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[Перевод] Большое сравнение архитектур LLM

Это перевод классной статьи с детальным обзором архитектур главных опенсорсных LLM: очень структурировано, доходчиво и с изумительными картиночками. И такой обзор просто обязан быть на русском языке. Поговорим про DeepSeek V3/R1, OLMo 2, Gemma 3, Mistral Small 3.1, Llama 4, Qwen3, SmolLM3, Kimi K2, GPT-OSS, Grok 2.5, GLM-4.5, Qwen3-Next.

Ну а дальше слово автору:

От DeepSeek-V3 до gpt-oss: взгляд на современное проектирование архитектур больших языковых моделей.

Прошло семь лет с момента разработки оригинальной архитектуры GPT. На первый взгляд, оглядываясь назад на GPT-2 (2019) и вперед на DeepSeek-V3 и Llama 4 (2024-2025), можно удивиться тому, насколько структурно похожими остаются эти модели.

Конечно, позиционные эмбеддинги (positional embeddings) эволюционировали от абсолютных к ротационным (RoPE), многоголовое внимание (Multi-Head Attention) в значительной степени уступило место Grouped-Query Attention, а более эффективная функция активации SwiGLU заменила такие функции активации (activation functions), как GELU. Но за этими незначительными усовершенствованиями — действительно ли мы увидели революционные изменения, или мы просто шлифуем те же самые архитектурные основы?

Сравнивать LLM для определения ключевых ингредиентов, которые способствуют их хорошей (или не очень хорошей) производительности, крайне сложно: исходные датасеты, методы обучения и гиперпараметры сильно различаются и часто плохо задокументированы.

Однако я считаю, что все еще есть большая ценность в изучении структурных изменений самих архитектур, чтобы увидеть, чем занимаются разработчики LLM в 2025 году. (Подмножество из них показано на Рисунке 1 ниже.)

Рисунок 1: Подмножество архитектур, рассмотренных в этой статье

Итак, в этой статье, вместо того чтобы писать о производительности на бенчмарках или алгоритмах обучения, я сосредоточусь на архитектурных разработках, которые определяют сегодняшние флагманские открытые модели.

Если интересно: на странице оригинала в самом начале есть видео, которое представляет собой озвученную и сокращенную версию этой статьи.

1. DeepSeek V3/R1

Как вы, вероятно, уже неоднократно слышали, DeepSeek R1 произвела большое впечатление, когда была выпущена в январе 2025 года. DeepSeek R1 — это модель рассуждений (reasoning model), построенная на основе архитектуры DeepSeek V3, которая была представлена в декабре 2024 года.

Хотя здесь я фокусируюсь на архитектурах, выпущенных в 2025 году, я считаю разумным включить DeepSeek V3, поскольку она получила широкое внимание и признание только после запуска DeepSeek R1 в 2025 году.

В этом разделе я сосредоточусь на двух ключевых архитектурных техниках, представленных в DeepSeek V3, которые улучшили ее вычислительную эффективность и отличают ее от многих других LLM:

Многоголовое латентное внимание (Multi-Head Latent Attention, MLA)
Смесь экспертов (Mixture-of-Experts, MoE)

1.1 Многоголовое латентное внимание

Прежде чем обсуждать многоголовое латентное внимание, давайте кратко рассмотрим некоторую предысторию, чтобы понять, почему оно используется. Для этого начнем с Grouped-Query Attention (GQA), которое в последние годы стало новым стандартом замены многоголового внимания как более эффективная альтернатива с точки зрения вычислений и параметров.

Итак, вот краткое резюме GQA. В отличие от многоголового внимания, где каждая голова также имеет свой собственный набор ключей и значений (keys and values), для уменьшения использования памяти групповое внимание запросов группирует несколько голов для совместного использования одних и тех же проекций ключей и значений.

Например, как показано на Рисунке 2 ниже, если есть 2 группы ключ-значение и 4 головы внимания, то головы 1 и 2 могут совместно использовать один набор ключей и значений, в то время как головы 3 и 4 совместно используют другой. Это уменьшает общее количество вычислений ключей и значений, что приводит к снижению использования памяти и повышению эффективности (без заметного влияния на производительность моделирования, согласно исследованиям абляции).

Рисунок 2: Сравнение между многоголовым вниманием и GQA. Здесь размер группы равен 2, где пара ключ-значение используется совместно для 2 запросов.

Итак, основная идея Grouped-Query Attention заключается в уменьшении количества голов ключей и значений путем их совместного использования несколькими головами запросов. Это, во-первых, снижает количество параметров модели и, во-вторых, уменьшает использование пропускной способности памяти для тензоров ключей и значений во время инференса, поскольку нужно хранить и извлекать меньше ключей и значений из KV-кеша (KV cache).

(Если вам интересно, как Grouped-Query Attention выглядит в коде, смотрите мое руководство по конвертации GPT-2 в Llama 3 для версии без KV-кеша и мой вариант с KV-кешем.)

Хотя Grouped-Query Attention в основном является обходным решением для повышения вычислительной эффективности многоголового внимания, исследования абляции (такие как в оригинальной статье о Grouped-Query Attention и статье о Llama 2) показывают, что оно работает сопоставимо со стандартным многоголовым вниманием с точки зрения производительности моделирования LLM.

Теперь многоголовое латентное внимание предлагает другую стратегию экономии памяти, которая также особенно хорошо сочетается с KV-кешированием. Вместо совместного использования голов ключей и значений, как в Grouped-Query Attention, многоголовое латентное внимание сжимает тензоры ключей и значений в пространство меньшей размерности перед их сохранением в KV-кеш.

Во время инференса эти сжатые тензоры проецируются обратно к их исходному размеру перед использованием, как показано на Рисунке 3 ниже. Это добавляет дополнительное матричное умножение, но уменьшает использование памяти.

Рисунок 3: Сравнение между MLA (используется в DeepSeek V3 и R1) и обычным многоголовым вниманием

(В качестве примечания: запросы также сжимаются, но только во время обучения, а не инференса.)

Кстати, MLA не является новшеством в DeepSeek V3, поскольку его предшественник DeepSeek-V2 также использовал (и даже представил) его. Кроме того, статья о V2 содержит несколько интересных исследований абляции, которые могут объяснить, почему команда DeepSeek выбрала MLA вместо Grouped-Query Attention (см. Рисунок 4 ниже).

Рисунок 4: Таблицы с пояснениями из статьи DeepSeek-V2, https://arxiv.org/abs/2405.04434

Как показано на Рисунке 4 выше, Grouped-Query Attention показывает худшую производительность, чем многоголовое внимание, в то время как MLA обеспечивает лучшую производительность моделирования, чем многоголовое внимание, что, вероятно, объясняет, почему команда DeepSeek выбрала MLA вместо Grouped-Query Attention. (Было бы интересно также увидеть сравнение экономии «KV-кеша на токен» между MLA и Grouped-Query Attention!)

Подводя итог этого раздела, прежде чем перейти к следующему компоненту архитектуры, MLA — это умный прием для уменьшения использования памяти KV-кеша, который даже немного превосходит многоголовое внимание с точки зрения производительности моделирования.

1.2 Смесь экспертов (Mixture-of-Experts, MoE)

Другим важным архитектурным компонентом в DeepSeek, заслуживающим внимания, является использование слоев смеси экспертов. Хотя DeepSeek не изобрела смесь экспертов, она переживает возрождение в этом году, и многие из архитектур, которые мы рассмотрим позже, также используют ее.

Вы, вероятно, уже знакомы со смесью экспертов, но быстрое напоминание может быть полезным.

Основная идея смеси экспертов заключается в замене каждого модуля прямого распространения (FeedForward module) в блоке трансформера несколькими слоями экспертов, где каждый из этих слоев экспертов также является модулем прямого распространения. Это означает, что мы заменяем один блок прямого распространения несколькими блоками прямого распространения, как показано на Рисунке 5 ниже.

Рисунок 5: Иллюстрация модуля смеси экспертов в DeepSeek V3/R1 (справа) в сравнении с LLM со стандартным блоком прямого распространения (FeedForward)(слева)

Блок прямого распространения внутри блока трансформера (показан как темно-серый блок на рисунке выше) обычно содержит большое количество от общего числа параметров модели. (Обратите внимание, что блок трансформера, и, следовательно, блок прямого распространения, повторяется много раз в LLM; в случае DeepSeek-V3 — 61 раз.)

Таким образом, замена одного блока прямого распространения несколькими блоками прямого распространения (как это сделано в конфигурации смеси экспертов) существенно увеличивает общее количество параметров модели. Однако ключевой трюк заключается в том, что мы не используем («активируем») всех экспертов для каждого токена. Вместо этого маршрутизатор (router) выбирает только небольшое подмножество экспертов для каждого токена. (В интересах экономии времени, или, скорее, места в статье, я рассмотрю маршрутизатор более подробно в другой раз.)

Поскольку одновременно активны только несколько экспертов, модули смеси экспертов часто называют разреженными (sparse), в отличие от плотных (dense) модулей, которые всегда используют полный набор параметров. Однако большое общее количество параметров через смесь экспертов увеличивает емкость LLM, что означает, что она может усваивать больше знаний во время обучения. Разреженность же обеспечивает эффективность инференса, поскольку мы не используем все параметры одновременно.

Например, DeepSeek-V3 имеет 256 экспертов на модуль смеси экспертов и в общей сложности 671 миллиард параметров. Однако во время инференса активны только 9 экспертов одновременно (1 общий эксперт плюс 8, выбранных маршрутизатором). Это означает, что на каждом шаге инференса используется всего 37 миллиардов параметров, а не все 671 миллиард.

Одной из примечательных особенностей дизайна смеси экспертов в DeepSeek-V3 является использование общего эксперта (shared expert). Это эксперт, который всегда активен для каждого токена. Эта идея не нова и уже была представлена в статьях о DeepSeek MoE 2024 года и DeepSpeedMoE 2022 года.

Рисунок 6: Рисунок с пояснениями из «DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models», https://arxiv.org/abs/2401.06066

Преимущество наличия общего эксперта впервые было отмечено в статье DeepSpeedMoE, где обнаружили, что это повышает общую производительность моделирования по сравнению с отсутствием общих экспертов. Вероятно, это связано с тем, что общие или повторяющиеся паттерны не нужно изучать нескольким отдельным экспертам, что оставляет им больше возможностей для изучения более специализированных паттернов.

1.3 Резюме DeepSeek

Подводя итог, DeepSeek-V3 — это массивная модель с 671 миллиардом параметров, которая при запуске превзошла другие модели с открытыми весами, включая Llama 3 с 405 миллиардами параметров. Несмотря на больший размер, она гораздо эффективнее во время инференса благодаря архитектуре смеси экспертов, которая активирует только небольшое подмножество (всего 37 миллиардов) параметров на токен.

Другой ключевой отличительной особенностью является использование в DeepSeek-V3 многоголового латентного внимания вместо Grouped-Query Attention. И многоголовое латентное внимание, и Grouped-Query Attention являются эффективными для инференса альтернативами стандартному многоголовому вниманию, особенно при использовании KV-кеширования. Хотя многоголовое латентное внимание сложнее в реализации, исследование в статье DeepSeek-V2 показало, что оно обеспечивает лучшую производительность моделирования, чем Grouped-Query Attention.

2. OLMo 2

Серия моделей OLMo от некоммерческой организации Allen Institute for AI заслуживает внимания благодаря своей прозрачности в отношении обучающих данных и кода, а также относительно подробным техническим отчетам.

Хотя вы, вероятно, не найдете модели OLMo на вершине какого-либо бенчмарка или рейтинга, они довольно качественные и, что более важно, представляют собой отличный образец для разработки LLM благодаря своей прозрачности.

И хотя модели OLMo популярны из-за своей прозрачности, они также неплохи. Фактически, на момент выпуска в январе (до Llama 4, Gemma 3 и Qwen 3) модели OLMo 2 находились на фронте Парето (Pareto frontier) по соотношению вычислений к производительности, как показано на Рисунке 7 ниже.

Рисунок 7: Производительность моделирования на бенчмарках (выше — лучше) против стоимости предобучения (FLOPs; ниже — лучше) для различных LLM. Это рисунок с пояснениями из статьи OLMo 2, https://arxiv.org/abs/2501.00656

Как упоминалось ранее в этой статье, я стремлюсь сосредоточиться только на деталях архитектуры LLM (а не на обучении или данных), чтобы сохранить управляемую длину статьи. Итак, какими были интересные архитектурные решения в OLMo 2? В основном это сводится к нормализациям: размещению слоев RMSNorm, а также добавлению QK-нормализации (QK-norm), которую я обсужу ниже.

Еще одна вещь, достойная упоминания, заключается в том, что OLMo 2 все еще использует традиционное многоголовое внимание вместо многоголового латентного внимания или Grouped-Query Attention.

2.1 Размещение слоев нормализации

В целом, OLMo 2 в значительной степени следует архитектуре оригинальной модели GPT, как и другие современные LLM. Однако есть некоторые заслуживающие внимания отклонения. Начнем со слоев нормализации.

Подобно Llama, Gemma и большинству других LLM, OLMo 2 перешла с LayerNorm на RMSNorm.

Но поскольку RMSNorm — это старая шляпа (это, по сути, упрощенная версия LayerNorm с меньшим количеством обучаемых параметров), я пропущу обсуждение RMSNorm против LayerNorm.

Однако стоит обсудить размещение слоя RMSNorm. Оригинальный трансформер (из статьи «Attention is all you need») размещал два слоя нормализации в блоке трансформера после модуля внимания и модуля прямого распространения соответственно.

Это также известно как пост-нормализация (Post-LN или Post-Norm).

GPT и большинство других LLM, которые появились позже, размещали слои нормализации перед модулями внимания и прямого распространения, что известно как пре-нормализация (Pre-LN или Pre-Norm). Сравнение между пост-нормализацией и пре-нормализацией показано на рисунке ниже.

Рисунок 8: Сравнение пост-нормализации, пре-нормализации и варианта пост-нормализации в OLMo 2

В 2020 году Xiong и соавторы показали, что пре-нормализация приводит к более управляемым градиентам при инициализации. Кроме того, исследователи отметили, что пре-нормализация даже хорошо работает без тщательного прогрева скорости обучения (learning rate warm-up), который в противном случае является критически важным инструментом для пост-нормализации.

Теперь я упоминаю это потому, что OLMo 2 приняла форму пост-нормализации (но с RMSNorm вместо LayerNorm, поэтому я называю это Post-Norm).

В OLMo 2, вместо размещения слоев нормализации перед слоями внимания и прямого распространения, они размещают их после, как показано на рисунке выше. Однако обратите внимание, что в отличие от оригинальной архитектуры трансформера, слои нормализации все еще находятся внутри остаточных связей (residual layers, или skip connections).

Итак, почему они изменили положение слоев нормализации? Причина в том, что это помогло со стабильностью обучения, как показано на рисунке ниже.

Рисунок 9: График, показывающий стабильность обучения для пре-нормализации (как в GPT-2, Llama 3 и многих других) в сравнении с вариантом пост-нормализации в OLMo 2. Это рисунок с пояснениями из статьи OLMo 2, https://arxiv.org/abs/2501.00656

К сожалению, этот рисунок показывает результаты переупорядочивания вместе с QK-нормализацией, которая является отдельной концепцией. Поэтому трудно сказать, насколько само по себе переупорядочивание слоев нормализации внесло вклад.

2.2 QK-нормализация

Поскольку в предыдущем разделе уже упоминалась QK-нормализация, и другие LLM, которые мы обсудим позже, такие как Gemma 2 и Gemma 3, также используют QK-нормализацию, давайте кратко обсудим, что это такое.

QK-нормализация — это, по сути, еще один слой RMSNorm. Он размещается внутри модуля многоголового внимания и применяется к запросам (q) и ключам (k) перед применением RoPE. Чтобы проиллюстрировать это, ниже приведен фрагмент слоя Grouped-Query Attention, который я написал для своей реализации Qwen3 с нуля (применение QK-нормализации в Grouped-Query Attention аналогично многоголовому вниманию в OLMo):

```python
### class GroupedQueryAttention(nn.Module):
    def __init__(
        self, d_in, num_heads, num_kv_groups,
        head_dim=None, qk_norm=False, dtype=None
    ):
        # ...

        if qk_norm:
            self.q_norm = RMSNorm(head_dim, eps=1e-6)
            self.k_norm = RMSNorm(head_dim, eps=1e-6)
        else:
            self.q_norm = self.k_norm = None

    def forward(self, x, mask, cos, sin):
        b, num_tokens, _ = x.shape

        # Применить проекции
        queries = self.W_query(x) 
        keys = self.W_key(x)
        values = self.W_value(x) 

        # ...

        # Опциональная нормализация
        if self.q_norm:
            queries = self.q_norm(queries)
        if self.k_norm:
            keys = self.k_norm(keys)

        # Применить RoPE
        queries = apply_rope(queries, cos, sin)
        keys = apply_rope(keys, cos, sin)

        # Расширить K и V для соответствия количеству голов
        keys = keys.repeat_interleave(self.group_size, dim=1)
        values = values.repeat_interleave(self.group_size, dim=1)

        # Внимание
        attn_scores = queries @ keys.transpose(2, 3)
        # ...
```

Как упоминалось ранее, вместе с пост-нормализацией, QK-нормализация стабилизирует обучение. Обратите внимание, что QK-нормализация не была изобретена OLMo 2, а восходит к статье 2023 года Scaling Vision Transformers.

2.3 Резюме OLMo 2

Короче говоря, заслуживающие внимания архитектурные решения OLMo 2 — это в первую очередь размещение RMSNorm: RMSNorm после, а не до модулей внимания и прямого распространения (вариант пост-нормализации), а также добавление RMSNorm для запросов и ключей внутри механизма внимания (QK-нормализация), что вместе помогает стабилизировать потери при обучении (training loss).

Ниже приведен рисунок, который дополнительно сравнивает OLMo 2 с Llama 3 бок о бок; как можно увидеть, архитектуры в остальном относительно похожи, за исключением того факта, что OLMo 2 все еще использует традиционное многоголовое внимание вместо Grouped-Query Attention. (Однако команда OLMo 2 выпустила вариант на 32 миллиарда параметров 3 месяца спустя, который использует Grouped-Query Attention.)

Рисунок 10: Сравнение архитектур Llama 3 и OLMo 2

3. Gemma 3

Модели Gemma от Google всегда были действительно хороши, и я думаю, что они всегда были немного недооценены по сравнению с другими популярными моделями, такими как серия Llama.

Одним из отличительных аспектов Gemma является довольно большой размер словаря (для лучшей поддержки нескольких языков) и более сильный фокус на размере 27 миллиардов параметров (в отличие от 8 или 70 миллиардов). Но обратите внимание, что Gemma 2 также выпускается в меньших размерах: 1, 4 и 12 миллиардов параметров.

Размер 27 миллиардов параметров попадает в действительно хорошую золотую середину: модель гораздо более способна, чем модель на 8 миллиардов, но не такая ресурсоемкая, как модель на 70 миллиардов, и она прекрасно работает локально на моем Mac Mini.

Итак, что еще интересного в Gemma 3? Как обсуждалось ранее, другие модели, такие как Deepseek-V3/R1, используют архитектуру смеси экспертов для уменьшения требований к памяти при инференсе при фиксированном размере модели. (Подход смеси экспертов также используется несколькими другими моделями, которые мы обсудим позже.)

Gemma 3 использует другой «трюк» для снижения вычислительных затрат, а именно внимание со скользящим окном (sliding window attention).

3.1 Внимание со скользящим окном

С помощью внимания со скользящим окном (первоначально представленного в статье LongFormer в 2020 году и уже использованного в Gemma 2), команда Gemma 3 смогла значительно сократить требования к памяти в KV-кеше, как показано на рисунке ниже.

Рисунок 11: Рисунок с пояснениями из статьи Gemma 3 (https://arxiv.org/abs/2503.19786), показывающий экономию памяти KV-кеша с помощью внимания со скользящим окном

Итак, что такое внимание со скользящим окном? Если мы думаем об обычном самовнимании как о глобальном механизме внимания, поскольку каждый элемент последовательности может получить доступ к любому другому элементу последовательности, то мы можем думать о внимании со скользящим окном как о локальном внимании, потому что здесь мы ограничиваем размер контекста вокруг текущей позиции запроса. Это проиллюстрировано на рисунке ниже.

Рисунок 12: Сравнение между обычным вниманием (слева) и вниманием со скользящим окном (справа)

Обратите внимание, что внимание со скользящим окном может использоваться как с многоголовым вниманием, так и с Grouped-Query Attention (Gemma 3 использует его).

Как упоминалось выше, внимание со скользящим окном также называют локальным вниманием, потому что локальное окно окружает текущую позицию запроса и движется вместе с ней. В отличие от этого, обычное внимание является глобальным, поскольку каждый токен может получить доступ ко всем другим токенам.

Теперь, как кратко упоминалось выше, архитектура-предшественник Gemma 2 также использовала внимание со скользящим окном ранее. Разница в Gemma 3 заключается в том, что они скорректировали соотношение между глобальным (обычным) и локальным (скользящим) вниманием.

Например, Gemma 2 использует гибридный механизм внимания, который сочетает внимание со скользящим окном (локальное) и глобальное внимание в соотношении 1:1. Каждый токен может обращаться к окну из 4 тысяч токенов близлежащего контекста.

В то время как Gemma 2 использовала внимание со скользящим окном в каждом втором слое, Gemma 3 теперь имеет соотношение 5:1, что означает, что есть только 1 слой полного внимания на каждые 5 слоев локального внимания со скользящим окном; более того, размер скользящего окна был уменьшен с 4096 (Gemma 2) до всего лишь 1024 (Gemma 3). Это смещает фокус модели в сторону более эффективных локализованных вычислений.

Согласно их исследованию абляции, использование внимания со скользящим окном имеет минимальное влияние на производительность моделирования, как показано на рисунке ниже.

Рисунок 13: Рисунок с пояснениями из статьи Gemma 3 (https://arxiv.org/abs/2503.19786), показывающий, что внимание со скользящим окном имеет незначительное или нулевое влияние на перплексию (perplexity) выходных данных, генерируемых LLM

Хотя внимание со скользящим окном является наиболее заметным архитектурным аспектом Gemma 3, я также хочу кратко рассмотреть размещение слоев нормализации в качестве продолжения предыдущего раздела об OLMo 2.

3.2 Размещение слоев нормализации в Gemma 3

Небольшая, но интересная деталь, которую стоит выделить, заключается в том, что Gemma 3 использует RMSNorm как в пре-нормализации, так и в пост-нормализации вокруг модуля Grouped-Query Attention.

Это похоже на Gemma 2, но все же заслуживает внимания, поскольку отличается от (1) пост-нормализации, использованной в оригинальном трансформере («Attention is all you need»), (2) пре-нормализации, которая была популяризирована GPT-2 и использовалась во многих других архитектурах впоследствии, и (3) варианта пост-нормализации в OLMo 2, который мы видели ранее.

Рисунок 14: Сравнение архитектур OLMo 2 и Gemma 3; обратите внимание на дополнительные слои нормализации в Gemma 3

Я думаю, что это размещение слоев нормализации является относительно интуитивным подходом, поскольку оно получает лучшее из обоих миров: пре-нормализации и пост-нормализации. На мой взгляд, немного дополнительной нормализации не помешает. В худшем случае, если дополнительная нормализация избыточна, это добавляет немного неэффективности через избыточность. Однако на практике, поскольку RMSNorm относительно дешев в общей картине, это не должно иметь заметного влияния.

3.3 Резюме Gemma 3

Gemma 3 — это хорошо работающая LLM с открытыми весами, которая, на мой взгляд, немного недооценена в кругах открытого исходного кода. Самой интересной частью является использование внимания со скользящим окном для повышения эффективности (будет интересно объединить его со смесью экспертов в будущем).

Также Gemma 3 имеет уникальное размещение слоев нормализации, размещая слои RMSNorm как до, так и после модулей внимания и прямого распространения.

3.4 Бонус: Gemma 3n

Через несколько месяцев после выпуска Gemma 3 Google поделилась Gemma 3n, которая представляет собой модель Gemma 3, оптимизированную для эффективной работы на небольших устройствах с целью запуска на телефонах.

Одним из изменений в Gemma 3n для достижения лучшей эффективности является так называемый слой параметров послойных эмбеддингов (Per-Layer Embedding, PLE). Ключевая идея здесь заключается в том, чтобы хранить в памяти GPU только подмножество параметров модели. Специфичные для токенов-слоев эмбеддинги, такие как для текстовых, аудио и визуальных модальностей, затем передаются потоком из CPU или SSD по требованию.

Рисунок ниже иллюстрирует экономию памяти благодаря послойным эмбеддингам, указывая 5,44 миллиарда параметров для стандартной модели Gemma 3. Вероятно, это относится к варианту Gemma 3 на 4 миллиарда параметров.

Рисунок 15: Рисунок с пояснениями из блога Google о Gemma 3n (https://developers.googleblog.com/en/introducing-gemma-3n/), иллюстрирующий экономию памяти благодаря PLE

Расхождение между 5,44 и 4 миллиардами параметров объясняется тем, что у Google интересный способ подсчета параметров в LLM. Они часто исключают параметры эмбеддингов, чтобы модель выглядела меньше, за исключением таких случаев, как этот, когда удобно включить их, чтобы модель выглядела больше. Это не уникально для Google, поскольку такой подход стал распространенной практикой в этой области.

Другой интересный прием — это концепция MatFormer (сокращение от Matryoshka Transformer). Например, Gemma 3n использует единую общую архитектуру LLM (трансформер), которую можно разделить на более мелкие, независимо используемые модели. Каждая часть обучается функционировать самостоятельно, поэтому во время инференса мы можем запустить только ту часть, которая нужна (вместо большой модели).

4. Mistral Small 3.1

Mistral Small 3.1 24B, которая была выпущена в марте вскоре после Gemma 3, заслуживает внимания тем, что превосходит Gemma 3 27B по нескольким бенчмаркам (за исключением математики), будучи при этом быстрее.

Причины более низкой задержки инференса у Mistral Small 3.1 по сравнению с Gemma 3, вероятно, связаны с их пользовательским токенизатором, а также с уменьшением KV-кеша и количества слоев. В остальном это стандартная архитектура, как показано на рисунке ниже.

Рисунок 16: Сравнение архитектур Gemma 3 27B и Mistral 3.1 Small 24B

Интересно, что более ранние модели Mistral использовали внимание со скользящим окном, но они, похоже, отказались от него в Mistral Small 3.1, если рассматривать настройку по умолчанию ("sliding_window": null) в официальном файле конфигурации Model Hub. Также карточка модели (model card) не упоминает об этом.

Итак, поскольку Mistral использует обычное Grouped-Query Attention вместо Grouped-Query Attention со скользящим окном, как в Gemma 3, возможно, есть дополнительная экономия вычислений при инференсе благодаря возможности использовать более оптимизированный код (например, FlashAttention). Например, я предполагаю, что хотя внимание со скользящим окном уменьшает использование памяти, оно не обязательно снижает задержку инференса, на чем сфокусирована Mistral Small 3.1.

5. Llama 4

Обширное вводное обсуждение смеси экспертов ранее в этой статье снова оказывается полезным. Llama 4 также использует подход смеси экспертов и в остальном следует относительно стандартной архитектуре, которая очень похожа на DeepSeek-V3, как показано на рисунке ниже. (Llama 4 включает встроенную мультимодальную поддержку, аналогично таким моделям, как Gemma и Mistral. Однако, поскольку эта статья фокусируется на языковом моделировании, мы сосредоточимся только на текстовой модели.)

Рисунок 17: Сравнение архитектур DeepSeek V3 (671 миллиард параметров) и Llama 4 Maverick (400 миллиардов параметров)

Хотя архитектура Llama 4 Maverick в целом выглядит очень похожей на DeepSeek-V3, есть некоторые интересные различия, заслуживающие внимания.

Во-первых, Llama 4 использует Grouped-Query Attention, как и ее предшественники, в то время как DeepSeek-V3 использует многоголовое латентное внимание, которое мы обсуждали в начале этой статьи. Теперь, как DeepSeek-V3, так и Llama 4 Maverick — это очень крупные архитектуры, при этом DeepSeek-V3 примерно на 68% больше по общему количеству параметров. Однако с 37 миллиардами активных параметров DeepSeek-V3 имеет более чем в два раза больше активных параметров, чем Llama 4 Maverick (17 миллиардов).

Llama 4 Maverick использует более классическую конфигурацию смеси экспертов с меньшим количеством, но более крупными экспертами (2 активных эксперта со скрытым размером 8192 каждый) по сравнению с DeepSeek-V3 (9 активных экспертов со скрытым размером 2048 каждый). Также DeepSeek использует слои смеси экспертов в каждом блоке трансформера (за исключением первых 3), в то время как Llama 4 чередует модули смеси экспертов и плотные модули в каждом втором блоке трансформера.

Учитывая множество небольших различий между архитектурами, трудно определить их точное влияние на итоговую производительность модели. Однако главный вывод заключается в том, что архитектуры смеси экспертов значительно выросли в популярности в 2025 году.

6. Qwen3

Команда Qwen стабильно выпускает высококачественные LLM с открытыми весами. Когда я помогал соруководить конкурсом по эффективности LLM на NeurIPS 2023, я помню, что все лучшие победившие решения были основаны на Qwen2.

Теперь Qwen3 — это еще одна успешная серия моделей на вершине рейтингов для своих размерных классов. Есть 7 плотных моделей: 0,6B, 1,7B, 4B, 8B, 14B и 32B. И есть 2 модели смеси экспертов: 30B-A3B и 235B-A22B.

(Кстати, обратите внимание, что отсутствие пробела в «Qwen3» — это не опечатка; я просто стараюсь сохранить оригинальное написание, которое выбрали разработчики Qwen.)

6.1 Плотные (Dense) модели Qwen3

Давайте сначала обсудим архитектуру плотных моделей. На момент написания этой статьи модель на 0,6 миллиарда параметров вполне может быть самой маленькой моделью с открытыми весами текущего поколения. И, основываясь на моем личном опыте, она работает действительно хорошо, учитывая ее небольшой размер. Она имеет отличную пропускную способность токенов в секунду и небольшой объем памяти, если вы планируете запускать ее локально. Но более того, ее также легко обучать локально (в образовательных целях) благодаря ее небольшому размеру.

Итак, Qwen3 0,6B заменила для меня Llama 3 1B для большинства целей. Сравнение между этими двумя архитектурами показано ниже.

Рисунок 18: Сравнение архитектур Qwen3 0,6B и Llama 3 1B; обратите внимание, что Qwen3 — это более глубокая архитектура с большим количеством слоев, в то время как Llama 3 — это более широкая архитектура с большим количеством голов внимания

Показатели вычислительной производительности на рисунке выше основаны на моих реализациях PyTorch с нуля при запуске на GPU A100. Как можно видеть, Qwen3 имеет меньший объем памяти, поскольку это в целом меньшая архитектура, а также использует меньшие скрытые слои и меньше голов внимания. Однако она использует больше блоков трансформера, чем Llama 3, что приводит к более медленному времени выполнения (меньшей скорости генерации токенов в секунду).

6.1 MoE модели Qwen3

Как упоминалось ранее, Qwen3 также выпускается в двух вариантах смеси экспертов: 30B-A3B и 235B-A22B. Почему некоторые архитектуры, такие как Qwen3, выпускаются в обычных (плотных) и вариантах смеси экспертов (разреженных)?

Как упоминалось в начале этой статьи, варианты смеси экспертов помогают снизить затраты на инференс для больших базовых моделей. Предложение как плотных, так и вариантов смеси экспертов дает пользователям гибкость в зависимости от их целей и ограничений.

Плотные модели обычно более просты для дообучения, развертывания и оптимизации на различном оборудовании.

С другой стороны, модели смеси экспертов оптимизированы для масштабирования инференса. Например, при фиксированном бюджете на инференс они могут достичь более высокой общей емкости модели (т.е. усвоения знаний во время обучения благодаря большему размеру) без пропорционального увеличения затрат на инференс.

Выпуская оба типа, серия Qwen3 может поддерживать более широкий спектр случаев использования: плотные модели для надежности, простоты и дообучения, а модели смеси экспертов для эффективного обслуживания в масштабе.

Чтобы завершить этот раздел, давайте сравним Qwen3 235B-A22B (обратите внимание, что A22B означает «22 миллиарда активных параметров») с DeepSeek-V3, который имеет почти в два раза больше активных параметров (37 миллиардов).

Рисунок 19: Сравнение архитектур DeepSeek-V3 и Qwen3 235B-A22B

Как показано на рисунке выше, архитектуры DeepSeek-V3 и Qwen3 235B-A22B удивительно похожи. Однако заслуживает внимания то, что модель Qwen3 отказалась от использования общего эксперта (более ранние модели Qwen, такие как Qwen2.5-MoE, действительно использовали общего эксперта).

К сожалению, команда Qwen3 не раскрыла никаких причин, почему они отказались от общих экспертов. Если бы мне пришлось гадать, возможно, это просто не было необходимо для стабильности обучения в их конфигурации, когда они увеличили количество экспертов с 2 (в Qwen2.5-MoE) до 8 (в Qwen3). И тогда они смогли сэкономить дополнительные вычислительные затраты/память, используя только 8 вместо 8+1 экспертов. (Однако это не объясняет, почему DeepSeek-V3 все еще сохраняет своего общего эксперта.)

Обновление. Цзюньян Линь (Junyang Lin), один из разработчиков Qwen3, ответил следующим образом: На тот момент мы не обнаружили достаточно значительных улучшений от общего эксперта, и нас беспокоила оптимизация для инференса, вызванная общим экспертом. Честно говоря, прямого ответа на этот вопрос нет.

7. SmolLM3

SmolLM3, возможно, не настолько популярна, как другие LLM, рассмотренные в этой статье, но я подумал, что это все еще интересная модель для включения, поскольку она предлагает действительно хорошую производительность моделирования при относительно небольшом и удобном размере модели в 3 миллиарда параметров, который находится между моделями Qwen3 на 1,7 и 4 миллиарда параметров, как показано на рисунке ниже.

Более того, она также поделилась многими деталями обучения, подобно OLMo, что редко встречается и всегда ценится!

Рисунок 20: Рисунок с пояснениями из поста с объявлением о SmolLM3, https://huggingface.co/blog/smollm3, сравнивающий частоту побед SmolLM3 с Qwen3 1,7B и 4B, а также с Llama 3 3B и Gemma 3 4B

Как показано на рисунке сравнения архитектур ниже, архитектура SmolLM3 выглядит довольно стандартной. Однако, пожалуй, самым интересным аспектом является использование NoPE (No Positional Embeddings, без позиционных эмбеддингов).

Рисунок 21: Сравнение архитектур Qwen3 4B и SmolLM3 3B бок о бок

7.1 Без позиционных эмбеддингов (NoPE)

NoPE — это, в контексте LLM, более старая идея, которая восходит к статье 2023 года (The Impact of Positional Encoding on Length Generalization in Transformers), направленной на удаление явного внедрения позиционной информации (например, через классические слои абсолютных позиционных эмбеддингов в ранних архитектурах GPT или современный RoPE).

В LLM на основе трансформера позиционное кодирование (positional encoding) обычно необходимо, потому что самовнимание обрабатывает токены независимо от порядка. Абсолютные позиционные эмбеддинги решают эту проблему, добавляя дополнительный слой эмбеддингов, который добавляет информацию к эмбеддингам токенов.

Рисунок 22: Модифицированный рисунок из моей книги «Build A Large Language Model (From Scratch)» (https://www.amazon.com/Build-Large-Language-Model-Scratch/dp/1633437167), иллюстрирующий абсолютные позиционные эмбеддинги

RoPE, с другой стороны, решает это путем вращения векторов запросов и ключей относительно их позиции токена.

Однако в слоях NoPE такой позиционный сигнал вообще не добавляется: ни фиксированный, ни обученный, ни относительный. Ничего.

Несмотря на отсутствие позиционных эмбеддингов, модель все еще знает, какие токены идут раньше, благодаря причинной маске внимания (causal attention mask). Эта маска предотвращает обращение каждого токена к будущим токенам. В результате токен в позиции t может видеть только токены в позициях ≤ t, что сохраняет авторегрессивный порядок (autoregressive ordering).

Таким образом, хотя явно добавленной позиционной информации нет, все еще существует неявное ощущение направления, встроенное в структуру модели, и LLM при обычном обучении на основе градиентного спуска может научиться использовать это, если обнаружит, что это полезно для цели оптимизации. (Ознакомьтесь с теоремами в статье о NoPE для получения дополнительной информации.)

Итак, в целом статья о NoPE не только обнаружила, что внедрение позиционной информации не является необходимым, но также обнаружила, что NoPE имеет лучшее обобщение по длине (length generalization), что означает, что производительность ответов LLM ухудшается меньше с увеличением длины последовательности, как показано на рисунке ниже.

Рисунок 23: Рисунок с пояснениями из статьи о NoPE (https://arxiv.org/abs/2305.19466), показывающий лучшее обобщение по длине с NoPE

Обратите внимание, что эксперименты, показанные выше, были проведены с относительно небольшой моделью в стиле GPT приблизительно на 100 миллионов параметров и с относительно небольшими размерами контекста. Неясно, насколько хорошо эти выводы обобщаются на более крупные современные LLM.

По этой причине команда SmolLM3, вероятно, только «применила» NoPE (или, скорее, опустила RoPE) в каждом 4-м слое.

8. Kimi K2

Kimi K2 недавно произвела большой резонанс в AI-сообществе благодаря тому, что является моделью с открытыми весами с невероятно хорошей производительностью. Согласно бенчмаркам, она находится наравне с лучшими проприетарными моделями, такими как Gemini от Google, Claude от Anthropic и модели ChatGPT от OpenAI.

Заметным аспектом является использование варианта относительно нового оптимизатора Muon вместо AdamW. Насколько мне известно, это первый случай, когда Muon был использован вместо AdamW для какой-либо производственной модели такого размера (ранее было показано, что он масштабируется только до 16 миллиардов параметров). Это привело к очень хорошим кривым потерь при обучении, что, вероятно, помогло катапультировать эту модель на вершину вышеупомянутых бенчмарков.

Хотя люди комментировали, что потери были исключительно гладкими (из-за отсутствия скачков), я думаю, что они не исключительно гладкие (например, см. кривую потерь OLMo 2 на рисунке ниже; также L2-норма градиента, вероятно, была бы лучшей метрикой для отслеживания стабильности обучения). Однако примечательно то, насколько хорошо убывает кривая потерь.

Однако, как упоминалось во введении к этой статье, методологии обучения — это тема для другого раза.

Рисунок 24: Рисунки с пояснениями из статьи в блоге с объявлением о Kimi K2 (https://moonshotai.github.io/Kimi-K2/) и статьи OLMo 2 (https://arxiv.org/abs/2305.19466)

Сама модель имеет размер в 1 триллион параметров, что действительно впечатляет.

На момент написания это может быть самая большая LLM этого поколения (при условии, что Llama 4 Behemoth не выпущена, проприетарные LLM не считаются, и Switch Transformer от Google на 1,6 триллиона параметров — это архитектура кодировщик-декодировщик (encoder-decoder) из другого поколения).

Это также замыкает круг, поскольку Kimi K2 использует архитектуру DeepSeek-V3, которую мы рассмотрели в начале этой статьи, за исключением того, что они сделали ее больше, как показано на рисунке ниже.

Рисунок 25: Сравнение архитектур DeepSeek V3 и Kimi K2

Как показано на рисунке выше, Kimi K2 в основном такая же, как DeepSeek V3, за исключением того, что она использует больше экспертов в модулях смеси экспертов и меньше голов в модуле многоголового латентного внимания.

Kimi K2 не появилась из ниоткуда. Более ранняя модель Kimi 1.5, обсуждавшаяся в статье Kimi k1.5: Scaling Reinforcement Learning with LLMs, также была впечатляющей. Однако ей не повезло, что статья о модели DeepSeek R1 была опубликована точно в ту же дату 22 января. Более того, насколько мне известно, веса Kimi 1.5 никогда не были публично опубликованы.

Таким образом, скорее всего, команда Kimi K2 приняла эти уроки близко к сердцу и поделилась Kimi K2 как моделью с открытыми весами до того, как была выпущена DeepSeek R2. На момент написания Kimi K2 является самой впечатляющей моделью с открытыми весами.

9. GPT-OSS

OpenAI выпустила gpt-oss-120b и gpt-oss-20b, свои первые модели с открытыми весами после GPT-2 в 2019 году, примерно через неделю после того, как я написал эту статью. Поскольку модели OpenAI с открытыми весами так широко ожидались, я обновил эту статью, чтобы включить их. Я буду краток в этом разделе, но написал другую, гораздо более подробную статью, посвященную моделям gpt-oss.

Перед тем как обобщить интересные детали, давайте начнем с обзора двух моделей, gpt-oss-20b и gpt-oss-120b, как показано на Рисунке 26 ниже

Рисунок 26: Обзор архитектуры двух моделей gpt-oss

Глядя на Рисунок 26, архитектура содержит все знакомые компоненты, которые мы видели в других архитектурах, обсуждавшихся ранее. Например, Рисунок 27 помещает меньшую архитектуру gpt-oss рядом с Qwen3 30B-A3B, которая также является моделью смеси экспертов с похожим количеством активных параметров (gpt-oss имеет 3,6 миллиарда активных параметров, а Qwen3 30B-A3B имеет 3,3 миллиарда).

Рисунок 27: Сравнение архитектур gpt-oss и Qwen3

Один аспект, не показанный на Рисунке 27, заключается в том, что gpt-oss использует внимание со скользящим окном (аналогично Gemma 3, но в каждом втором слое вместо использования соотношения 5:1).

9.1 Ширина против глубины

Рисунок 27 показывает, что gpt-oss и Qwen3 используют похожие компоненты. Но если мы внимательно посмотрим на две модели, то увидим, что Qwen3 — это гораздо более глубокая архитектура с 48 блоками трансформера вместо 24.

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

Размерность эмбеддингов 2880 вместо 2048
Промежуточная размерность проекции экспертов (прямого распространения) также 2880 вместо 768

Также стоит отметить, что gpt-oss использует вдвое больше голов внимания, но это не увеличивает напрямую ширину модели. Ширина определяется размерностью эмбеддингов.

Предлагает ли один подход преимущества над другим при фиксированном количестве параметров? Как правило, более глубокие модели более гибкие, но их сложнее обучать из-за проблем с нестабильностью, связанных со взрывающимися и исчезающими градиентами (которые RMSNorm и остаточные связи призваны смягчить).

Более широкие архитектуры имеют преимущество в том, что они быстрее во время инференса (с более высокой пропускной способностью токенов в секунду) благодаря лучшей параллелизации при более высоких затратах памяти.

Что касается производительности моделирования, к сожалению, мне не известно хорошего прямого сравнения (где размер параметров и наборы данных остаются постоянными), за исключением исследования абляции в статье Gemma 2 (Таблица 9), которое обнаружило, что для архитектуры на 9 миллиардов параметров более широкая конфигурация немного лучше, чем более глубокая. По 4 бенчмаркам более широкая модель достигла среднего балла 52,0, а более глубокая модель достигла среднего балла 50,8.

9.2 Несколько крупных экспертов против множества маленьких экспертов

Как показано на Рисунке 27 выше, также заслуживает внимания то, что gpt-oss имеет удивительно небольшое количество экспертов (32 вместо 128) и использует только 4 вместо 8 активных экспертов на токен. Однако каждый эксперт намного больше, чем эксперты в Qwen3.

Это интересно, потому что недавние тенденции и разработки указывают на то, что большее количество меньших моделей является более выгодным. Это изменение при постоянном общем размере параметров хорошо проиллюстрировано на Рисунке 28 ниже из статьи DeepSeekMoE.

Рисунок 28: Рисунок с пояснениями из «DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models», https://arxiv.org/abs/2401.06066

Примечательно, что в отличие от моделей DeepSeek, ни gpt-oss, ни Qwen3 не используют общих экспертов.

9.3 Смещение внимания (Attention Bias) и стоки внимания (Attention Sinks)

И gpt-oss, и Qwen3 используют Grouped-Query Attention. Основное различие заключается в том, что gpt-oss ограничивает размер контекста с помощью внимания со скользящим окном в каждом втором слое, как упоминалось ранее.

Однако есть одна интересная деталь, которая привлекла мое внимание. Похоже, что gpt-oss использует блоки смещения (bias units) для весов внимания (attention weights), как показано на Рисунке 29 ниже.

Рисунок 29: модели gpt-oss используют блоки смещения в слоях внимания

Я не видел, чтобы эти блоки смещения использовались со времен GPT-2, и они обычно считаются избыточными. Действительно, я нашел недавнюю статью, которая математически показывает, что это по крайней мере верно для преобразования ключей (k_proj). Более того, эмпирические результаты показывают, что разница между использованием и неиспользованием блоков смещения невелика (см. Рисунок 30 ниже).

Рисунок 30: Таблица из https://arxiv.org/pdf/2302.08626, показывающая средние потери при тестировании (test loss), когда модели были обучены с нуля с блоками смещения и без них

Еще одна деталь, которую вы могли заметить, — это определение sinks на скриншоте кода на Рисунке 30. В обычных моделях стоки внимания — это специальные токены, на которые «всегда обращается внимание», размещенные в начале последовательности для стабилизации внимания, что особенно полезно в сценариях с длинным контекстом. То есть, если контекст становится очень длинным, на этот специальный токен в начале все еще обращается внимание, и он может научиться хранить некоторую общеполезную информацию обо всей последовательности. (Я думаю, это было первоначально предложено в статье Efficient Streaming Language Models with Attention Sinks.)

В реализации gpt-oss стоки внимания — это не настоящие токены во входной последовательности. Вместо этого они являются обученными логитами смещения для каждой головы (per-head bias logits), которые добавляются к оценкам внимания (Рисунок 31). Цель та же, что и с вышеупомянутыми стоками внимания, но без изменения токенизированных входных данных.

Рисунок 31: Использование стоков внимания в gpt-oss; на основе кода Hugging Face отсюда

10. Grok 2.5

Через несколько недель после того, как эта статья впервые появилась в интернете, xAI опубликовала веса своей модели Grok 2.5 с 270 миллиардами параметров.

Я подумал, что ее стоит включить сюда, поскольку Grok 2.5 была флагманской производственной моделью xAI в прошлом году. До этого момента все модели, которые мы обсуждали, были выпущены как модели с открытыми весами с самого начала. Например, gpt-oss, вероятно, не является клоном GPT-4 с открытыми весами, а скорее пользовательской моделью, обученной специально для сообщества открытого исходного кода.

С Grok 2.5 мы получаем редкий взгляд на реальную производственную систему, даже если она относится к прошлому году.

С архитектурной точки зрения Grok 2.5 в целом выглядит достаточно стандартно (Рисунок 32), но есть несколько деталей, заслуживающих внимания.

Рисунок 32: Grok 2.5 рядом с моделью Qwen3 сопоставимого размера

Например, Grok 2.5 использует небольшое количество крупных экспертов (восемь), что отражает более старую тенденцию. Как обсуждалось ранее, более поздние разработки, такие как в статье DeepSeekMoE, отдают предпочтение большему количеству более мелких экспертов (это также присутствует в Qwen3).

Еще один интересный выбор — использование того, что фактически является общим экспертом. Дополнительный модуль SwiGLU, показанный слева на Рисунке 32, функционирует как всегда активный общий эксперт. Он не идентичен классическому дизайну с общим экспертом, поскольку его промежуточная размерность удвоена, но идея та же. (Я все еще нахожу интересным, что Qwen3 отказался от общих экспертов, и будет интересно посмотреть, изменится ли это с Qwen4 и более поздними моделями)

11. GLM-4.5

GLM-4.5 — это еще один крупный релиз этого года.

Это гибрид инструкций и рассуждений (instruction/reasoning hybrid), аналогичный Qwen3, но еще лучше оптимизированный для вызова функций (function calling) и контекста в стиле агентов (agent-style contexts).

Рисунок 33: Бенчмарк GLM-4.5 из официального репозитория GitHub на https://github.com/zai-org/GLM-4.5

Как показано на Рисунке 34, GLM-4.5 выпускается в двух вариантах. Флагманская модель с 355 миллиардами параметров превосходит Claude 4 Opus в среднем по 12 бенчмаркам и отстает лишь незначительно от o3 от OpenAI и Grok 4 от xAI. Также есть GLM-4.5-Air, более компактная версия с 106 миллиардами параметров, которая обеспечивает производительность лишь незначительно ниже модели с 355 миллиардами параметров.

Рисунок 34 сравнивает архитектуру с 355 миллиардами параметров с Qwen3.

Рисунок 34: GLM-4.5 рядом с моделью Qwen3 схожего размера

Дизайны в значительной степени похожи, но GLM-4.5 принимает структурный выбор, впервые представленный DeepSeek V3: 3 плотных слоя предшествуют блокам смеси экспертов. Почему? Начало с нескольких плотных слоев улучшает стабильность сходимости и общую производительность в больших системах смеси экспертов. Если роутинг экспертов вводится немедленно, нестабильность выбора разреженных экспертов может помешать ранней синтаксической и семантической экстракции признаков. Таким образом, можно сказать, что сохранение начальных слоев плотными гарантирует, что модель формирует стабильные низкоуровневые представления до того, как решения маршрутизации начнут формировать обработку высокого уровня.

Также GLM-4.5 использует общего эксперта, аналогично DeepSeek-V3 (и в отличие от Qwen3).

(Интересно, что GLM-4.5 также сохраняет механизм смещения внимания, используемый в GPT-2 и gpt-oss.)

12. Qwen3-Next

11 сентября 2025 года команда Qwen3 выпустила Qwen3 Next 80B-A3B (Рисунок 35), доступную как в вариантах Instruct, так и Thinking. Хотя ее дизайн основан на ранее обсуждавшейся архитектуре Qwen3, я включил ее сюда как отдельную запись, чтобы сохранить последовательную нумерацию рисунков и обратить внимание на некоторые изменения в дизайне.

12.1 Размер и количество экспертов

Новая архитектура Qwen3 Next выделяется тем, что, несмотря на то что она в 3 раза меньше предыдущей модели 235B-A22B (Рисунок 35), она вводит в четыре раза больше экспертов и даже добавляет общего эксперта. Оба этих дизайнерских решения (высокое количество экспертов и включение общего эксперта) были будущими направлениями, которые я выделял до этого релиза, особенно в видеоверсии статьи, ссылку на которую я разместил вверху.

Рисунок 35: Оригинальная модель Qwen3, выпущенная в мае (слева), рядом с моделью Qwen3 Next, выпущенной в сентябре (справа)

12.2 Гибрид Gated DeltaNet и Gated Attention

Другой важный момент заключается в том, что они заменяют обычный механизм внимания гибридом Gated DeltaNet и Gated Attention, что помогает обеспечить встроенную длину контекста в 262 тысячи токенов с точки зрения использования памяти (предыдущая модель 235B-A22B поддерживала 32 тысячи токенов изначально и 131 тысячу с масштабированием YaRN).

Итак, как работает этот новый гибрид внимания? По сравнению с Grouped-Query Attention, которое все еще является стандартным масштабированным скалярным произведением внимания (совместное использование K/V между группами голов запросов для уменьшения размера KV-кеша и пропускной способности памяти, как обсуждалось ранее, но чьи затраты на декодирование и кеш все еще растут с длиной последовательности), их гибридный механизм смешивает блоки Gated DeltaNet с блоками Gated Attention в соотношении 3:1, как показано на Рисунке 36.

Рисунок 36: Гибридный механизм Gated DeltaNet и Gated Attention. Обратите внимание, что они расположены в соотношении 3:1, что означает, что за 3 блоками трансформера с Gated DeltaNet следует 1 блок трансформера с Gated Attention. Правый подрисунок взят из официального блога Qwen3

Мы можем думать о блоке gated-внимания (gated attention) как о стандартном масштабированном скалярном произведении внимания, которое может использоваться в Grouped-Query Attention, но с несколькими дополнительными изменениями. Основные различия между gated-вниманием и обычным блоком Grouped-Query Attention:

выходной gate (управляемый сигмоидой, обычно для каждого канала), который масштабирует результат внимания перед его добавлением обратно к остаточной связи;
RMSNorm с нулевым центром для QKNorm, а не стандартный RMSNorm;
частичный RoPE (на подмножестве размерностей).

Обратите внимание, что это по сути просто изменения стабильности в Grouped-Query Attention.

Gated DeltaNet — это более значительное изменение. В блоке DeltaNet q, k, v и два gate (α, β) создаются линейными и легковесными сверточными слоями с нормализацией, и слой заменяет внимание быстрым обновлением весов по правилу дельта.

Однако компромисс заключается в том, что DeltaNet предлагает менее точное извлечение на основе содержимого, чем полное внимание, поэтому один слой gated-внимания остается.

Учитывая, что внимание растет квадратично, компонент DeltaNet был добавлен для помощи с эффективностью памяти. В семействе «линейного времени, без кеша» блок DeltaNet по сути является альтернативой Mamba. Mamba сохраняет состояние с обученным фильтром пространства состояний (по сути динамическая свертка во времени). DeltaNet сохраняет крошечную память с быстрыми весами, обновляемую с помощью α и β, и считывает ее с помощью q, при этом небольшие свертки используются только для помощи в формировании q, k, v, α, β.

12.3 Многотокенное предсказание (Multi-Token Prediction)

Два подраздела выше описывают два дизайнерских решения, направленных на эффективность. Поскольку все хорошее бывает по три, Qwen3 добавил еще один метод сверху: многотокенное предсказание.

Многотокенное предсказание обучает LLM предсказывать несколько будущих токенов вместо одного на каждом шаге. Здесь в каждой позиции t небольшие дополнительные головы (линейные слои) выдают логиты для t+1...t+k, и мы суммируем потери перекрестной энтропии (cross-entropy losses) для этих смещений (в статье о многотокенном предсказании исследователи рекомендовали k=4). Этот дополнительный сигнал ускоряет обучение, а инференс может оставаться по одному токену за раз. Однако дополнительные головы могут использоваться в спекулятивном многотокенном декодировании, что, похоже, и делает Qwen3-Next, однако детали пока немного скудны:

Qwen3-Next представляет встроенный механизм многотокенного предсказания, который не только создает модуль многотокенного предсказания с высоким коэффициентом принятия для спекулятивного декодирования (Speculative Decoding), но также повышает общую производительность. Кроме того, Qwen3-Next специально оптимизирует производительность многошагового инференса многотокенного предсказания, дополнительно улучшая коэффициент принятия спекулятивного декодирования в реальных сценариях посредством многошагового обучения, которое поддерживает согласованность между обучением и инференсом. Пост Qwen3-Next.

Конец

После всех этих лет релизы LLM остаются захватывающими, и мне интересно увидеть, что будет дальше!

Автор достаточно резко завершает свою статью без какого-либо подведения итогов. Принимаем, не осуждаем, понять можно — явно упахался и устал писать 😀

Спасибо! Это был перевод (крайне непростой и очень трудозатратный), а вот мои самонаписанные крафтовые статейки (и мой тг-канальчик Agentic World):

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22 окт. 2025 г.

12.11.25 09:37 patricialovick86

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14.11.25 10:39 MATT PHILLIP

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15.11.25 12:47 MATT PHILLIP

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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
15.11.25 14:39 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
15.11.25 15:31 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 $184,000 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 a crypto recovery agent. 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.
15.11.25 15:52 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
16.11.25 14:43 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
16.11.25 14:44 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
16.11.25 20:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
17.11.25 03:24 johnny231

INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
17.11.25 11:26 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
17.11.25 11:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.11.25 01:56 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
19.11.25 08:27 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
19.11.25 16:30 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
19.11.25 16:30 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
20.11.25 15:55 mariotuttle94

HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
21.11.25 10:56 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
21.11.25 10:56 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
22.11.25 04:41 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.11.25 22:04 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
22.11.25 22:04 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
22.11.25 22:05 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
23.11.25 03:34 Matt Kegan

SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
23.11.25 09:54 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
23.11.25 18:01 mosbygerry

I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 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
26.11.25 18:20 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
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 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
27.11.25 10:56 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
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

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27.11.25 23:48 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
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 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
29.11.25 12:35 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
29.11.25 12:35 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
30.11.25 20:37 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 04:35 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
04.12.25 21:45 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
04.12.25 21:45 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
05.12.25 08:35 into11

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
05.12.25 08:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 01:44 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 01:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:39 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.12.25 10:42 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.12.25 08:43 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life
08.12.25 09:07 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.