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Н Новости

Мир после GPT-5: как одна презентация обрушила веру в технологическое чудо

Звезда смерти. Фото: stunt / Wallpapers.com
Звезда смерти. Фото: stunt / Wallpapers.com

Бизнесмены и энтузиасты затаили дыхание. Гендиректор OpenAI Сэм Альтман обещал ни много ни мало РЕВОЛЮЦИЮ. В соцсетях он намекал, что GPT-5 станет «Звездой смерти» (космическая станция из «Звёздных войн») в мире искусственного интеллекта.

Изображение “Звезды смерти”, опубликованное Альтманом в соцсети X
Изображение «Звезды смерти», опубликованное Альтманом в соцсети X

Американский предприниматель заявил, что новая модель будет обладать интеллектом уровня доктора наук. Казалось, вот‑вот появится тот самый сверхразум.

И вот, наконец, презентация состоялась. Новая модель хоть и стала быстрее и точнее предыдущих, но это никак нельзя было назвать тем самым гигантским скачком. Вместо «Звезды смерти» публика увидела «новый iPhone», который мало чем отличается от предыдущего.

Презентация GPT-5. Скриншот с YouTube-канала OpenAI
Презентация GPT-5. Скриншот с YouTube‑канала OpenAI

Презентация, задуманная как триумф, обернулась оглушительным провалом. В Reddit и соцсети X на главу OpenAI обрушился шквал критики. Люди требовали вернуть им предыдущую, по их мнению, более «человечную» версию GPT-4o, а сам Альтман был вынужден оправдываться за «разбитые надежды».

В какой‑то степени глава техногиганта не врал. Это событие стало по‑настоящему переломным моментом, который обнажил горькую правду…

Часть I: Золотая эпоха ИИ

Чтобы понять масштаб разочарования, нужно вспомнить, как мы к этому пришли. Раньше каждая новая LLM (большая языковая модель) удивляла. GPT-2, выпущенная в 2019 году, могла писать связный текст, но часто его логика была странной, а предложения — абсурдными. Тогда никто не воспринимал технологию всерьез.

В 2020 году появилась GPT-3. Абзацы теперь состояли из полноценных и осмысленных фраз. Новая модель могла написать целую статью, сгенерировать код для простого сайта и даже вести достаточно человеческий диалог. Именно в этот момент мир начинает заявлять, что будущее уже здесь.

Спустя три года OpenAI представила GPT-4. Это был настоящий прорыв того времени. Модель могла рассуждать, проходить экзамены для юристов и врачей, анализировать большие объемы данных, творить вместе с человеком. Создавалось впечатление, что мы на пороге технологической революции. Каждая последующая промежуточная модель, в том числе GPT-4o и GPT‑o3, была прыжком веры, который превосходил все ожидания.

Все это укрепило веру бизнеса и обычных пользователей в то, что следующий шаг перевернет нашу реальность.

Часть II: GPT – блеклая тень ИИ?

GPT-5 так и не стала «сверхразумом». Отсюда возникает вопрос, а является ли LLM искусственным интеллектом?

Глава 1. T9 на стероидах

Ноам Хомский. Фото: STRINGER Mexico / Reuters
Ноам Хомский. Фото: STRINGER Mexico / Reuters

Многие полагают, что LLM — это полноценный ИИ, так как владение языком принято считать главным признаком интеллекта. В своём эссе The False Promise of ChatGPT («Ложное обещание ChatGPT») известный американский лингвист Ноам Хомский отмечает, что хоть LLM и впечатляют, они не являются проявлением настоящего разума. По его словам, в основе развития больших языковых моделей лежит машинное обучение, которое ошибочно принимается за искусственный интеллект.

Ученый подчеркивает, что такие модели как GPT просто находят закономерности в огромных объёмах данных для генерации статистически вероятных результатов. Представьте, что у вас есть огромная библиотека, где собраны все книги, статьи и разговоры, которые когда‑либо существовали. GPT прочитала их всех. Она не понимает смысла слов, но замечает, что после слова «солнце» часто идёт слово «светит», а после «кошка» — «мяукает». Машина запоминает эти закономерности.

Когда вы задаёте чат‑боту вопрос, он не думает, а просто ищет в своей памяти, какие слова должны стоять рядом с вашими. Это как автозамена на смартфоне, только во много раз сложнее — своего рода T9 на стероидах.

Эмили Бендер. Фото: University of Washington
Эмили Бендер. Фото: University of Washington

Именно по этой причине лингвист Эмили Бендер назвала большие языковые модели «стохастическими попугаями» (stochastic parrots). Основная идея заключается в том, что LLM генерирует тексты по шаблону, не понимая их смысла, подобно тому, как попугай имитирует речь.

Термин стал настолько популярен, что его иронично использовал Сэм Альтман. В соцсети X он написал следующее: «Я стохастический попугай, и вы тоже».

Пост Сэма Альтмана в соцсети X
Пост Сэма Альтмана в соцсети X

Этим он намекнул, что человеческая речь также во многом является вероятностным предсказанием следующего слова.

Глава 2. Причинно-следственные связи

Ноам Хомский подчеркивает, что главное отличие LLM от человека — непонимание причинно‑следственных связей. Например, вы видите, как выходит солнце, а затем высыхают лужи. Это простое наблюдение. Причинно‑следственный механизм объясняет, почему это происходит — солнце испускает тепло, которое нагревает воду, а нагретая вода превращается в пар, и поэтому лужа исчезает. LLM, в свою очередь, знает, что слова «солнце» и «высыхают» часто встречаются вместе. Но такая модель не понимает законов физики или здравого смысла.

Еще одним аргументом против LLM является их склонность к галлюцинациям (вымышленные ответы) и допущению элементарных логических ошибок.

Глава 3. Интернет закончился

Илья Суцкевер. Фото: Stanford University
Илья Суцкевер. Фото: Stanford University

В мае 2024 года OpenAI покинул её сооснователь Илья Суцкевер. Он отмечает, что большие языковые модели обучаются на огромных массивах данных из интернета и других источников. Программист сравнивает интернет с «ископаемым топливом», ресурсы которого почти исчерпаны. По его мнению, рост качества моделей за счет простого увеличения объема обучающих данных больше невозможен, поскольку «мы достигли пика».

Глава 4. Крёстный отец ИИ: LLM слишком "тупые" для научных открытий

ae48b0e0b1b67d2285dc4999b27ccba8.jpg

Французский учёный в области машинного обучения Ян Лекун, которого ещё называют одним из крестных отцов ИИ, считает LLM «очень тупыми». Он отмечает, что хоть большие языковые модели и обладают обширными знаниями, они не в состоянии совершать научные открытия. Для этого требуются не просто заученные факты, а понимание, как устроен мир.

Отсутствие «модели мира»

Модель мира (World Model) — это внутренняя, интуитивная симуляция реальности, которая позволяет нам понимать причинно‑следственные связи, предсказывать последствия действий и рассуждать о том, что возможно, а что нет. Например, мы интуитивно понимаем, что если уронить стакан, он разобьётся, а мяч отскочит.

Ян Лекун подчеркивает, что четырёхлетний ребёнок обладает гораздо большим объёмом знаний о реальном мире (через зрение, слух, осязание), чем любая LLM, обученная на всём тексте интернета. Ребёнок понимает, что объекты существуют, даже если их не видно (постоянство объекта), а LLM, обученные на тексте, этого не знают.

Неспособность к рассуждению и планированию

У LLM отсутствует понимание физического мира, постоянная память, а также способность к размышлению. Научная работа — это не ответ на один вопрос, а сложный, многоэтапный процесс планирования. Ян Лекун часто использует аналогию с «Системой 1» и «Системой 2» из психологии.

LLM — это «Система 1»: быстрая, интуитивная, автоматическая. Она выдает ответ, затрачивая на каждый токен (слово) фиксированное количество вычислений. Наука — это «Система 2»: медленная, логическая, требующая усилий и планирования. Ученый обдумывает гипотезу, планирует эксперимент, анализирует результаты. Большие языковые модели так не могут.

Ян Лекун утверждает, что мышление не происходит на уровне языка. Мы думаем в абстрактных категориях, а язык — это лишь инструмент для выражения этих мыслей. LLM же замкнуты внутри языка.

Парадокс Моравека

Ученый также акцентирует внимание на Парадоксе Моравека (Moravec's paradox), который гласит следующее:

«Относительно легко достичь уровня взрослого человека в таких задачах как тест на IQ или игра в шахматы, однако сложно или невозможно достичь навыков годовалого ребёнка в задачах восприятия или мобильности».

Современные LLM не могут сделать то, что легко для кошки — например, ловко передвигаться по комнате. Это доказывает, что их «интеллект» не имеет ничего общего с биологическим.

Вердикт Яна Лекуна

Ожидать от LLM научных открытий — это всё равно что ожидать от попугая написания новой научной теории. Большие языковые модели могут быть невероятно полезными инструментами для учёных (поиск информации, обобщение статей), но источником новых фундаментальных идей они стать не смогут. Для этого нужны совершенно другие архитектуры. Бесконечное масштабирование тут не поможет.

Часть III: Машинное обучение: что это за “зверь” такой?

А теперь давайте пройдёмся по фундаментальным понятиям в области машинного обучения для того, чтобы вы могли сделать собственные выводы.

Фото: Droider
Фото: Droider

Глава 1. Общая информация

Искусственный интеллект (Artificial Intelligence, AI) — это область компьютерных наук по созданию систем, которые анализируют информацию и решают задачи, аналогично тому, как это делает человек.

Машинное обучение (Machine Learning, ML) — это подраздел ИИ по разработке алгоритмов и статистических моделей для выполнения задач без явных инструкций. ML состоит из различных методов обучения.

В рамках машинного обучения компьютерные системы обрабатывают огромный объем данных и ищут в них закономерности (шаблоны). Это позволяет им прогнозировать результаты в ответ на запрос с конкретным набором данных. Например, системе можно «скормить» миллионы рентгеновских изображений и соответствующие диагнозы. Такое приложение потом сможет диагностировать рак по медицинским снимкам.

Нейронная сеть (Neural Network, NN) — это один из методов машинного обучения, который учит компьютеры обрабатывать данные подобно человеческому мозгу.

Основные архитектуры нейросетей:

  • Перцептрон (Perceptron) — самый простой тип нейросети, состоящий из одного слоя. Он используется для бинарной классификации (да/нет).

  • Сверточная нейросеть (Convolutional Neural Network, CNN) специализируется на обработке данных с сеточной структурой, например, изображений.

  • Рекуррентная нейросеть (Recurrent Neural Network, RNN) предназначена для обработки последовательных данных, таких как текст (машинный перевод), речь. Имеет внутреннюю «память», которая позволяет обрабатывать данные по порядку.

  • Трансформер (Transformer) эффективно обрабатывает последовательности данных, понимая контекст и генерируя осмысленные ответы.

Глубокое обучение (Deep Learning) — это совокупность методов машинного обучения, в основу которого легли многослойные нейронные сети (так называемые «глубокие нейронные сети»). Каждый слой содержит нейроны.

Архитектура нейронной сети. Фото: Skillfactory
Архитектура нейронной сети. Фото: Skillfactory

Архитектура нейронной сети. Фото: Skillfactory

  • Входной слой (input layer) принимает данные.

  • Скрытые слои (hidden layers) выполняют математические вычисления с полученными данными. Важно отметить, что слово «глубина» в термине «глубокое обучение» означает наличие более чем одного скрытого слоя.

  • Выходной слой (output layer) выдает результат.

Нейрон — это функция (кусок кода), выполняющая определенную задачу.

Генеративный ИИ (Generative AI) — это тип искусственного интеллекта, который умеет не просто анализировать информацию, а создавать совершенно новый, оригинальный контент. Это может быть текст, изображения, музыка, код и даже видео.

Одним из наиболее известных и активно применяемых видов генеративного ИИ является Большая языковая модель (LLM). Её обучают на огромных массивах текстов. Благодаря этому LLM умеет понимать человеческий язык и генерировать текст.

Глава 2. Этапы обучения LLM

Этап 1. Подготовка данных

Нейросетям «скармливают» огромную библиотеку текстов, миллиарды предложений. Но нейросеть не понимает слов. Она работает с числами.

  • Токенизация: каждое слово, часть слова или даже знак препинания преобразуется в уникальный номер, называемый токеном.

  • Векторизация: каждый токен преобразуется в массив чисел, называемый вектором. Эти векторы содержат информацию о значении и контексте слова. Например, вектор для слова «король» будет похож на вектор для слова «королева», но отличаться от вектора для слова «машина».

Зачем нужна векторизация?

Визуализация векторов в трёхмерном пространстве. Фото: InterSystems Corporation
Визуализация векторов в трёхмерном пространстве. Фото: InterSystems Corporation

Для понимая слов компьютер превращает их в числа. Простой способ сделать это — присвоить каждому слову уникальный ID. Например, [солнце: 1, встаёт: 2, утром: 3]. Но у такого подхода есть огромный недостаток: числа 1, 2 и 3 не несут никакой информации о смысле слов. Нейросеть не поймёт, что «король» и «королева» имеют много общего, а «король» и «машина» — нет. Все слова для неё будут равноудалёнными, что делает обучение неэффективным.

Векторизация решает эту проблему, представляя каждое слово в виде набора чисел. Эти числа подбираются таким образом, чтобы вектор отражал смысловую и контекстную близость слова.

Как это работает?

  • Каждое слово в словаре (например, 50 000 самых употребляемых слов) получает свой вектор, изначально заполненный случайными числами.

  • Нейросеть просматривает огромные объёмы текста и постоянно корректирует эти векторы. Она учится предсказывать слово по его контексту. Например, видя фразу «Я люблю горячий кофе», модель корректирует вектор для слова «кофе» так, чтобы он был ближе к векторам слов «горячий» и «люблю».

В итоге, после обучения векторы приобретают осмысленные свойства:

  • Близкие слова имеют близкие векторы. Например, векторы для слов «король», «королева», «принц» будут находиться близко друг к другу в многомерном пространстве. Векторы для слов «король» и «машина» будут далеко друг от друга.

  • Векторные операции приобретают смысл. Можно вычитать и складывать векторы, чтобы получать новые смыслы. Классический пример: вектор «король» — вектор «мужчина» + вектор «женщина» = вектор «королева».

Для LLM векторизация критически важна, потому что она позволяет большим языковым моделям оперировать абстрактными понятиями, которые эти векторы представляют. Именно это даёт LLM возможность:

  • Понимать синонимы и парафразы (перефразирование текста).

  • Отвечать на вопросы, даже если они заданы не так, как в обучающих данных.

  • Генерировать связный и осмысленный текст.

Векторизация — это своего рода язык, на котором нейросеть «думает» и обрабатывает информацию. Это основа для понимания и генерации человеческой речи.

Таким образом, входной слой LLM получает на вход не слова, а векторы.

Этап 2. Многослойная обработка

Теперь начинается самое интересное. Векторы проходят через множество скрытых слоёв. В GPT-4o (предыдущая модель от OpenAI) их очень много, и они очень широкие. Каждый нейрон в каждом слое принимает векторы от предыдущего слоя и умножает их на свой вес. Разберём этот процесс подробнее.

Векторы знают, что «король» и «королева» похожи, а «король» и «машина» — нет. Но они пока не знают, что делать с этими знаниями. Именно здесь в дело вступают веса (weights). Это «правила», которые модель использует для того, чтобы принимать решения на основе векторов.

Давайте вернёмся к аналогии:

  • Вектор — это характеристики слова. Например, у слова «королева» есть характеристики: «женский род», «правитель», «человек».

  • Вес — это то, насколько важна каждая из этих характеристик в данный момент.

Например, модель видит фразу: «На троне сидела...». Векторы слов «король» и «королева» очень похожи. Но в контексте этого предложения вес для характеристики «женский род» становится очень высоким. Он «говорит» модели: «Сейчас характеристика 'женский род' намного важнее других характеристик».

Далее модель умножает вектор каждого возможного слова на эти веса. Вектор «королева» имеет высокую оценку по характеристике «женский род», поэтому его взвешенная сумма будет выше, чем у «короля». Модель делает вывод, что слово «королева» — наиболее вероятный кандидат.

Таким образом, векторы дают модели «знание» о словах, а веса позволяют ей использовать это знание в конкретном контексте, чтобы принимать решения и генерировать связный и осмысленный текст.

После умножения векторов на веса, все произведения складываются. К этой сумме прибавляется смещение (bias). Это еще один параметр нейрона. Проще всего понять смещение как врожденное «предубеждение» или «настроение» нейрона.

Давайте представим, что наш нейрон — это очень привередливый кинокритик, который решает, дать фильму награду или нет. Векторы и веса — это оценка отдельных аспектов фильма: сценарий, игра актеров, спецэффекты. Нейрон‑критик взвешивает их все и получает некую общую оценку. Смещение — это изначальный настрой критика.

  • Высокое положительное смещение: критик пришел в кино в отличном настроении. Он заранее расположен к фильму и готов дать ему награду, даже если у фильма есть небольшие недостатки. Ему нужно совсем немного хороших впечатлений (взвешенной суммы), чтобы «активироваться».

  • Высокое отрицательное смещение: критик — ужасный сноб и скептик. Он заранее уверен, что фильм будет плохим. Чтобы он дал награду, фильм должен быть абсолютным шедевром и с лихвой перекрыть его изначальный негатив. Ему нужна огромная взвешенная сумма, чтобы преодолеть этот порог скепсиса.

Таким образом, смещение — это порог срабатывания нейрона. Без этого все нейроны были бы «нейтральными», что сильно ограничило бы способность сети к сложному анализу. Основная цель — минимизировать ошибку при предсказании.

После прибавления смещения образуется новый вектор. Этот процесс повторяется в каждом из скрытых слоев:

  • Нижние слои могут распознавать грамматические структуры, связи между соседними словами.

  • Средние слои начинают улавливать смысл предложений, отношения между объектами.

  • Верхние слои разбираются в логике, структуре абзацев, теме текста.

Именно на этом этапе происходит основная магия. Веса и смещения настраиваются таким образом, чтобы информация о тексте становилась всё более и более осмысленной. Далее применяется функция активации, которая преобразует взвешенную сумму входных сигналов нейрона в выходной сигнал.

Этап 3. Обратное распространение ошибки

Этот этап обучения можно условно разбить на три шага: предсказание, сравнение и обратное распространение ошибки (backpropagation). Разберем их по порядку.

  1. На последнем (выходном) слое модель получает итоговый вектор и пытается предсказать, какое слово (токен) должно быть следующим. Она выдает вероятности для каждого слова в своём словаре. Например, для фразы «Солнце встаёт...», модель может выдать высокую вероятность для слова «утром» и низкую — для слова «стол».

  2. Затем модель сравнивает своё предсказание с правильным ответом, который находится в обучающих данных. Если она предсказала «стол», а в тексте было «утром», то это большая ошибка.

  3. Ошибка обрабатывается в обратном направлении, от выходного слоя к входному. Математический алгоритм определяет, как именно нужно скорректировать каждый вес и смещение, чтобы в следующий раз избежать ошибки.

Этот процесс повторяется миллионы или даже миллиарды раз, пока модель не научится точно предсказывать следующее слово. В итоге, у неё формируется сложная, но невероятно точная «карта» закономерностей языка.

Глава 3. Методы глубинного обучения

Важно понимать, что вышеописанный процесс опирается на «Обучение с учителем» (Supervised Learning, SL). Это один из методов глубинного обучения. Чтобы превратить модель из простого «предсказателя текста» в полезного и безопасного собеседника, OpenAI использует более сложный подход, где дополнительно используются «Самостоятельное обучение» (Self‑Supervised Learning, SSL) и «Обучение с подкреплением на основе обратной связи от человека» (Reinforcement Learning from Human Feedback, RLHF). Эти подходы сыграли решающую роль в создании GPT-4.

Обучение с учителем

В рамках SL нейросеть получает специальный набор данных (датасеты), в котором заранее отмечено, что эти данные означают (разметка данных). Модель делает предсказание, сравнивает его с правильным ответом и вычисляет ошибку. Этот метод эффективен при создании систем:

  • распознавания рукописного текста, изображений, речи;

  • прогнозирования цен на жилье, температуры воздуха, времени доставки;

  • классификации заболеваний на основе медицинских данных;

  • рекомендаций на основе предпочтений пользователей;

  • автопилотов.

Самостоятельное обучение

В рамках SSL модели «скармливают» гигантский массив данных — практически весь доступный интернет, книги, научные статьи. Ей не нужен учитель. Она сама себе ставит задачи: берет предложение, «вырезает» из него слово и пытается его угадать, опираясь на контекст. Например, в предложении «Кошка сидела на ____.» модель учится, что «коврике» или «диване» — это статистически подходящие варианты, а «потолке» — нет.

Обучение с подкреплением на основе обратной связи от человека

Но знать всё — не значит быть полезным. На следующем этапе в рамках RLHF к делу подключаются люди (асессоры).

  1. Они оценивают и ранжируют несколько вариантов ответа модели на один и тот же запрос — от самого полезного и правдивого до худшего.

  2. На основе этих тысяч оценок обучается отдельная нейросеть — «модель вознаграждения» (Reward Model). По сути, это «оцифрованный» вкус и предпочтения человека.

  3. Затем основную LLM «натаскивают» с помощью этой модели. Она генерирует ответ и получает «очки поощрения» или «штрафы» от модели вознаграждения.

Таким образом, модели вроде GPT-4 учатся не просто предсказывать статистически вероятный текст, а генерировать ответы, которые люди сочтут полезными, честными и безопасными. Это мост между тем, что модель знает, и тем, что она должна делать.

Глава 4. Трансформеры: революция в обработке текста

Трансформеры произвели фурор в сфере ИИ. Чтобы понять причины, нужно сначала разобраться, что такое Обработка естественного языка (Natural Language Processing, NLP).

NLP — это область искусственного интеллекта, которая фокусируется на взаимодействии компьютеров с человеческим языком. Её цель — научить машины понимать, интерпретировать и генерировать человеческую речь так, чтобы это было осмысленно и полезно.

Обработка естественного языка лежит в основе таких технологий, как голосовые помощники, переводчики и, конечно же, чат‑боты (например, ChatGPT).

Раньше в NLP доминировали рекуррентные нейросети, но у них был существенный недостаток. Они плохо справлялись с длинными текстами или документами из‑за своей последовательной природы. При обработке слов они забывали контекст.

Трансформеры изменили это, представив механизм внимания (attention). Он позволяет модели обрабатывать всю последовательность данных (например, предложение) одновременно, уделяя внимание наиболее важным частям. Это решает проблему «забывания» и значительно ускоряет обучение.

Mixture of Experts: оптимизатор нейронок

Mixture of Experts (MoE) — это архитектурный паттерн, который может быть применен к другим типам нейросетей, включая трансформеры. Его цель — сделать модели еще больше, но при этом эффективнее.

Принцип работы MoE:

  1. Модель состоит из нескольких «экспертов» — это, по сути, независимые нейросети или части нейросети (подсети типа Многослойный перцептрон (MLP) или feed‑forward слои). Каждый из них специализируется на обработке определенных типов данных или задач.

  2. Сеть шлюзов (router или gating network) определяет, к какому эксперту или экспертам направить входные данные (токен).

  3. Для каждого токена активируется небольшое количество экспертов (обычно один или два).

Это позволяет создавать модель с миллиардами параметров, но при этом для каждого запроса используется лишь небольшое число экспертов, а не вся модель целиком. Это делает вычисления более эффективными, так как не нужно задействовать всю модель целиком.

MoE применяется в Grok от xAI, Gemini Pro от Google, нашумевшей китайской модели DeepSeek‑R1. Что касается GPT-4, то характеристики архитектуры не раскрыты полностью, но эксперты предполагают, что модель от OpenAI включает элементы MoE.

Глава 5. GPT: что там под капотом?

GPT-4o имеет около 1,8 триллиона параметров (весов и смещений). Обучение происходило на огромном массиве данных, включающем тексты, код, изображения. Модель состоит из около 120 слоёв. Процесс обучения занимал месяцы на тысячах самых мощных видеокарт (GPU) в мире.

К сожалению, OpenAI официально не раскрыла никаких конкретных технических характеристик GPT-5. Самые распространенные слухи указывают на то, что LLM имеет от 5 до 10 триллионов параметров.

Часть IV: LLM и человек имеют много общего?

Сгенерировано в Imagen
Сгенерировано в Imagen

Еще один «крёстный отец» ИИ Джеффри Хинтон считает, что масштабирование LLM — это не просто количественный рост, а качественный скачок. Он предполагает, что, когда количество нейронов и связей достигнет определённого порога, появятся совершенно новые способности, которые невозможно предсказать. Это похоже на то, как вода превращается в лёд при достижении определённой температуры.

Глава OpenAI Сэм Альтман и сооснователь компании Андрей Карпатый считают, что следующий этап — это превращение LLM в «ИИ‑агента». Это означает, что модель будет не просто отвечать на запросы, а сможет автономно выполнять сложные задачи, взаимодействуя с внешними инструментами.

В научном сообществе также есть исследования, которые показывают, что механизмы работы LLM имеют удивительное сходство с некоторыми аспектами человеческого мышления.

Обработка информации через "семантический центр"

Учёные из Массачусетского технологического института (MIT) обнаружили, что большие языковые модели обрабатывают текст, изображения и код аналогично тому, как это делает человеческий мозг. В мозге есть так называемый «семантический центр» (Semantic Hub), который объединяет информацию из разных источников. LLM, обученные предсказывать следующее слово, естественным образом формируют те же абстракции и паттерны.

Имитация когнитивных искажений

Ученые в области когнитивной психологии выяснили, что модели не только справляются с задачами, но и делают ошибки, похожие на человеческие. Например, исследования Гарвардского университета (Harvard University) показали, что GPT-4o демонстрирует поведение, напоминающее когнитивный диссонанс. Это когда вы думаете или делаете что‑то, что не совпадает с тем, во что вы верите или как обычно поступаете, и вам становится некомфортно. Чтобы избавиться от этого неприятного чувства, вы начинаете менять свои мысли, убеждения или объяснять себе ситуацию по‑другому.

Обучение через обратную связь

Исследователи отмечают, что и мозг, и LLM учатся через «систему обратной связи и вознаграждения». Как ребёнок учится, получая похвалу (положительную обратную связь) за правильно сказанное слово, так и LLM корректирует свои веса, чтобы её ответы получали более высокую оценку от модели вознаграждения.

Таким образом, хоть учёные и не утверждают, что LLM являются сознательными существами, они находят всё больше доказательств, что эти модели не просто обрабатывают текст. Большие языковые модели используют сложные механизмы, которые в некотором смысле имитируют или отражают некоторые аспекты человеческого мышления.

Часть V: Что дальше?

Сэм Альтман (слева) и Илья Суцкевер (справа). Фото: Jack Guez/AFP, Getty Images
Сэм Альтман (слева) и Илья Суцкевер (справа). Фото: Jack Guez/AFP, Getty Images

Глава 1. Безопасный суперинтеллект

Илья Суцкевер и его команда ищут новый, отличный от текущих LLM, подход. Эксперты предполагают, что, возможно, они работают над созданием архитектуры, которая позволит ИИ не просто статистически предсказывать слова, а обладать более глубоким «пониманием» и способностью к рассуждению.

В июне 2024 года Илья Суцкевер основал компанию Safe Superintelligence (SSI). Как следует из названия, её цель — создать безопасный суперинтеллект. Это фундаментально отличается от подхода, сфокусированного на быстрых коммерческих релизах, который, как считают некоторые, доминирует в OpenAI.

Компания почти сразу же привлекла один миллиард долларов инвестиций при начальной оценке в 5 миллиардов, не имея ни одного продукта. Затем эта оценка взлетела до 30 миллиардов долларов. В апреле 2025 года Google Cloud объявила о партнерстве с SSI, предоставляя им TPU (специализированный чип для ускорения машинного обучения).

Глава 2. Дата-центры

Марк Цукерберг делает ставку на создание «персонального суперинтеллекта». Бизнесмен считает, что «умная» система будет интегрирована в носимые устройства, такие как очки, которые смогут «видеть» и «слышать» то же, что и пользователь.

Для реализации этой цели его корпорация запланировала инвестиции в размере сотен миллиардов долларов на строительство гигантских дата‑центров. К 2026 году должен заработать многогигаваттный центр под названием Prometheus.

Дата‑центры (Data Centers) — это специализированные, хорошо защищенные здания, в которых размещены тысячи мощных компьютеров (серверов), систем хранения данных и сетевое оборудование. Компании делают на них ставку, потому что современный ИИ, особенно LLM, требует колоссальной вычислительной мощности.

Эти центры предоставляют тысячи специализированных графических процессоров (GPU). Их используют для многомесячного обучения моделей на огромных массивах данных. Подобные объекты также необходимы для обеспечения круглосуточной работы нейросетей при обслуживании миллионов пользовательских запросов в реальном времени.

Глава 3. Проект Stargate

Трамп объявляет о старте Stargate с главами OpenAI, Oracle и Softbank.
Трамп объявляет о старте Stargate с главами OpenAI, Oracle и Softbank.

Пожалуй, было бы «кощунством» не упомянуть о проекте Stargate. Это план по созданию сети современных дата‑центров стоимостью 500 миллиардов долларов по всей территории США к 2029 году. Совокупная мощность — 4,5 гигаватт. Основная цель — обучить и создать передовые модели искусственного интеллекта. Проект был запущен компаниями OpenAI, Oracle, SoftBank и MGX.

Разработкой концепции Stargate начали заниматься ещё в 2022 году. Но официальное заявление о старте проекта было сделано в январе 2025 года президентом США Дональдом Трампом. Проект был назван в честь одноименного фильма, где есть звездные врата (stargates) — порталы в другие миры. Ввиду огромного масштаба Stargate сравнивают с Манхэттенским проектом (Manhattan Project). Это, без сомнения, самый амбициозный инфраструктурный проект в истории ИИ.

По состоянию на сегодняшний день, масштабные строительные работы и полноценное финансирование в рамках проекта ещё не начались.

Stargate — это лишь часть большой ИИ‑гонки. Создать свои дата‑центры также хотят Amazon, Google и xAI. Корпорация Microsoft намерена потратить на это 80 миллиардов долларов.

Глава 4. Охота на ведьм

Марк Цукерберг. Фото: Bloomberg
Марк Цукерберг. Фото: Bloomberg

Марк Цукерберг ведёт агрессивную охоту за лучшими умами в области ИИ, в том числе из OpenAI и Google. Цель — привлечь «самых достойных» для своего нового подразделения Superintelligence Labs, которое занимается разработкой Искусственного сверхинтеллекта (Artificial Superintelligence, ASI).

Новостные издания пишут, что некоторые предложения доходят до 300 миллионов долларов за контракт на четыре года. При этом около 100 миллионов долларов будут выплачиваться уже в первый год работы. Однако представители технологического гиганта назвали подобные цифры сильно преувеличенными.

Важно отметить, что Марк Цукерберг лично участвует в процессе отбора кандидатов. Он рассылает приглашения, устраивает обеды в своих домах, а также предлагает «избранным» неограниченный доступ к вычислительным ресурсам.

Ян Лекун — один из его ключевых сотрудников, занимающий должность вице‑президента и главного научного сотрудника по искусственному интеллекту. Ученый принимает участие в разработке ИИ, который будет понимать законы физики, планировать, и возможно, испытывать эмоции, такие как страх и радость.

ВЕРДИКТ

Презентация GPT-5 стала моментом отрезвления, но не концом истории сверхразума. Это не катастрофа, а закономерность. История искусственного интеллекта уже пережила как минимум две «зимы» (в 1974–1980 и 1987–1993 годах), когда после волны завышенных обещаний следовал крах финансирования и интереса.

Сегодняшний спад ажиотажа идеально укладывается в модель «цикла зрелости технологий» от компании Gartner. Модель предсказывает неминуемый спуск с «пика завышенных ожиданий» во «впадину разочарования». Для этого есть конкретная причина. Руководители ведущих ИИ‑лабораторий признают, что рост замедляется, так как качественные данные для обучения на исходе.

Добавлю, что многие изобретения, без которых сегодня немыслима наша с вами жизнь, появились в те далекие времена, когда инноваторы просто «горели» своими идеями, а заработок был на втором плане. И здесь мы подходим к ключевому парадоксу. Именно желание заработать как можно больше денег превратила хобби энтузиастов из Homebrew Computer Club в глобальную индустрию ПК благодаря Apple и преобразовала военный проект ARPANET во всемирную сеть (интернет). Однако та же бизнес‑логика, требующая быстрых релизов, сегодня вступает в конфликт с необходимостью фундаментальных исследований, на которые просто нет времени.

На этом фоне вера в скорое пришествие AGI (Общий искусственный интеллект) выглядит не как научный прогноз, а как психологический феномен. Это напрямую связано со склонностью человека уходить от реальности и избегать сложностей жизни, переключаясь на приятные занятия, фантазии или даже иллюзии. Люди пытаются переложить ответственность за реальные проблемы (от климата до болезней) на плечи будущего всемогущего алгоритма.

Этот поиск «высшей силы» уже породил реальные проекты, такие как церковь «Way of the Future» («Путь будущего»), целью которой было создание Бога на основе ИИ, и эксперименты с роботами‑священниками. Маркетинговая фантазия о сверхразуме, решающем всё «по щелчку пальцев», эксплуатирует ту же глубинную потребность, что и супергеройское кино.

Будущее непредсказуемо, и история полна несбывшихся прогнозов — от летающих автомобилей до человекоподобных роботов. Провал GPT-5 — это шанс задуматься. Человечество должно ответить на главный вопрос: мы пытаемся создать помощника для решения сложных задач или цифрового бога для оправдания собственного бездействия?

Источник

  • 09.10.25 08:23 pHqghUme

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

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  • 12.10.25 21:36 blessing

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  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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  • 21.10.25 11:45 harristhomas7376

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  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

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  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

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

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