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[Перевод] От GPT-2 к gpt-oss: анализ достижений архитектуры

И как они выглядят на фоне Qwen 3

📌 Telegram @TheWeeklyBrief — краткие обзоры и подкасты

📌 GitHub Pages — углублённые разборы статей

5 августа, 2025 года OpenAI выпустила новые модели LLM с открытым весом: gpt-oss-120b и gpt-oss-20b — первые полностью открытые модели с момента выхода GPT-2 в 2019 году. И да, благодаря некоторым умным оптимизациям, их можно запускать локально (но об этом чуть позже).

Это первый раз с момента выпуска GPT-2, когда OpenAI делится крупной полностью открытой моделью. Ранние модели GPT показали, как масштабируется архитектура трансформеров. Затем выпуск ChatGPT в 2022 году сделал эти модели мейнстримом, продемонстрировав их практическую пользу для задач письма, получения знаний (а позже и программирования). Теперь же компания поделилась долгожданными весами модели, и архитектура содержит несколько интересных деталей.

Я провёл последние несколько дней, изучая код и технические отчёты, чтобы обобщить самые интересные подробности. (Спустя всего несколько дней после этого OpenAI также анонсировала GPT-5 — я кратко затрону её в контексте моделей gpt-oss в конце статьи.)

Ниже — краткий обзор того, о чём пойдёт речь в статье. Для удобной навигации рекомендую использовать оглавление слева на странице статьи.

Сравнение архитектуры моделей с GPT-2
Оптимизация MXFP4, позволяющая разместить модели gpt-oss на одной видеокарте
Компромиссы между шириной и глубиной (gpt-oss vs Qwen3)
Внимание, смещения и «поглотители» (attention bias and sinks)
Бенчмарки и сравнение с GPT-5

Надеюсь, вы найдёте эту статью полезной!

1. Обзор архитектуры модели

Прежде чем подробно обсуждать архитектуру, начнём с обзора двух моделей — gpt-oss-20b и gpt-oss-120b, показанных на Рисунке 1 ниже.

Рисунок 1: Две модели gpt-oss рядом.

Если вы раньше видели схемы современных LLM или читали мою предыдущую статью «Большое сравнение архитектур», вы можете заметить, что на первый взгляд здесь нет ничего принципиально нового или необычного.

Это неудивительно: ведущие разработчики LLM, как правило, используют одну и ту же базовую архитектуру, внося лишь небольшие доработки. Это моё личное предположение, но, думаю, причины в следующем:

Между лабораториями происходит значительная ротация сотрудников.
Мы до сих пор не нашли ничего лучше архитектуры трансформера. Хотя существуют state space models и модели диффузии текста, насколько мне известно, никто не доказал, что они работают так же хорошо, как трансформеры, на данном масштабе. (Большинство сравнений, которые я нашёл, сосредоточены только на результатах бенчмарков. До сих пор неясно, насколько хорошо эти модели справляются с реальными многоходовыми задачами письма и программирования. На момент написания статьи самая высокорейтинговая неполностью-трансформерная модель на LM Arena — Jamba, гибрид трансформера и state space модели, занимает 96-е место.
Большая часть улучшений, скорее всего, достигается за счёт данных и тонкой настройки алгоритмов, а не за счёт кардинальных изменений архитектуры.

ПРИМЕЧАНИЕ: мне любезно указали, что существует более высокорейтинговая гибридная модель — Hunyuan-TurboS на 22-м месте.)

Тем не менее, в их выборе дизайна есть множество интересных аспектов. Некоторые из них показаны на рисунке выше (другие — нет, но мы обсудим их позже). В оставшейся части статьи я поочерёдно выделю эти особенности и сравню их с другими архитектурами.

Также хочу отметить, что я никоим образом не связан с OpenAI. Моя информация основана исключительно на изучении опубликованного кода модели и технических отчётов. Если вы хотите узнать, как использовать эти модели локально, лучшее место для начала — официальные страницы моделей OpenAI на Hugging Face Hub:

Модель на 20 млрд параметров (gpt-oss-20b) может работать на потребительской видеокарте с 16 ГБ ОЗУ. Модель на 120 млрд параметров (gpt-oss-120b) может работать на одной карте NVIDIA H100 с 80 ГБ ОЗУ или на более новом оборудовании. Я вернусь к этому позже, поскольку есть несколько важных оговорок.

2. Наследие GPT-2

Прежде чем углубиться в сравнение gpt-oss с более современными архитектурами, давайте совершим путешествие во времени и сравним ее бок о бок с GPT-2 (Рисунок 2), чтобы наглядно увидеть, какой путь был пройден.

Рисунок 2: Сравнение архитектур gpt-oss-20b и GPT-2 XL 1.5B.

И gpt-oss, и GPT-2 — это LLM, использующие только декодер и построенные на архитектуре трансформера, представленной в знаменитой статье «Attention Is All You Need» (2017). За прошедшие годы многие детали этой архитектуры эволюционировали.

Впрочем, эти изменения не являются уникальными для gpt-oss. Как мы увидим далее, они встречаются во многих других современных языковых моделях. Поскольку я уже подробно обсуждал многие из этих аспектов в предыдущей статье «Большое сравнение архитектур», я постараюсь быть краткими и сосредоточиться на ключевых моментах.

2.1 Отказ от Dropout

Dropout (2012) — это классический метод предотвращения переобучения, который случайным образом «отключает» (то есть обнуляет) часть активаций слоя или оценок внимания (Рисунок 3) во время обучения. Однако в современных больших языковых моделях dropout используется крайне редко, и большинство моделей, вышедших после GPT-2, от него отказались.

Рисунок 3: Иллюстрация применения dropout к матрице оценок внимания.

Можно предположить, что изначально dropout был использован в GPT-2 как наследие оригинальной архитектуры трансформера. Исследователи, скорее всего, заметили, что он не дает реального улучшения производительности LLM (я наблюдал то же самое в своих небольших экспериментах по воспроизведению GPT-2). Это связано с тем, что LLM обычно обучаются всего за одну эпоху на огромных наборах данных, в отличие от режимов обучения в сотни эпох, для которых dropout изначально был создан. Поскольку LLM видят каждый токен только один раз за всё обучение, риск переобучения невелик.

Что интересно, хотя dropout много лет игнорировался при проектировании архитектур LLM, я нашел исследовательскую статью 2025 года с экспериментами на относительно небольших моделях (Pythia 1.4B), которая подтверждает, что в условиях обучения в одну эпоху dropout приводит к ухудшению итогового качества модели.

2.2 RoPE заменяет абсолютные позиционные эмбеддинги

В трансформерных LLM позиционное кодирование необходимо из-за механизма внимания. По умолчанию attention рассматривает входные токены так, как если бы они не имели порядка. В оригинальной архитектуре GPT эту проблему решали абсолютные позиционные эмбеддинги: к вектору токена добавлялся изученный вектор, соответствующий его позиции в последовательности (Рисунок 4).

Рисунок 4: Иллюстрация абсолютных позиционных эмбеддингов.

RoPE (Rotary Position Embedding) предложила другой подход: вместо добавления позиционной информации в виде отдельных векторов, она кодирует позицию путем вращения векторов запроса и ключа, которое зависит от позиции каждого токена. (Идея RoPE элегантна, но ее объяснение — тема сложная, которую я планирую подробно разобрать отдельно.)

Впервые представленные в 2021 году, RoPE получили широкое распространение с выходом оригинальной модели Llama в 2023 году и с тех пор стали стандартом для современных LLM.

⚓ Пример программного кода реализации RoPE

2.3 Swish/SwiGLU заменяет GELU

Ранние архитектуры GPT использовали активационную функцию GELU. Почему теперь используют Swish вместо GELU? Swish (также известная как сигмоидный линейный блок, SiLU) считается вычислительно немного дешевле, и, на мой взгляд, в этом и заключается вся причина. В зависимости от того, на какую статью вы посмотрите, вы обнаружите, что одна функция немного лучше другой с точки зрения производительности моделирования. На мой взгляд, эти небольшие различия, вероятно, лежат в пределах стандартной погрешности, и конкретный результат будет сильно зависеть от тонкой настройки гиперпараметров.

Активационные функции были горячей темой для споров, пока сообщество глубокого обучения более десяти лет назад в основном не остановилось на ReLU. С тех пор исследователи предлагали и пробовали множество вариантов, похожих на ReLU, но с более гладкими кривыми; GELU и Swish (Рисунок 5) — это те из них, что прижились.

Рисунок 5: Сравнение функций активации Swish и GELU — более гладких версий ReLU.

Ранние архитектуры GPT использовали GELU, которая определяется как

$\frac{x}{2} \cdot \left[1 + \text{erf}\left(\frac{x}{\sqrt{2}}\right)\right]$

Здесь erf (от англ. error function — функция ошибок) — это интеграл от гауссовой функции, вычисляемый с помощью полиномиальных приближений, что делает его вычислительно более затратным, чем более простые функции, например, сигмоиду, используемую в Swish (x∗sigmoid(x)) .

На практике Swish вычислительно немного дешевле GELU, и это, вероятно, основная причина, по которой она заменила GELU в большинстве новых моделей. В зависимости от статьи, одна из функций может оказаться несколько лучше с точки зрения качества модели. Но я бы сказал, что эти улучшения часто находятся в пределах погрешности, а победитель будет сильно зависеть от настройки гиперпараметров.

Swish используется в большинстве современных архитектур. Однако GELU не полностью забыта; например, модели Google Gemma по-прежнему используют GELU.

Однако более значимое изменение заключается в том, что сам feed-forward модуль (небольшая многослойная сеть) заменен на его «воротируемый» аналог — GLU (Gated Linear Unit), предложенный в статье 2020 года. Конкретно, 2 полносвязных слоя заменяются на 3, которые используются, как показано на Рисунке 6 ниже.

Рисунок 6: Сравнение обычного feed-forward слоя с его воротируемыми аналогами SwiGLU и GEGLU.

На первый взгляд может показаться, что варианты GEGLU/SwiGLU лучше обычных слоев просто потому, что в них больше параметров из-за дополнительного слоя. Но это обманчиво, потому что на практике весовые матрицы и в SwiGLU/GEGLU обычно выбираются в два раза меньше, чем матрица W_1 в традиционном feed-forward слое.

Чтобы проиллюстрировать это лучше, рассмотрим конкретные реализации в коде:

Рисунок 7: Обычный feed-forward модуль (сверху) и вариант SwiGLU (снизу) рядом. Обратите внимание, что функция Swish реализована как «silu» в PyTorch.

> Обратите внимание, что функция Swish реализована как «silu» в PyTorch.

Предположим, размерность эмбеддинга равна 1024. В случае обычного feed-forward слоя:

fc1: 1024 × 4096 = 4 194 304 параметра
fc2: 4096 × 1024 = 4 194 304 параметра
Итого: 8 388 608 параметров.

Для варианта GLU:

fc1: 1024 × 1024 = 1 048 576 параметров
fc2: 1024 × 1024 = 1 048 576 параметров
fc3: 1024 × 1024 = 1 048 576 параметров
Итого: 3 × 1 048 576 = 3 145 728 параметров.

Таким образом, использование вариантов GLU в итоге приводит к меньшему общему количеству параметров, при этом они еще и показывают лучшую производительность. Причина этого в том, что эти варианты обеспечивают дополнительное мультипликативное взаимодействие, что повышает выразительную способность сети (по той же причине глубокие и узкие сети могут превзойти широкие и мелкие при условии качественного обучения).

⚓ Пример программного кода реализации SwiGLU

2.4 Mixture-of-Experts вместо единого модуля FeedForward

Помимо обновления модуля feed-forward до SwiGLU, о чём шла речь в предыдущем разделе, в gpt-oss единый feed-forward модуль заменяется на несколько таких модулей, при этом на каждом шаге генерации токена используется лишь подмножество из них. Такой подход известен как «смесь экспертов» (Mixture-of-Experts, MoE) и проиллюстрирован на Рисунке 8 ниже.

Рисунок 8: Модуль feed-forward заменяется на модуль «смеси экспертов» (MoE).

Таким образом, замена одного feed-forward модуля на несколько (как это реализовано в архитектуре MoE) существенно увеличивает общее количество параметров модели. Однако ключевая хитрость заключается в том, что не все «эксперты» задействуются («активируются») для каждого токена. Вместо этого специальный маршрутизатор (router) выбирает лишь небольшое подмножество экспертов для каждого конкретного токена.

Поскольку одновременно активны лишь несколько экспертов, модули MoE часто называют разреженными (sparse), в отличие от плотных (dense) модулей, которые всегда используют полный набор параметров. При этом большое общее количество параметров, обеспечиваемое архитектурой MoE, повышает ёмкость языковой модели, позволяя ей усваивать больше знаний в процессе обучения. В то же время разреженность сохраняет эффективность вывода (inference), поскольку не все параметры задействуются одновременно.

(Интересный факт: в большинстве моделей MoE веса экспертов составляют более 90 % от общего числа параметров модели.)

⚓ Пример программного кода реализации Mixture-of-Experts

2.5 Grouped Query Attention вместо Multi-Head Attention

Как упоминалось в моих предыдущих статьях, в последние годы Grouped Query Attention (GQA, «групповое внимание по запросам») стало более эффективной с точки зрения вычислений и количества параметров альтернативой классическому Multi-Head Attention (MHA, «многоголовому вниманию»).

В MHA каждая «голова» имеет собственные проекции ключей и значений. GQA снижает потребление памяти за счёт объединения нескольких голов в группы, которые совместно используют одни и те же проекции ключей и значений.

Например, как показано на Рисунке 9, если у нас есть 2 группы ключей и значений и 4 головы внимания, то головы 1 и 2 могут использовать одну и ту же пару ключ–значение, а головы 3 и 4 — другую. Такая группировка уменьшает общее количество вычислений для ключей и значений, что приводит к снижению объёма памяти и повышению эффективности без заметного ухудшения качества модели, согласно аблационным исследованиям.

Рисунок 9: Сравнение MHA и GQA. Здесь размер группы равен 2, где пара «ключ-значение» используется совместно двумя запросами.

Здесь размер группы равен 2, где пара «ключ-значение» используется совместно двумя запросами.

Таким образом, основная идея GQA — сократить количество «голов» ключей и значений, заставив несколько голов запросов делить одни и те же ключи и значения. Это (1) уменьшает общее число параметров модели и (2) снижает потребление пропускной способности памяти при выводе, поскольку в кэше KV-пар (ключ–значение) хранится и извлекается меньше данных.

Хотя GQA в первую очередь служит инструментом повышения вычислительной эффективности по сравнению с MHA, абиляционные исследования (например, в оригинальной статье про GQA и в статье про Llama 2) показывают, что по качеству моделирования она сопоставима со стандартным MHA.

⚓ Пример программного кода реализации Grouped Query Attention

2.6 Внимание с подвижным окном (Sliding Window Attention)

Внимание с подвижным окном (Рисунок 10 ниже) впервые было предложено в статье LongFormer (2020) и позже получило широкое распространение благодаря Mistral. Примечательно, что в gpt-oss оно применяется в каждом втором слое. Можно рассматривать его как вариант многоголового внимания (а в данном случае — Grouped Query Attention), в котором контекст внимания ограничен небольшим окном, что снижает как объём памяти, так и вычислительные затраты.

Рисунок 10: Сравнение обычного внимания (слева) и внимания с подвижным окном (справа).

Конкретно, gpt-oss чередует слои GQA с полным доступом ко всему контексту и слои GQA с подвижным окном, ограниченным 128 токенами.

Как я уже обсуждал в предыдущей статье, Gemma 2 (2024) использовала аналогичное соотношение 1:1. А Gemma 3, вышедшая ранее в этом году, пошла ещё дальше и перешла на соотношение 5:1 — то есть только один слой с полным вниманием приходится на каждые пять слоёв с локальным (оконным) вниманием.

Согласно аблационным исследованиям в рамках проекта Gemma, использование внимания с подвижным окном практически не влияет на качество моделирования, как показано на рисунке ниже. Стоит отметить, что размер окна в Gemma 2 составлял 4096 токенов, а в Gemma 3 был уменьшен до 1024. В gpt-oss же окно составляет всего 128 токенов — что удивительно мало.

И в качестве интересного факта: в официальной анонсирующей статье отмечается, что внимание с подвижным окном, похоже, уже использовалось в GPT-3:

«Модели используют чередующиеся плотные и локально-полосатые разреженные паттерны внимания, аналогичные GPT-3».

Кто бы мог подумать! Я перечитал оригинальную статью про GPT-3, и там действительно упоминалось:

«Мы используем ту же модель и архитектуру, что и в GPT-2 [RWC+19], включая модифицированную инициализацию, предварительную нормализацию и обратимую токенизацию, описанные в той работе, за исключением того, что в слоях трансформера мы применяем чередующиеся плотные и локально-полосатые разреженные паттерны внимания, аналогичные Sparse Transformer [CGRS19].»

2.7 RMSNorm вместо LayerNorm

Наконец, последнее небольшое улучшение по сравнению с GPT-2 — замена LayerNorm (2016) на RMSNorm (2019), что стало общей тенденцией в последние годы.

Подобно замене GELU на Swish и SwiGLU, RMSNorm — это ещё одно небольшое, но разумное улучшение эффективности. RMSNorm, как и LayerNorm, предназначен для нормализации активаций слоя, как показано на Рисунке 11 ниже.

Возможно, вы помните, что не так давно стандартом де-факто была BatchNorm. Однако она утратила популярность, главным образом потому, что её сложно эффективно распараллеливать (из-за необходимости вычислять статистики по батчу — среднее и дисперсию) и она плохо работает при малых размерах батчей.

Рисунок 11: Сравнение LayerNorm (слева) и RMSNorm (справа) на примере небольшого линейного слоя.

Как видно на Рисунке 11, и LayerNorm, и RMSNorm масштабируют выходы слоя, приводя их к разумному диапазону значений.

LayerNorm вычитает среднее значение и делит на стандартное отклонение, чтобы выходы слоя имели нулевое среднее и единичную дисперсию (дисперсия = 1, стандартное отклонение = 1).

RMSNorm делит входы на корень из среднего квадрата (root-mean-square). Это масштабирует активации до сопоставимой величины, но не принуждает их к нулевому среднему или единичной дисперсии. В приведённом примере среднее значение равно 0.77, а дисперсия — 0.41.

Обе нормализации стабилизируют масштаб активаций и улучшают обучаемость, однако RMSNorm чаще предпочтителен в крупномасштабных LLM, потому что он дешевле в вычислениях. В отличие от LayerNorm, RMSNorm не содержит смещающего (bias) члена и заменяет дорогие операции вычисления среднего и дисперсии на одну операцию вычисления среднеквадратичного значения. Это сокращает количество межпризнаковых редукций с двух до одной, что снижает коммуникационные накладные расходы на GPU и повышает эффективность обучения.

На Рисунке 12 показано, как это выглядит в коде:

Рисунок 12: Реализации LayerNorm и RMSNorm в коде, демонстрирующие, что RMSNorm вычислительно проще.

⚓ Пример программного кода реализации RMSNorm

2.8 Наследие GPT-2

Я по-прежнему считаю, что GPT-2 — отличная архитектура для начинающих, изучающих LLM. Она достаточно проста, чтобы не запутаться в слоях оптимизационных ухищрений, но при этом достаточно сложна, чтобы дать прочное понимание того, как работают современные трансформерные модели.

Начав с GPT-2, вы сможете сосредоточиться на фундаментальных концепциях (механизмы внимания, позиционные эмбеддинги, нормализация и общий пайплайн обучения), не перегружаясь дополнительными функциями и доработками, характерными для более новых архитектур.

Более того, я считаю, что стоит потратить время на изучение и даже самостоятельную реализацию GPT-2 до того, как начинать наслаивать на неё более современные изменения. Вы не только легче поймёте эти нововведения, но и, скорее всего, будете больше их ценить — ведь у вас появится чёткое понимание тех ограничений или проблем, которые они призваны решить.

Например, взяв за основу свой код GPT-2, я недавно реализовал с нуля архитектуру Qwen3, которая, как окажется далее, очень похожа на gpt-oss. Это подводит нас к следующей теме: сравнению gpt-oss с более современной архитектурой.

3. Сравнение gpt-oss с современной архитектурой (Qwen3)

Теперь, когда мы проследили эволюцию от GPT-2 до GPT OSS, можно перейти к следующему шагу и сравнить GPT OSS с более современной архитектурой — Qwen3, выпущенной тремя месяцами ранее, в мае 2025 года.

Причина, по которой я выбрал именно Qwen3, заключается в том, что на момент написания это одна из лучших моделей с открытыми весами. Кроме того, одна из MoE-моделей Qwen3 в целом сопоставима по размеру обучаемых параметров с gpt-oss.

На Рисунке 13 ниже показано сравнение gpt-oss-20b и модели Qwen3 сопоставимого размера.

Рисунок 13: Модели gpt-oss и Qwen3 сопоставимого размера рядом.

Как видно, gpt-oss-20B и Qwen3-30B-A3B очень похожи по компонентам архитектуры. Основное различие (помимо размерностей) заключается в том, что gpt-oss использует внимание с подвижным окном, о чём уже говорилось в разделе 2.6 (на рисунке это не показано), тогда как Qwen3 такого механизма не применяет.

Далее мы рассмотрим наиболее примечательные детали по порядку.

3.1 Ширина против глубины

Если внимательно сравнить обе модели, станет ясно, что Qwen3 — гораздо более глубокая архитектура: у неё 48 трансформерных блоков вместо 24 (Рисунок 14).

Рисунок 14: У Qwen3 вдвое больше трансформерных блоков, чем у gpt-oss-20b.

С другой стороны, gpt-oss — гораздо более широкая архитектура:

Размерность эмбеддинга: 2880 вместо 2048
Промежуточная размерность проекции «экспертов» (feed-forward): также 2880 вместо 768

Стоит также отметить, что gpt-oss использует вдвое больше голов внимания, хотя это напрямую не увеличивает ширину модели — ширина определяется размерностью эмбеддинга.

Даёт ли один из подходов преимущество при фиксированном количестве параметров? Как правило, более глубокие модели обладают большей гибкостью, но их сложнее обучать из-за проблем нестабильности — взрывающихся и исчезающих градиентов (с которыми борются RMSNorm и skip-соединения).

Более широкие архитектуры выигрывают в скорости генерации (больше токенов в секунду) благодаря лучшей параллелизации, но ценой более высокого потребления памяти.

Что касается качества моделирования, то, к сожалению, я не знаю хороших «яблоко-к-яблоку» сравнений (где размер модели и обучающие данные строго фиксированы), кроме аблационного исследования в статье про Gemma 2 (Таблица 9). Там для архитектуры с 9 млрд параметров более широкая конфигурация оказалась немного лучше глубокой: по среднему значению на 4 бенчмарках широкая модель набрала 52.0 балла против 50.8 у глубокой.

3.2 Немного крупных экспертов против множества мелких

Как показано на Рисунке 14 выше, примечательно, что у gpt-oss удивительно мало экспертов (всего 32 вместо 128), и при этом активируется лишь 4 из них на токен (вместо 8). Однако каждый из этих экспертов значительно крупнее, чем у Qwen3.

Это интересно, потому что последние тенденции указывают на пользу от большего числа мелких экспертов. Такое изменение при фиксированном общем числе параметров хорошо иллюстрирует Рисунок 15 из статьи DeepSeekMoE.

Рисунок 15: Аннотированный рисунок из статьи «DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models», https://arxiv.org/abs/2401.06066

Стоит отметить, что, в отличие от моделей DeepSeek, ни gpt-oss, ни Qwen3 не используют общих (shared) экспертов.

Справедливости ради, небольшое число экспертов в gpt-oss может быть побочным эффектом её размера в 20 млрд параметров. Если взглянуть на модель в 120 млрд (Рисунок 16 ниже), видно, что количество экспертов (и трансформерных блоков) действительно увеличили, сохранив всё остальное без изменений.

Рисунок 16: Две архитектуры gpt-oss рядом: в более крупной модели 120B масштабируются только число трансформерных блоков и число экспертов.

Наиболее скучное объяснение такой схожести моделей 20B и 120B, вероятно, в том, что основное внимание уделялось модели 120B, а 20B получили простым укорочением (меньше блоков) и сокращением числа экспертов — ведь именно в них сосредоточена основная масса параметров. Можно также предположить, что они начали обучать 120B-модель, а затем «отрезали» часть блоков и экспертов для дообучения (вместо инициализации с нуля).

В любом случае, крайне необычно масштабировать только эти два компонента. Например, если посмотреть на MoE-модели Qwen3 разных размеров (Рисунок 17 ниже), видно, что они масштабируются более пропорционально по множеству параметров.

Рисунок 17: Архитектурные различия между различными моделями Qwen3.

3.3 Смещения внимания и «поглотители»

И gpt-oss, и Qwen3 используют Grouped Query Attention. Основное отличие — в том, что gpt-oss ограничивает длину контекста с помощью внимания с подвижным окном в каждом втором слое, как уже упоминалось.

Однако меня привлёк ещё один интересный нюанс: похоже, что gpt-oss использует смещения (bias) в весах внимания, как показано на рисунке ниже.

Рисунок 18: Модели gpt-oss используют bias-единицы в слоях внимания. См. пример кода здесь.

Я не видел таких смещений с времён GPT-2, и они обычно считаются избыточными. Действительно, в недавней статье математически показано, что это верно как минимум для проекции ключей (k_proj). Более того, эмпирические результаты демонстрируют почти нулевую разницу между моделями со смещениями и без (см. Рисунок 19 ниже).

Рисунок 19: Таблица из https://arxiv.org/pdf/2302.08626, показывающая среднюю тестовую ошибку при обучении моделей с и без bias-единиц.

Ещё одна деталь, которую вы могли заметить на скриншоте кода (Рисунок 18) — определение «поглотителей» (sinks). В общем случае attention sinks — это специальные токены в начале последовательности, к которым всегда применяется внимание, чтобы стабилизировать его работу, особенно в сценариях с длинным контекстом. Если контекст становится очень длинным, такой токен в начале всё ещё остаётся в фокусе внимания и может обучиться хранить полезную общую информацию обо всей последовательности. (Эта идея впервые была предложена в статье «Efficient Streaming Language Models with Attention Sinks».)

В реализации gpt-oss attention sinks — это не реальные токены во входной последовательности. Вместо этого это обучаемые bias-логиты, добавляемые к оценкам внимания для каждой головы (Рисунок 20). Цель та же, но без изменения токенизированного входа.

Рисунок 20: Использование attention sinks в gpt-oss; основано на коде Hugging Face здесь.

3.4 Лицензия

Наконец, как и Qwen3, модели gpt-oss распространяются под открытой лицензией Apache 2.0 — это замечательно (это та же лицензия, которую я предпочитаю для своих собственных open-source проектов). Это означает, что модели можно использовать для дистилляции в другие модели или в коммерческих продуктах без ограничений.

Открытые веса vs. открытый исходный код. Этот вопрос обсуждается годами, но стоит уточнить, чтобы избежать путаницы вокруг данного релиза. Некоторые разработчики моделей публикуют только веса и код для инференса (например, Llama, Gemma, gpt-oss), тогда как другие (например, OLMo) выпускают всё — включая код обучения, датасеты и веса, что соответствует строгому определению «открытого исходного кода».

По этому строгому критерию gpt-oss — модель с открытыми весами (как и Qwen3), поскольку включает веса и код инференса, но не код обучения и не датасеты. Однако в индустрии эта терминология используется несогласованно.

Я предполагаю, что «oss» в «gpt-oss» означает «open source software»; однако меня приятно удивило, что сама OpenAI в своём официальном анонсе чётко называет gpt-oss моделью с открытыми весами.

4. Прочие интересные детали

Хотя предыдущие разделы описали эволюцию архитектуры с момента GPT-2 и обсудили её сходства с Qwen3 (и большинством других современных моделей), есть ещё несколько важных нюансов, о которых я ещё не упомянул. Они не совсем вписываются в предыдущие разделы, но заслуживают внимания.

4.1 Обзор обучения

К сожалению, информации о размерах обучающих наборов и алгоритмах почти нет. Ниже я собрал самые интересные фрагменты из отчёта в model card (1) и анонсирующего поста (2):

Модели gpt-oss обучались с использованием наших самых передовых методов предобучения и постобучения [...] (1)

[...] обучение заняло 2.1 млн часов на GPU H100, причём gpt-oss-20b потребовала почти в 10 раз меньше. (1)

[...] включая этап обучения с учителем и этап обучения с подкреплением с высокими вычислительными затратами [...] (2)

Мы обучали модели на преимущественно англоязычном текстовом датасете с акцентом на STEM, программирование и общие знания. (2)

Таким образом, мы знаем, что gpt-oss — это модели, ориентированные на рассуждения. Объём вычислений — 2.1 млн часов на H100 — примерно сопоставим с 2.788 млн часов на H800, затраченных на обучение модели DeepSeek V3, которая почти в 5.6 раза крупнее. К сожалению, данных о времени обучения Qwen3 пока нет.

Интересно, что в оценку времени обучения gpt-oss включены как обучение с учителем для следования инструкциям, так и обучение с подкреплением для рассуждений, тогда как DeepSeek V3 — это лишь предобученная базовая модель, на основе которой отдельно обучалась DeepSeek R1.

4.2 Уровни рассуждений

Как уже упоминалось, gpt-oss — это модели, ориентированные на рассуждения. Но особенно интересно то, что они обучены так, что пользователи могут легко управлять степенью рассуждений прямо во время инференса.

Конкретно, модели gpt-oss могут получать инструкции вида «Reasoning effort: low/medium/high» («Уровень рассуждений: низкий/средний/высокий») в системном промпте, что напрямую влияет на длину и точность ответа, как показано на Рисунке 21.

Рисунок 21: Длина и качество ответов моделей gpt-oss при разных уровнях рассуждений (аннотированный рисунок из model card).

Такая гибкость полезна, поскольку позволяет балансировать между стоимостью, вычислениями и точностью. Например, если задача простая — ответить на прямой вопрос или исправить опечатку — можно пропустить развёрнутые рассуждения. Это экономит время и ресурсы, избегая излишне длинных ответов и многословных цепочек рассуждений.

Немного досадно, что OpenAI, в отличие от Qwen3 или OLMo, не выпустила базовые модели до этапа обучения с подкреплением для рассуждений. Базовые модели особенно ценны для исследователей, работающих над методами рассуждений (поэтому сейчас я предпочитаю использовать Qwen3 Base). Вероятно, решение OpenAI было продиктовано промышленными и production-сценариями, а не исследовательскими потребностями.

Заметим, что оригинальные модели Qwen3 также имели переключатель для включения/отключения режима рассуждений (через параметр enable_thinking=True/False в токенизаторе, который просто добавлял теги <think></think> для отключения рассуждений). Однако команда Qwen3 обновила свои модели за последние недели и отказалась от гибридного подхода в пользу специализированных вариантов: Instruct / Thinking / Coder.

Причина в том, что гибридный режим показывал худшую производительность по сравнению с отдельными моделями:

После обсуждения с сообществом и размышлений мы решили отказаться от гибридного режима рассуждений. Теперь мы будем обучать модели Instruct и Thinking отдельно, чтобы достичь наилучшего качества.

4.3 Оптимизация MXFP4: небольшая, но важная деталь

Одним из интересных сюрпризов стало то, что OpenAI выпустила модели gpt-oss с квантованием MoE-экспертов в формате MXFP4.

Раньше форматы квантования были нишевой темой, актуальной в основном для мобильного и встраиваемого ИИ, но всё изменилось с ростом размеров моделей. В данном случае оптимизация MXFP4 позволяет запускать модель на одном GPU.

Вот как это выглядит на практике:

Крупная модель (120B) помещается на один GPU с 80 ГБ памяти (H100 или новее). Это не потребительское железо, но арендовать машину с одним H100 гораздо дешевле, чем с несколькими. Плюс не нужно заботиться о распределении модели по GPU и накладных расходах на коммуникацию. Приятно, что поддержка AMD MI300X доступна с самого начала!
Меньшая модель (20B) умещается даже в 16 ГБ видеопамяти; правда, для этого требуется GPU серии RTX 50 или новее, поддерживающий MXFP4. (Примечание: недавно вышел патч, добавивший поддержку и для старых карт, например, RTX 4090.)

Отметим, что модели также будут работать и на старом оборудовании, но без MXFP4, и тогда потребление RAM будет значительно выше. Без MXFP4-оптимизации модели в формате bfloat16 займут около 48 ГБ (gpt-oss-20b) и 240 ГБ (gpt-oss-120b).

Кстати, я спокойно запускаю gpt-oss-20b на своём Mac Mini через Ollama. Она использует около 13.5 ГБ памяти — вполне разумный объём.

4.4 Бенчмарки

Модели ещё слишком новые для независимых бенчмарков. Проверив лидерборд LM Arena, я обнаружил, что gpt-oss там пока не представлена. Таким образом, Qwen3-Instruct остаётся на данный момент лучшей моделью с открытыми весами по мнению пользователей LM Arena (Рисунок 22).

Рисунок 22: Текущее состояние лидерборда LM Arena (на 8 августа 2025 года).

Однако, согласно бенчмаркам рассуждений из анонсирующего поста gpt-oss, эти модели сопоставимы как с проприетарными моделями OpenAI, так и с Qwen3 (Рисунок 23).

Рисунок 23: Основные графики бенчмарков взяты из официального анонса gpt-oss. Данные для gpt-oss-120b без инструментов — из официальной статьи model card, а цифры Qwen3 — из официального репозитория Qwen3.

Однако стоит учитывать, что gpt-oss-120b почти вдвое меньше модели Qwen3 A235B-A22B-Thinking-2507 и при этом запускается на одном GPU.

Производительность в бенчмарках, впрочем, не всегда отражает реальную удобство использования. За несколько дней ограниченного тестирования я обнаружил, что gpt-oss весьма компетентна. Тем не менее, как и другие, я заметил у неё относительно высокую склонность к галлюцинациям (этот момент также упомянут в её model card).

Возможно, это связано с сильным акцентом на задачи рассуждений — математику, головоломки, код, — что могло привести к некоторому «забыванию общей информации». Однако, поскольку gpt-oss изначально создавалась с учётом использования инструментов, это ограничение со временем может стать менее значимым. Интеграция инструментов в open-source LLM всё ещё на ранней стадии, но по мере её развития я ожидаю, что модели всё чаще будут обращаться к внешним источникам (например, поисковикам) при ответах на фактологические вопросы.

Если это произойдёт, логичнее будет делать ставку на способность к рассуждениям, а не на запоминание. Это похоже на обучение в школе (или в жизни вообще), где навыки решения задач часто важнее заучивания фактов.

5. gpt-oss и GPT-5

У OpenAI выдалась насыщенная неделя: вскоре после выпуска gpt-oss компания представила долгожданную модель GPT-5. Релиз GPT-5 оказался любопытным. И если я должен сказать об этом что-то одно, то меня по-настоящему удивило, насколько хороши их open-source модели по сравнению с их же лучшим коммерческим продуктом — если судить по бенчмаркам (Рисунок 24).

Рисунок 24: Основные графики бенчмарков взяты из официального анонса GPT-5. Данные gpt-oss — из статьи model card и анонса, цифры Qwen3 — из официального репозитория Qwen3-Coder.

В целом, несмотря на то, что некоторые называли релиз переоценённым, я рад, что у нас появился новый набор действительно сильных моделей с открытыми весами, которые не так уж сильно отстают от лучших проприетарных аналогов. Конечно, бенчмарки часто не отражают реального использования, и пока ещё слишком рано делать выводы на основе ограниченного опыта. Но я считаю, что сейчас отличное время для тех, кто любит работать с моделями с открытыми весами — локально или в частных инфраструктурах.

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5 окт. 2025 г.

09.10.25 08:23 pHqghUme

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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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"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

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

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17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

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

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
22.10.25 16:31 MATT PHILLIP

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

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 06:54 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

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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