-AGI, они уже выпустили анонс, что готовят новый крепкий орешек для моделей — ARC-AGI-2, в котором модели смогут решить ну максимум 30% задач. Выпустят то они выпустят, но не думаю, что с таким прогрессом он продержится больше года.

Что важно: o3 вышло спустя всего 3 месяца после релиза o1 и уничтожила o1 по метрикам. Мы только начали масштабировать предсказания, только завели самые первые алгоритмы - у нас огромное поле непаханное для экспериментов. В 2025 году нас ждет огромное множество рассуждающих моделей.

Масштабированием обучения мы занимаемся несколько лет и там прогресс явно медленнее идет: GPT-5 мы 2 года ждем и инвесторы уже беспокоятся...

Заключение

Я легко умещу основную идею в один абзац. Даже немного стало обидно, что идея не так велика, как мне казалось изначально.

Выберите правильные алгоритмы, которые вы можете масштабировать. Дальше масштабируйте обучение модели и масштабируйте предсказание модели. Да, и еще не забывайте про закон Мура — он поможет вам не разориться.

Примерно тоже самое говорил Ричард Саттон в своем Bitter Lesson еще в 2019:

Главное, что следует помнить — великую силу методов, которые продолжают масштабироваться с увеличением вычислений, даже когда доступные вычисления становятся очень большими. Два метода, которые масштабируются произвольно таким образом: это поиск и обучение.

Поиск и обучение. Ровно те два метода, о которых мы рассуждали в статье. Мы мастерски научились масштабировать обучение. Пришло время поиска.

Об авторе

Друзья, спасибо, что дочитали эту статью до конца! Буду рад любым комментариям и замечаниям.

Подписывайтесь на мой телеграм канал, где я рассказываю про самое важное из мира искусственного интеллекта, а главное — как это воплощать на практике.

P.S. Огромное спасибо за редактору Юлии Булгатовой.

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  • 18.01.25 12:41 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 20.01.25 15:39 patricialovick86

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  • 22.01.25 21:43 DoraJaimes23

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  • 23.01.25 02:37 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 14:20 nellymargaret

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  • 26.01.25 03:54 [email protected]

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  • 02.02.25 20:53 Michael9090

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  • 06.02.25 19:42 Marta Golomb

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  • 08.02.25 05:45 [email protected]

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  • 08.02.25 05:46 [email protected]

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  • 11.02.25 04:24 heyemiliohutchinson

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  • 11.02.25 22:46 jimmybrown

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  • 13.02.25 16:50 andytom798

    I lost $210,000 worth of Bitcoin to a group of fake blockchain impostors on Red note, a Chinese app. They contacted me, pretending to be official blockchain support, and I was misled into believing they were legitimate. At the time, I had been saving up in Bitcoin, hoping to take advantage of the rising market. The scammers were convincing, and I made the mistake of trusting them with access to my blockchain wallet. To my shock and disbelief, they stole a total of $10,000 worth of Bitcoin from my wallet. It was devastating, as this amount represented all of my hard-earned savings. I was in utter disbelief, feeling foolish for falling for their deceptive tactics. I felt lost, as though everything I had worked towards was taken from me in an instant. Thankfully, my uncle suggested I reach out to an expert in cryptocurrency recovery. After doing some research online, I came across CYBERPOINT RECOVERY COMPANY. I was hesitant at first, but their positive reviews gave me some hope. I decided to contact them directly and explained my situation, including the amount I had lost and how the scammers had gained access to my account. To my relief, the team at CYBERPOINT RECOVERY responded quickly and assured me they could help. They launched a detailed recovery program, using advanced tools and techniques to trace the stolen Bitcoin. Within a matter of days, they successfully recovered my full $210,000 worth of Bitcoin, and they even identified the individuals behind the scam. Their expertise and professionalism made a huge difference, and I was incredibly grateful for their support. If you find yourself in a similar situation, I highly recommend reaching out to Cyber Constable Intelligence. They helped me recover my funds when I thought all hope was lost. Whether you’ve lost money to scammers or any other form of online fraud, they have the knowledge and resources to help you get your funds back. Don’t give up there are experts who can help you reclaim what you’ve lost. I’m sharing my story to hopefully guide others who are going through something similar. Here's Their Info Below ([email protected]) or W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7

  • 13.02.25 16:52 birenderkumar20101

    I was able to reclaim my lost Bitcoin assets worth of $480,99 which i had lost to the scam company known as Capitalix fx a scam company pretending to be an investment platform which alot of people including myself have lost their funds to, sadly not all would be fortunate enough to retrieve back their funds like I did but if you’re reading this today then you’re already a step closer towards regaining your lost digital assets, CYBERPOINT RECOVERY COMPANY successfully retrieved back my funds in less than of 48hours after I sought for their help to get back my funds. This experience has taught me the importance of carrying out my due diligence before embracing any financial opportunity presented to me and while risk taking may be a part of the journey, some risks are not worth taking and never again will I involve myself with any online financial investment. It’s only right that we seek for external intervention and support of a higher knowledge system when it comes to digital assets recovery, Get in contact today with the team to get started on Email: ([email protected])

  • 13.02.25 17:37 eunice49954

    Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. 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 $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s 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 at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.

  • 14.02.25 02:50 Vladimir876

    I was able to reclaim my lost Bitcoin assets worth of $480,99 which i had lost to the scam company known as Capitalix fx a scam company pretending to be an investment platform which alot of people including myself have lost their funds to, sadly not all would be fortunate enough to retrieve back their funds like I did but if you’re reading this today then you’re already a step closer towards regaining your lost digital assets, CYBERPOINT RECOVERY COMPANY successfully retrieved back my funds in less than of 48hours after I sought for their help to get back my funds. This experience has taught me the importance of carrying out my due diligence before embracing any financial opportunity presented to me and while risk taking may be a part of the journey, some risks are not worth taking and never again will I involve myself with any online financial investment. It’s only right that we seek for external intervention and support of a higher knowledge system when it comes to digital assets recovery, Get in contact today with the team to get started on Email: ([email protected]) or W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7

  • 14.02.25 02:56 christophadelbert3

    Я был в полном смятении, когда потерял все свои сбережения, инвестируя в криптовалюту. Со мной связалась онлайн женщина по электронной почте, выдавая себя за менеджера по работе с клиентами банка, которая сказала мне, что я могу удвоить свои сбережения, инвестируя в криптовалюту. Я никогда не думал, что это будет мошенничество, и я потеряю все. Это продолжалось неделями, пока я не понял, что меня обманули. Вся надежда была потеряна, я был опустошен и разорен, к счастью для меня, я наткнулся на статью в моем местном бюллетене о CYBERPUNK RECOVERY Bitcoin Recovery. Я связался с ними и предоставил всю информацию по моему делу. Я был поражен тем, как быстро они вернули мои криптовалютные средства и смогли отследить этих мошенников. Я действительно благодарен за их услуги и рекомендую CYBERPUNK RECOVERY всем, кому нужно вернуть свои средства. Настоятельно рекомендую вам связаться с CYBERPUNK, если вы потеряли свои биткойны USDT или ETH из-за инвестиций в биткойны Электронная почта: ([email protected]) W.h.a.t.s.A.p.p (+.1.7.6.0.9.2.3.7.4.0.7)

  • 14.02.25 02:56 christophadelbert3

    I was in total dismay when I lost my entire savings investing in cryptocurrency, I was contacted online by a lady through email pretending to be an account manager of a bank, who told me I could make double my savings through cryptocurrency investment, I never imagined it would be a scam and I was going to lose everything. It went on for weeks until I realized that I have been scammed. All hope was lost, I was devastated and broke, fortunately for me, I came across an article on my local bulletin about CYBERPUNK RECOVERY Bitcoin Recovery, I contacted them and provided all the information regarding my case, I was amazed at how quickly they recovered my cryptocurrency funds and was able to trace down those scammers. I’m truly grateful for their service and I recommend CYBERPUNK RECOVERY to everyone who needs to recover their funds urge you to contact CYBERPUNK if you have lost your bitcoin USDT or ETH through bitcoin investment Email: ([email protected]) WhatsApp (+17609237407)

  • 14.02.25 15:33 prelogmilivoj

    I never imagined I would find myself in a situation where I was scammed out of such a significant amount of money, but it happened. I became a victim of a fake online donation project that cost me over $30,000. It all started innocently enough when I was searching for assistance after a devastating fire incident in California. While looking for support, I came across an advertisement that seemed to offer donations for fire victims. The ad appeared legitimate, and I reached out to the project manager to inquire about how to receive the donations. The manager was very convincing and insisted that in order to qualify for the donations, I needed to pay $30,000 upfront. In return, I was promised $1 million in donations. It sounded a bit too good to be true, but in my desperate situation, I made the mistake of believing it. The thought of receiving a substantial amount of help to rebuild after the fire clouded my judgment, and I went ahead and sent the money. However, after transferring the funds, the promised donations never arrived, and the manager disappeared. That’s when I realized I had been scammed. Feeling lost, helpless, and completely betrayed, I tried everything I could to contact the scammer, but all my efforts were in vain. Desperation led me to search for help online, hoping to find a way to recover my money and potentially track down the scammer. That’s when I stumbled upon several testimonies from others who had fallen victim to similar scams and had been helped by a company called Tech Cyber Force Recovery. I reached out to them immediately, providing all the details of the scam and the information I had gathered. To my immense relief, the experts at Tech Cyber Force Recovery acted swiftly. Within just 27 hours, they were able to locate the scammer and initiate the recovery process. Not only did they help me recover the $30,000 I had lost, but the most satisfying part was that the scammer was apprehended by local authorities in their region. Thanks to Tech Cyber Force Recovery, I was able to get my money back and hold the scammer accountable for their actions. I am incredibly grateful for their professionalism, expertise, and dedication to helping victims like me. If you have fallen victim to a scam or fraudulent activity, I highly recommend contacting Tech Cyber Force Recovery. They provide swift and efficient recovery assistance, and I can confidently say they made all the difference in my situation. ☎☎ 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ ☎☎ 📩 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ 📩

  • 14.02.25 22:12 eunice49954

    Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. 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 $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s 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 at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.

  • 15.02.25 02:51 Michelle Lynn

    Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com

  • 15.02.25 02:51 Michelle Lynn

    Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com, WhatsApp Info: 1 (252) 378-7611

  • 16.02.25 01:01 Peter

    I fell victim to a crypto scam and lost a significant amount of money. What are the most effective strategies to recover my funds? I've heard about legal actions, contacting authorities, and hiring recovery experts, but I'm not sure where to start. Can you provide some guidance on the best ways to recover money lost in a crypto scam? Well if this is you, [email protected] gat you covered get in touch and thank me later

  • 16.02.25 20:06 eunice49954

    Agent Lopez specializes in recovering stolen cryptocurrencies, especially Bitcoin/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 18.02.25 19:35 donovancristina

    Now, I’m that person sharing my success story on LinkedIn, telling others about the amazing team at TECH CYBER FORCE RECOVERY who literally saved my financial life. I’ve also become that guy who proudly shares advice like “Always back up your wallet, and if you don’t have TECH CYBER FORCE RECOVERY on speed dial.” So, a big thank you to TECH CYBER FORCE RECOVERY if I ever get a chance to meet the team, I might just offer to buy them a drink. They’ve earned it. FOR CRYPTO HIRING WEBSITE WWW://techcyberforcerecovery.com WHATSAPP : ⏩ wa.me/15617263697

  • 18.02.25 22:13 keithphillip671

    WhatsApp +44,7,4,9,3,5,1,3,3,8,5 Telegram @Franciscohack The day my son uncovered the truth—that the man I entrusted my hopes of wealth and companionship with through a cryptocurrency platform was a cunning scammer was the day my world crumbled. The staggering realization that I had been swindled out of 150,000.00 Euro worth of Bitcoin left me in a state of profound despair. As a 73-year-old grappling with loneliness, I had sought solace in what I believed to be a genuine connection, only to find deceit and betrayal. Countless sleepless nights were spent in tears, mourning not only the financial devastation but also the crushing blow to my trust. Attempts to verify the authenticity of our interactions were met with hostility, further deepening my sense of isolation. Through the loss it was my son who became my beacon of resilience. He took upon himself the arduous task of tracing the scam and seeking justice on my behalf. Through meticulous effort and determination, he unearthed {F R A N C I S C O H A C K}, renowned for their expertise in recovering funds lost to cryptocurrency scams. Entrusting them with screenshots and evidence of the fraudulent transactions, my son initiated the journey to reclaim what had been callously taken from me. {F R A N C I S C O H A C K} approached our plight with empathy and unwavering professionalism, immediately instilling a sense of confidence in their abilities. Despite my initial skepticism, their transparent communication and methodical approach reassured us throughout the recovery process. Regular updates on their progress and insights into their strategies provided much-needed reassurance and kept our hopes alive amid the uncertainty. Their commitment to transparency and client welfare was evident in every interaction, fostering a sense of partnership rather than mere service. Miraculously, in what felt like an eternity but was actually an impressively brief period, {F R A N C I S C O H A C K} delivered the astonishing news—I had recovered the entire 150,000.00 Euro worth of stolen Bitcoin. The flood of relief and disbelief was overwhelming, marking not just the restitution of financial losses but the restoration of my faith in justice. {F R A N C I S C O H A C K} proficiency in navigating the intricate landscape of blockchain technology and online fraud was nothing short of extraordinary. Their dedication to securing justice and restoring client confidence set them apart as more than just experts—they were steadfast allies in a fight against digital deceit. What resonated deeply with me {F R A N C I S C O H A C K} integrity and compassion. Despite the monumental recovery, they maintained transparency regarding their fees and ensured fairness in all dealings. Their proactive guidance on cybersecurity measures further underscored their commitment to safeguarding clients from future threats. It was clear that their mission extended beyond recovery—it encompassed education, prevention, and genuine advocacy for those ensnared by cyber fraud. ([email protected]) fills me with profound gratitude. They not only rescued my financial security but also provided invaluable emotional support during a time of profound vulnerability. To anyone navigating the aftermath of cryptocurrency fraud, I wholeheartedly endorse {F R A N C I S C O H A C K}. They epitomize integrity, expertise, and unwavering dedication to their clients' well-being. My experience with {F R A N C I S C O H A C K} transcended mere recovery—it was a transformative journey of resilience, restoration, and renewed hope in the face of adversity.

  • 21.02.25 07:42 daniel231101

    I never thought I would fall victim to a crypto scam until I was convinced of a crypto investment scam that saw me lose all my entire assets worth $487,000 to a crypto investment manager who convinced me I could earn more from my investment. I thought it was all gone for good but I kept looking for ways to get back my stolen crypto assets and finally came across Ethical Hack Recovery, a crypto recovery/spying company that has been very successful in the recovery of crypto for many other victims of crypto scams and people who lost access to their crypto. I’m truly grateful for their help as I was able to recover my stolen crypto assets and get my life back together. I highly recommend their services EMAIL ETHICALHACKERS009 AT @GMAIL DOT COM whatsapp +14106350697

  • 21.02.25 21:38 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 22.02.25 18:01 benluna0991

    Mark Zuckerberg. That’s the name I was introduced to when I first encountered the cryptocurrency mining platform, WHATS Invest. A person claiming to be Zuckerberg himself reached out to me, saying that he was personally backing the platform to help investors like me earn passive income. At first, I was skeptical—after all, how often do you get a direct connection to one of the world’s most famous tech entrepreneurs? But this individual seemed convincing and assured me that many people were already seeing substantial returns on their investments. He promised me a great opportunity to secure my financial future, so I decided to take the plunge and invest $10,000 into WHATS Invest. They told me that I could expect to see significant returns in just a few months, with payouts of at least $1,500 or more each month. I was excited, believing this would be my way out of financial struggles. However, as time passed, things didn’t go according to plan. Months went by, and I received very little communication. When I finally did receive a payout, it was nowhere near the $1,500 I was promised. Instead, I received just $200, barely 13% of what I had expected. Frustrated, I contacted the support team, but the responses were vague and unhelpful. No clear answers or solutions were offered, and my trust in the platform quickly started to erode. It became painfully clear that I wasn’t going to get anywhere with WHATS Invest, and I began to worry that my $10,000 might be lost for good. That's when I discovered Certified Recovery Services. Desperate to recover my funds, I decided to reach out to them for help. In just 24 hours, they worked tirelessly to recover the majority of my funds, successfully retrieving $8,500 85% of my initial investment. I couldn’t believe how quickly and efficiently they worked to get my money back. I’m extremely grateful for Certified Recovery Servicer's fast and professional service. Without them, I would have been left with a significant loss, and I would have had no idea how to move forward. If you find yourself in a similar situation with WHATS Invest or any other platform that isn’t delivering as promised, I highly recommend reaching out to Certified Recovery Services They were a lifesaver for me, helping me recover nearly all of my funds. It's reassuring to know that trustworthy services like this exist to help people when things go wrong. They also specialize in recovering money lost to online scams, so if you’ve fallen victim to such a scam, don’t hesitate to contact Certified Recovery Services they can help! Here's Their Info Below: WhatsApp: +1(740)258‑1417 mail: [email protected], [email protected] Website info; https://certifiedrecoveryservices.com

  • 23.02.25 22:00 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 06:36 ANDREW DAVIS

    RECOVER YOUR SCAMMED FUNDS AND CRYPTOCURRENCY VIA SPOTLIGHT RECOVERY Professional hackers at Spotlight Recovery provide services for compromised devices, accounts, and websites as well as for recovering stolen bitcoin and money from scams. They finish their work safely and quickly. Their order has been fulfilled since day one, and the victim will never be conscious of the outside entrance. Very few even attempt to give critical information, look into network security, or discreetly discuss personal issues. The Spotlight Recovery Crew helped me recover $264,000 that was stolen from my corporate bitcoin wallet, and I appreciate them giving me further details on the unidentified people. In the event that you have been defrauded of your hard-earned cash or bitcoins, contact SPOTLIGHT RECOVERY CREW at Contact: [email protected]

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 27.02.25 12:46 monikaguttmacher

    Weddings are supposed to be magical, but the months leading up to mine were anything but. Already, wedding planning was a high-stress, sleep-deprived whirlwind: endless details to manage, from venue deposits and guest lists to dress fittings and vendor contracts. But nothing-and I mean, nothing-compared to the panic that washed over me when I realized that somehow, I had lost access to my Bitcoin wallet-with $600,000 inside. It happened in the worst possible way. In between juggling my to-do lists and trying to keep my sanity intact, I lost my seed phrase. I went through my apartment like a tornado, flipping through notebooks, checking every email, every file-nothing. I sat there in stunned silence, heart pounding, trying to process the fact that my entire savings, my security, and my financial future might have just vanished. In utter despair, I vented to my bridesmaid's group chat for some sympathetic words from the girls. Instead, one casually threw out a name that would change everything in a second: "Have you ever heard of Tech Cyber Force Recovery? They recovered Bitcoin for my cousin. You should call them." I had never heard of them before, but at that moment, I would have tried anything. I immediately looked them up, scoured reviews, and found story after story of people just like me—people who thought they had lost everything, only for Tech Cyber Force Recovery to pull off the impossible. That was all the convincing I needed. From the very first call, I knew I was in good hands. Their team was calm, professional, and incredibly knowledgeable. They explained the recovery process in a way that made sense, even through my stress-fogged brain. Every step of the way, they kept me informed, reassured me, and made me feel like this nightmare actually had a solution. And then, just a few days later, I got the message: "We have recovered your Bitcoin." (EMAIL. support @ tech cyber force recovery . com) OR WHATSAPP (+1 56 17 26 36 97) I could hardly believe my eyes: Six. Hundred. Thousand. Dollars. In my hands again. I let out my longest breath ever and almost cried, relieved. It felt like I woke up from a bad dream, but it was real, and Tech Cyber Force Recovery had done it. Because of them, I walked down the aisle not just as a bride, but as someone who had dodged financial catastrophe. Instead of spending my honeymoon stressing over lost funds, I got to actually enjoy it—knowing that my wallet, and my future, were secure. Would I refer to them? In a heartbeat. If you ever find yourself in that situation, please don't freak out, just call Tech Cyber Force Recovery. They really are the real deal.

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  • 07.03.25 15:18 Ariduk

    BEST LINK FOR RECOVERY SCAM ON TRADING INVESTMENT AND OTHERS TROUBLESHOOT?  Welcome To General Hacking Techniques Service known as DHACKERS.  Year 2025 we are active and best in what we do, as we give Solution to every problem concerning Web3 INTERNET activities, we guide you right to a positive fund Recovery e.t.c. Question From Most of Our Client, HOW POSSIBLE AND TIME WILL IT TAKE TO RECOVERY LOST OR SCAM  FUND? Our Answer.  Yes is 89.9% possible and how long it takes your Fund to be recovered depend on you.  The fact is there are lot of fake binary investment companies out their, same a lot fake recovery companies and agents too.                   CAUTION 1). Make sure you ask one or two questions concerning the service and how they render there recovery services. 2) Do not give out your scammed details to any agent or hacker when you are not yet ready to recover back your fund. 3) do not make any payment when you are not sure of the service if you are to make one. (4) We discovered that most of this fake hacker or agent do give us scam details, playing the victim, because they can afford the service charge. 5) As long you have your scam details with you, you can recover your fund back anytime any-day with the right channel. Contact us from our Front Desk. [email protected] For advice and services, our standby Guru email. [email protected] [email protected]  List of Service. ▶️Binary Recovery ▶️Data Recovery  ▶️University Result Upgraded ▶️Clear your Internet Blunder and controversy  ➡️Increase your Credit Score  ➡️Wiping of Criminal Records  ➡️Social Media Hack  ➡️Blank ATM Card  ➡️Load and wipe ➡️Phone Hacking ➡️Private Key Reset etc.  For quick response. Email [email protected]  Border us with your jobs and allow us give you positive result with our hacking skills.  All Right Reserved (c)2025

  • 08.03.25 04:42 andreassenhedda

    If you’ve fallen victim to online scammers who have deceived you into investing your hard-earned money through fraudulent Bitcoin schemes, know that you're not alone. Countless individuals have been misled by scammers using various tactics to swindle money through deceptive investment platforms or promises of high returns. These scams often come in the form of fake cryptocurrency investments, Ponzi schemes, or phishing scams designed to steal your Bitcoin and other assets. Unfortunately, many victims suffer not only financial loss but also the psychological toll of realizing they’ve been taken advantage of. In some cases, scammers go even further, threatening legal consequences or using intimidation to keep victims silent. However, all hope is not lost. There are ways to recover your funds and potentially even bring those responsible to justice. One promising resource that can assist in reclaiming lost funds is Lee Ultimate Hacker, a trusted platform designed to help victims of online fraud. This service specializes in helping individuals who have been scammed through cryptocurrency investments or similar schemes. The platform’s expertise can help you navigate the process of recovering your money, giving you a chance to fight back against those who’ve wronged you. To begin the recovery process, it’s important to gather any proof of payment or transaction history involving the scammers. This evidence is crucial in tracing the flow of funds and identifying the scam operation behind it. Once you have collected your documentation, you can reach out to Lee Ultimate Hacker via LEEULTIMATEHACKER @ AOL . COM or wh@tsapp +1 (715) 314 - 9248 for assistance. They offer professional services to investigate fraudulent schemes, track Bitcoin transactions, and work to reverse fraudulent transfers. The recovery process can be complex and requires expert knowledge of blockchain technology and financial investigations, but with the help of a dedicated team, you’ll have a better chance of seeing your funds returned. In addition to helping you recover your assets, Lee Ultimate Hacker also works towards identifying the scammers and reporting them to the appropriate authorities. They understand the urgency of halting these fraudsters before they can victimize others. With their assistance, you not only increase the chances of recovering your funds but also play a part in holding cybercriminals accountable. If you've been affected by Bitcoin scams or other fraudulent online activities, reaching out to a service like Lee Ultimate Hacker can provide hope and a clear path forward. Their team can guide you through the recovery process, offering expert support while you take steps to reclaim what you’ve lost. It’s time to take action and work toward reclaiming your hard-earned money.

  • 08.03.25 18:20 Diegolola514gmail.com

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  • 12.03.25 05:35 cholevasaca

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