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[Перевод] Не только трансформеры: за пределами стандартных архитектур LLM

Привет! Это перевод очень крутой и захватывающей статьи, в которой автор рассматривает альтернативные архитектуры LLM: гибриды с линейным вниманием, диффузионные LLM, модели мира и малые рекурсивные трансформеры. Дальше слово автору:

Гибриды с линейным вниманием, текстовая диффузия, модели мира на основе кода и малые рекурсивные трансформеры.

От DeepSeek R1 до MiniMax-M2, самые большие и способные LLM с открытыми весами сегодня остаются авторегрессивными (autoregressive) трансформерами декодерного типа, которые построены на различных вариациях оригинального механизма многоголового внимания (multi-head attention).

Однако в последние годы мы также наблюдаем появление альтернатив стандартным LLM — от моделей текстовой диффузии до самых последних гибридных архитектур с линейным вниманием. Некоторые из них нацелены на повышение эффективности, а другие, такие как модели мира на основе кода, стремятся улучшить качество моделирования.

После того, как я несколько месяцев назад опубликовал свое «Большое сравнение архитектур LLM», которое было сосредоточено на основных LLM на базе трансформеров, я получил множество вопросов о том, что я думаю об альтернативных подходах. (Недавно я также выступил с коротким докладом на эту тему на конференции PyTorch Conference 2025, где пообещал участникам подготовить подробный материал об этих альтернативных подходах). Итак, вот он!

Рисунок 1: Обзор ландшафта LLM. Эта статья охватывает архитектуры, обведенные черными рамками. Трансформеры декодерного типа рассматриваются в моей статье «Большое сравнение архитектур». Другие архитектуры без рамок могут быть рассмотрены в будущих статьях

Обратите внимание, что в идеале каждая из этих тем, показанных на рисунке выше, заслуживает отдельной статьи (и, надеюсь, я напишу ее в будущем). Поэтому, чтобы сохранить разумную длину этой статьи, многие разделы достаточно короткие. Тем не менее, я надеюсь, что эта статья все же будет полезна в качестве введения во все интересные альтернативы LLM, которые появились в последние годы.

PS: Вышеупомянутый доклад на конференции PyTorch будет загружен на официальный YouTube-канал PyTorch. А пока, если вам интересно, вы можете найти тренировочную запись выступления ниже.

[video]

1. Трансформерные LLM

LLM на базе трансформеров, построенные на классической архитектуре из статьи «Attention Is All You Need», по-прежнему остаются передовыми для работы с текстом и кодом. Если рассмотреть лишь некоторые ключевые примеры с конца 2024 года по сегодняшний день, то к заметным моделям относятся:

DeepSeek V3/R1
OLMo 2
Gemma 3
Mistral Small 3.1
Llama 4
Qwen3
SmolLM3
Kimi K2
gpt-oss
GLM-4.5
GLM-4.6
MiniMax-M2

и многие другие. (cписок выше фокусируется на моделях с открытыми весами; существуют также проприетарные модели, такие как GPT-5, Grok 4, Gemini 2.5 и т.д., которые также относятся к этой категории)

Рисунок 2: Обзор наиболее заметных декодерных трансформеров, выпущенных за последний год

Поскольку я так много раз говорил и писал о LLM на основе трансформеров, я предполагаю, что вы знакомы с общей идеей и архитектурой. Если вы хотите более глубокого погружения, я сравнил архитектуры, перечисленные выше (и показанные на рисунке ниже), в своей статье «Большое сравнение архитектур LLM».

(Примечание: я мог бы сгруппировать Qwen3-Next и Kimi Linear с другими гибридами трансформера и модели пространства состояний (transformer-state space model, SSM) на обзорном рисунке. Лично я рассматриваю эти другие гибриды трансформер-SSM как SSM с компонентами трансформера, тогда как модели, обсуждаемые здесь (Qwen3-Next и Kimi Linear), я вижу как трансформеры с компонентами SSM. Однако, поскольку я поместил IBM Granite 4.0 и NVIDIA Nemotron Nano 2 в блок трансформер-SSM, можно было бы привести аргумент в пользу объединения их в одну категорию.)

Рисунок 3. Подмножество архитектур, обсуждаемых в моей статье «Большое сравнение архитектур»

Если вы работаете с LLM или над ними, например, создаете приложения, дообучаете модели или тестируете новые алгоритмы, я бы рекомендовал использовать именно эти модели. Они проверены, доказали свою эффективность и показывают хорошие результаты.

Однако было бы скучно (и недальновидно), если бы исследователи и инженеры не пробовали альтернативные подходы. Поэтому в оставшихся разделах будут рассмотрены некоторые интересные альтернативы, появившиеся в последние годы.

2. Гибридные архитектуры линейного внимания (Linear Attention Hybrids)

Прежде чем обсуждать более нестандартные подходы, давайте сначала рассмотрим LLM на основе трансформеров, которые используют более эффективные механизмы внимания. В частности, речь идет о тех, которые масштабируются линейно, а не квадратично, в зависимости от количества входных токенов.

В последнее время наблюдается возрождение интереса к механизмам линейного внимания (linear attention) для повышения эффективности LLM.

Механизм внимания, представленный в статье «Attention Is All You Need» (2017), также известный как масштабированное скалярное произведение внимания (scaled dot-product attention), остается наиболее популярным вариантом внимания в современных LLM. Помимо традиционного многоголового внимания, он также используется в более эффективных вариантах, таких как Grouped-Query Attention, внимание со скользящим окном и многоголовое латентное внимание, как обсуждалось в моем докладе.

2.1 Традиционное внимание и квадратичная сложность

Оригинальный механизм внимания масштабируется квадратично относительно длины последовательности:

Традиционная формула внимания

Это происходит потому, что запрос (query, Q), ключ (key, K) и значение (value, V) представляют собой матрицы размером n×d, где d — размерность эмбеддинга (embedding dimension), которая является гиперпараметром, а n — длина последовательности (sequence length), то есть количество токенов.

Рисунок 4: Иллюстрация традиционного механизма масштабированного скалярного произведения внимания в многоголовом внимании; квадратичная сложность внимания в зависимости от длины последовательности n

2.2 Линейное внимание

Варианты линейного внимания существуют уже давно, и я помню, что видел множество статей в 2020-х годах. Например, одна из самых ранних, которую я помню, — это статья 2020 года «Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention», где исследователи аппроксимировали механизм внимания:

Здесь φ(⋅) — это функция признаков ядра (kernel feature function), заданная как φ(x) = elu(x)+1.

Такое приближение эффективно, поскольку позволяет избежать явного вычисления матрицы внимания размером n × n (QKᵀ).

Не будем слишком углубляться в эти ранние попытки. Суть в том, что они снижали как временную, так и памятную сложность с O(n²) до O(n), делая механизм внимания гораздо более эффективным для длинных последовательностей.

Однако эти подходы так и не получили широкого распространения, поскольку приводили к снижению точности модели. Я ни разу не видел ни одного из этих вариантов в передовых LLM.

2.3 Возрождение линейного внимания

Во второй половине года наблюдается возрождение вариантов линейного внимания, а также некоторое обсуждение и обмен мнениями между разработчиками моделей, как показано на рисунке ниже.

Рисунок 5: Обзор гибридных архитектур с линейным вниманием

Первой заметной моделью стала MiniMax-M1 с механизмом молниеносного внимания (lightning attention).

MiniMax-M1 — это модель с 456 миллиардами параметров, относящаяся к архитектуре смеси экспертов (mixture-of-experts, MoE), из которых 46 миллиардов активны в каждый момент времени. Она была представлена еще в июне.

Затем, в августе, команда Qwen3 представила модель Qwen3-Next, о которой я уже подробно говорил выше. А в сентябре команда DeepSeek анонсировала DeepSeek V3.2. (Механизм разреженного внимания (sparse attention) DeepSeek V3.2 не является строго линейным, но по крайней мере имеет субквадратичную вычислительную сложность, поэтому я считаю справедливым поместить его в ту же категорию, что и MiniMax-M1, Qwen3-Next и Kimi Linear)

Все три модели (MiniMax-M1, Qwen3-Next и DeepSeek V3.2) заменили традиционные квадратичные варианты внимания в большинстве или всех слоях на эффективные линейные варианты.

Интересно, что недавно произошел неожиданный поворот: команда MiniMax выпустила свою новую модель M2 с 230 миллиардами параметров, но без линейного внимания, вернувшись к обычному механизму внимания. Команда объяснила, что линейное внимание сложно применять в LLM в проде. Оно хорошо работало с обычными промптами, но давало низкую точность в задачах рассуждения и многошагового взаимодействия, которые важны не только для стандартных диалогов, но и для агентных приложений (agentic applications).

Это могло стать поворотным моментом, показывающим, что линейное внимание, возможно, не стоит дальнейших усилий. Однако история получила продолжение: в октябре команда Kimi выпустила свою новую модель Kimi Linear с линейным вниманием.

Что касается реализации линейного внимания, и Qwen3-Next, и Kimi Linear используют архитектуру Gated DeltaNet, которую я хотел бы рассмотреть в следующих разделах как пример гибридной архитектуры внимания (hybrid attention architecture).

2.4 Qwen3-Next

Начнем с Qwen3-Next, где стандартный механизм внимания заменили на гибрид Gated DeltaNet + Gated Attention, что помогает обеспечить нативную длину контекста в 262 тысячи токенов с точки зрения использования памяти (предыдущая модель 235B-A22B поддерживала 32 тысячи токенов нативно и 131 тысячу с масштабированием YaRN).

Их гибридный механизм сочетает блоки Gated DeltaNet и блоки Gated Attention в соотношении 3:1, как показано на рисунке ниже.

Рисунок 6: Архитектура Qwen3-Next с механизмом gated attention и Gated DeltaNet

Как показано на рисунке выше, механизм внимания реализован либо как Gated Attention, либо как Gated DeltaNet. Это означает, что 48 блоков трансформера в этой архитектуре чередуются между этими двумя типами.

Как упоминалось ранее, соотношение составляет 3 к 1. Например, последовательность трансформерных блоков выглядит следующим образом:

──────────────────────────────────
Layer 1 : Linear attention → MoE
Layer 2 : Linear attention → MoE
Layer 3 : Linear attention → MoE
Layer 4 : Full attention → MoE
──────────────────────────────────
Layer 5 : Linear attention → MoE
Layer 6 : Linear attention → MoE
Layer 7 : Linear attention → MoE
Layer 8 : Full attention → MoE
──────────────────────────────────
...

В остальном архитектура вполне стандартна и во многом схожа с Qwen3:

Рисунок 7: Предыдущая «обычная» модель Qwen3 (слева) рядом с Qwen3-Next (справа)

Итак, что такое gated attention и Gated DeltaNet?

2.5 Gated Attention

Прежде чем перейти к Gated DeltaNet, кратко обсудим механизм гейтирования. Как видно в верхней части архитектуры Qwen3-Next на предыдущем рисунке, Qwen3-Next использует «gated attention». По сути, это обычное полное внимание с дополнительным сигмоидным гейтом.

Это изменение можно проиллюстрировать в реализации MultiHeadAttention:

Код на картинке от автора

Как видно, после вычисления внимания модель использует отдельный управляющий сигнал из того же входа. К нему применяется сигмоидная функция, ограничивающая значения в диапазоне от 0 до 1, а затем этот сигнал умножается на выход внимания. Это позволяет модели динамически усиливать или ослаблять определенные признаки. Разработчики Qwen3-Next отмечают, что это помогает со стабильностью обучения:

[…] механизм затвора на выходе внимания помогает устранить такие проблемы, как Attention Sink и Massive Activation, обеспечивая численную стабильность всей модели.

Если кратко, то Gated Attention модулирует выход стандартного внимания. В следующем разделе мы обсудим Gated DeltaNet, который заменяет сам механизм внимания рекуррентным обновлением памяти по дельта-правилу (delta-rule memory update).

2.6 Gated DeltaNet

Итак, что представляет собой Gated DeltaNet? Gated DeltaNet (сокращение от Gated Delta Network) — это слой линейного внимания в Qwen3-Next, который задуман как альтернатива стандартному softmax-вниманию. Он был заимствован из статьи «Gated Delta Networks: Improving Mamba2 with Delta Rule», о которой упоминалось ранее.

Gated DeltaNet изначально предложили как улучшенную версию Mamba2, где он объединяет механизм управляемого затухания (gated decay mechanism) из Mamba2 с дельта-правилом.

Mamba — это модель пространства состояний (state-space model), альтернатива трансформерам, большая тема, которая заслуживает отдельного рассмотрения в будущем.

Дельта-правило относится к вычислению разности (дельта, Δ) между новыми и предсказанными значениями для обновления скрытого состояния, которое используется как состояние памяти (подробнее об этом позже).

(Примечание: читатели, знакомые с классической литературой по машинному обучению, могут представить это как нечто похожее на обучение Хебба (Hebbian learning), вдохновленное биологией: «нейроны, которые активируются вместе, связываются вместе». Это по сути предшественник правила обновления перцептрона и обучения на основе градиентного спуска, но без учителя.)

В Gated DeltaNet используется механизм управления, похожий на Gated Attention, о котором говорилось ранее, за исключением того, что он использует SiLU вместо логистической сигмоиды, как показано ниже. (Выбор SiLU, вероятно, улучшает распространение градиентов и стабильность по сравнению со стандартной сигмоидой.)

Рисунок 8: Gated Attention в сравнении с Gated DeltaNet

Однако, как показано на рисунке выше, помимо выходного управления, «gated» в Gated DeltaNet также относится к нескольким дополнительным механизмам управления:

α (гейт затухания, decay gate) управляет скоростью затухания или сброса памяти с течением времени,
β (гейт обновления, update gate) управляет тем, насколько сильно новые входные данные изменяют состояние.

Упрощенную версию Gated DeltaNet, показанную выше (без свёрточного смешивания), можно реализовать так (код вдохновлен официальной реализацией команды Qwen3):

Код на картинке от автора

(Обратите внимание, что для простоты я опустил сверточное смешивание (convolutional mixing), которое используют Qwen3-Next и Kimi Linear, чтобы код оставался более читаемым и можно было сосредоточиться на рекуррентных аспектах.)

Итак, как видно выше, есть множество отличий от стандартного (или Gated) внимания

В Gated Attention модель вычисляет обычное внимание между всеми токенами (каждый токен обращается или смотрит на все остальные токены). Затем, после получения выхода внимания, гейт (сигмоида) определяет, какую часть этого выхода сохранить. Главное, что это все еще обычное масштабированное скалярное произведение внимания, которое масштабируется квадратично относительно длины контекста.

Для напоминания: масштабированное скалярное произведение внимания вычисляется как softmax(QKᵀ)V, где Q и K — матрицы размером n×d, где n — количество входных токенов, а d — размерность эмбеддинга. Таким образом, QKᵀ дает матрицу внимания размером n на n, которая умножается на матрицу значений V размером n на d.

Рисунок 9: Традиционный механизм внимания (снова), который масштабируется с количеством токенов n

В Gated DeltaNet нет матрицы внимания размером n на n. Вместо этого модель обрабатывает токены последовательно. Она поддерживает текущую память (состояние), которое обновляется по мере поступления каждого нового токена. Это реализовано ниже, где S — состояние, рекуррентно обновляемое на каждом временном шаге t.

И гейты управляют тем, как эта память изменяется:

α (альфа) регулирует, какую часть старой памяти следует забыть (затухание).
β (бета) регулирует, насколько сильно текущий токен на временном шаге t обновляет память. (А финальный выходной гейт, не показанный в приведенном выше фрагменте, похож на гейт в Gated Attention; он управляет тем, какая часть выхода сохраняется.)

Таким образом, это обновление состояния в Gated DeltaNet в некотором смысле похоже на работу рекуррентных нейронных сетей (recurrent neural networks, RNN). Преимущество в том, что оно масштабируется линейно (через цикл for) вместо квадратичного масштабирования относительно длины контекста.

Недостаток этого рекуррентного обновления состояния заключается в том, что по сравнению с обычным (или Gated) вниманием, оно жертвует способностью моделировать глобальный контекст, которая достигается за счет полного попарного внимания.

Gated DeltaNet все же может до некоторой степени захватывать контекст, но ему приходится проходить через узкое место памяти (S). Эта память имеет фиксированный размер и поэтому более эффективна, но она сжимает прошлый контекст в одно скрытое состояние, подобно RNN.

Именно поэтому архитектуры Qwen3-Next и Kimi Linear не заменяют все слои внимания на слои DeltaNet, а используют упомянутое ранее соотношение 3:1.

2.7 Экономия памяти в DeltaNet

В предыдущем разделе мы обсудили преимущество DeltaNet перед полным вниманием в плане линейной, а не квадратичной вычислительной сложности относительно длины контекста.

Помимо линейной вычислительной сложности, DeltaNet имеет еще одно большое преимущество — экономию памяти, поскольку модули DeltaNet не увеличивают размер KV-кеша (KV cache). Вместо этого, как отмечено ранее, они поддерживают рекуррентное состояние фиксированного размера, поэтому объем памяти остается постоянным независимо от длины контекста.

Для обычного слоя многоголового внимания (multi-head attention, MHA) мы можем вычислить размер KV-кеша следующим образом:

KV_cache_MHA ≈ batch_size × n_tokens × n_heads × d_head × 2 × bytes

(Множитель 2 присутствует потому, что мы сохраняем в кеше и ключи, и значения.)

Для упрощенной версии DeltaNet, реализованной выше, имеем:

KV_cache_DeltaNet = batch_size × n_heads × d_head × d_head × bytes

Обратите внимание, что размер памяти KV_cache_DeltaNet не зависит от длины контекста (n_tokens). Кроме того, мы сохраняем только состояние памяти S вместо отдельных ключей и значений, поэтому 2 × bytes становится просто bytes. Однако обратите внимание, что теперь у нас есть квадратичная зависимость d_head × d_head. Это происходит из-за состояния:

S = x.new_zeros(b, self.num_heads, self.head_dim, self.head_dim)

Но обычно это не проблема, поскольку размерность головы обычно относительно невелика. Например, в Qwen3-Next она равна 128.

Полная версия со сверточным смешиванием немного сложнее и включает размер ядра и так далее, но приведенные выше формулы должны проиллюстрировать основную тенденцию и мотивацию, стоящую за Gated DeltaNet.

Рисунок 10: Сравнение растущего размера KV-кеша. Соотношение 3:1 относится к соотношению слоев Gated DeltaNet к слоям полного внимания. Расчет предполагает emb_dim=2048, n_heads=16, n_layers=48, bf16. Код для воспроизведения можно найти здесь: https://github.com/rasbt/LLMs-from-scratch/tree/main/ch04/08_deltanet

2.8 Kimi Linear против Qwen3-Next

У Kimi Linear есть несколько структурных сходств с Qwen3-Next. Обе модели используют гибридную стратегию внимания. Конкретно, они объединяют легковесное линейное внимание с более тяжелыми слоями полного внимания. В частности, обе используют соотношение 3:1, что означает, что на каждые три блока трансформера, использующих линейный вариант Gated DeltaNet, приходится один блок, использующий полное внимание, как показано на рисунке ниже.

Рисунок 11: Qwen3-Next и Kimi Linear side by side

Gated DeltaNet — это вариант линейного внимания, вдохновленный рекуррентными нейронными сетями, включающий механизм гейтирования из статьи «Gated Delta Networks: Improving Mamba2 with Delta Rule». В некотором смысле Gated DeltaNet — это DeltaNet с гейтированием в стиле Mamba, а DeltaNet — это механизм линейного внимания (подробнее об этом в следующем разделе).

Многоголовое латентное внимание (Multi-Head Latent Attention, MLA, MLA) в Kimi Linear, изображенное в правом верхнем блоке на рисунке 11 выше, не использует сигмоидный гейт. Это было сделано намеренно, чтобы авторы могли напрямую сравнить архитектуру со стандартным MLA, однако они заявили, что планируют добавить его в будущем.

Также обратите внимание, что отсутствие блока RoPE (ротационные позиционные эмбеддинги, Rotary Positional Embedding) в части Kimi Linear на рисунке выше также намеренно. Kimi применяет NoPE (без позиционных эмбеддингов, No Positional Embedding) в слоях многоголового латентного внимания MLA (глобальное внимание). Как утверждают авторы, это позволяет MLA работать как чистое внимание с множественными запросами (multi-query attention) на этапе инференса и избегает переобучения RoPE для масштабирования на длинные контексты (позиционное смещение предположительно обрабатывается блоками Kimi Delta Attention). Для получения дополнительной информации об MLA и внимании с множественными запросами, которое является частным случаем Grouped-Query Attention, см. мою статью «Большое сравнение архитектур LLM».

2.9 Kimi Delta Attention

Kimi Linear модифицирует механизм линейного внимания из Qwen3-Next, добавляя механизм Kimi Delta Attention (KDA), который является усовершенствованием Gated DeltaNet. В то время как Qwen3-Next применяет скалярный гейт (одно значение на голову внимания) для управления скоростью затухания памяти, Kimi Linear заменяет его на поканальное гейтирование для каждой размерности признаков. По словам авторов, это дает больше контроля над памятью и улучшает рассуждения на длинном контексте.

Кроме того, для слоев полного внимания Kimi Linear заменяет слои Gated Attention из Qwen3-Next (которые по сути являются стандартными слоями многоголового внимания с выходным гейтированием) на многоголовое латентное внимание (MLA). Это тот же механизм MLA, который используется в DeepSeek V3/R1 (как обсуждалось в моей статье «Большое сравнение архитектур LLM»), но с дополнительным гейтом. (Напомню, MLA сжимает пространство ключей/значений для уменьшения размера KV-кеша.)

Прямого сравнения с Qwen3-Next нет, но по сравнению с моделью Gated DeltaNet-H1 из статьи Gated DeltaNet (которая по сути представляет собой Gated DeltaNet с вниманием со скользящим окном), Kimi Linear достигает более высокой точности моделирования при сохранении той же скорости генерации токенов.

Рисунок 12: Рисунок с пояснениями из статьи Kimi Linear (https://arxiv.org/abs/2510.26692), показывающий, что Kimi Linear столь же быстр, как GatedDeltaNet, и намного быстрее архитектуры с многоголовым латентным вниманием (как DeepSeek V3/R1), при этом демонстрируя более высокую производительность на бенчмарках

Более того, согласно абляционным исследованиям (ablation studies) в статье DeepSeek-V2, MLA сопоставим по производительности с обычным полным вниманием при тщательном подборе гиперпараметров.

Тот факт, что Kimi Linear превосходит MLA на бенчмарках длинного контекста и рассуждениями, снова делает вариант линейного внимания перспективным для крупных передовых моделей. При этом стоит отметить, что Kimi Linear имеет 48 миллиардов параметров, что в 20 раз меньше, чем Kimi K2. Будет интересно посмотреть, примет ли команда Kimi этот подход для своей будущей модели K3.

2.10 Будущее гибридных архитектур внимания

Линейное внимание не ново, но недавнее возрождение гибридных подходов показывает, что исследователи снова всерьез ищут практические способы сделать трансформеры более эффективными. Например, Kimi Linear по сравнению с обычным полным вниманием имеет 75% сокращение KV-кеша и до 6-кратное увеличение пропускной способности декодирования (decoding throughput).

Что отличает это новое поколение вариантов линейного внимания от более ранних попыток — это то, что теперь они используются вместе со стандартным вниманием, а не полностью его заменяют.

Заглядывая в будущее, я ожидаю, что следующая волна гибридов внимания будет сосредоточена на дальнейшем улучшении стабильности на длинном контексте и точности рассуждений, чтобы приблизиться к передовым результатам полного внимания.

3. Модели текстовой диффузии

Более радикальное отклонение от стандартной авторегрессивной архитектуры LLM — семейство моделей текстовой диффузии (text diffusion models).

Вы, вероятно, знакомы с диффузионными моделями (diffusion models), которые основаны на статье «Denoising Diffusion Probabilistic Models» 2020 года для генерации изображений (как преемник генеративно-состязательных сетей, generative adversarial networks) и позже были реализованы, масштабированы и популяризированы Stable Diffusion и другими.

Рисунок 13: Иллюстрация процесса диффузии изображений. Здесь гауссовский шум добавляется слева направо, а задача модели — научиться удалять шум (справа налево).

3.1 Зачем работать над текстовой диффузией?

Со статьей «Diffusion‑LM Improves Controllable Text Generation» в 2022 году мы также начали наблюдать начало тенденции, когда исследователи стали применять диффузионные модели для генерации текста. И в 2025 году я видел целое множество статей о текстовой диффузии. Когда я только что проверил свой список закладок статей, там оказалось 39 моделей текстовой диффузии! Учитывая растущую популярность этих моделей, я решил, что пора о них поговорить.

Рисунок 14: Этот раздел охватывает модели текстовой диффузии

Итак, каковы преимущества диффузионных моделей и почему исследователи рассматривают их как альтернативу традиционным авторегрессивным LLM?

Традиционные LLM на основе трансформеров (авторегрессивные) генерируют по одному токену за раз. Для краткости будем называть их просто авторегрессивными LLM. Главное преимущество LLM на основе текстовой диффузии (назовем их «диффузионными LLM») заключается в том, что они могут генерировать несколько токенов параллельно, а не последовательно.

Обратите внимание, что диффузионным LLM все еще требуется несколько шагов расшумления (denoising steps). Однако, даже если диффузионной модели нужно, скажем, 64 шага шумоподавления для параллельной генерации всех токенов на каждом шаге, это все равно вычислительно более эффективно, чем выполнение 2000 последовательных шагов генерации для создания ответа из 2000 токенов.

3.2 Процесс расшумления

Процесс расшумления (denoising) в диффузионной LLM, аналогичный процессу расшумления в обычных диффузионных моделях для изображений, показан в GIF-анимации ниже. (Ключевое отличие заключается в том, что вместо добавления гауссова шума к пикселям, текстовая диффузия искажает последовательности путем вероятностного маскирования токенов.)

Для этого эксперимента я запустил 8B instruct-модель из статьи «Large Language Diffusion Models» (LLaDA), которая вышла в начале этого года.

Рисунок 15: Иллюстрация процесса расшумления с использованием модели LLaDA на 8 миллиардов параметров

Как мы видим в анимации выше, процесс текстовой диффузии последовательно заменяет токены [MASK] на текстовые токены для генерации ответа. Если вы знакомы с BERT и маскированным языковым моделированием (masked language modeling), можно представить процесс диффузии как итеративное применение прямого прохода BERT (где BERT используется с разными коэффициентами маскирования).

Архитектурно диффузионные LLM обычно являются трансформерами декодерного типа, но без каузальной маски внимания (causal attention mask). Например, упомянутая модель LLaDA использует архитектуру Llama 3. Мы называем такие архитектуры без каузальной маски «двунаправленными» (bidirectional), поскольку они имеют доступ ко всем элементам последовательности одновременно. (Обратите внимание, что это похоже на архитектуру BERT, которая по историческим причинам называется «энкодерного типа».)

Таким образом, основное различие между авторегрессивными LLM и диффузионными LLM (помимо удаления каузальной маски) заключается в целевой функции обучения. Диффузионные LLM, такие как LLaDA, используют целевую функцию генеративной диффузии (generative diffusion objective) вместо целевой функции предсказания следующего токена (next-token prediction).

В моделях изображений целевая функция генеративной диффузии интуитивно понятна, поскольку у нас есть непрерывное пространство пикселей. Например, добавление гауссова шума и обучение расшумлению являются математически естественными операциями. Текст же состоит из дискретных токенов, поэтому мы не можем напрямую добавлять или удалять «шум» в том же непрерывном смысле.

Поэтому вместо возмущения интенсивности пикселей эти диффузионные LLM искажают текст путем постепенного случайного маскирования токенов, где каждый токен заменяется специальным токеном маски с заданной вероятностью. Затем модель обучается обратному процессу, который предсказывает пропущенные токены на каждом шаге, что эффективно «расшумляет» (или демаскирует) последовательность обратно к исходному тексту, как показано в анимации на рисунке 15 ранее.

Объяснение математики лучше оставить для отдельного руководства, но грубо говоря, мы можем думать об этом как о BERT, расширенном в вероятностный фреймворк максимального правдоподобия (probabilistic maximum-likelihood framework).

3.3 Авторегрессивные LLM против диффузионных LLM

Ранее я говорил, что привлекательность диффузионных LLM заключается в том, что они генерируют (или расшумляют) токены параллельно, а не последовательно, как в обычной авторегрессивной LLM. Это дает потенциал для того, чтобы сделать диффузионные модели более эффективными, чем авторегрессивные LLM.

При этом авторегрессивная природа традиционных LLM является одной из их ключевых сильных сторон. Проблему чисто параллельного декодирования можно проиллюстрировать отличным примером из недавней статьи «ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs».

Рисунок 16: Рисунок с пояснениями из статьи ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs (https://arxiv.org/abs/2510.04767), демонстрирующий проблему с параллельным декодированием

Например, рассмотрим промпт:

«Выберите случайный город для путешествия: Нью-Йорк, Новый Орлеан, Мехико или Панама-Сити?»

Предположим, мы просим LLM сгенерировать ответ из двух токенов. Она может сначала выбрать токен «New» согласно условной вероятности p(yt = "New" | X).

На следующей итерации она затем будет обусловлена ранее сгенерированным токеном и, вероятно, выберет «York» или «Orleans», поскольку обе условные вероятности p(yt+1 = "York" | X, yt = "New") и p(yt+1 = "Orleans" | X, yt = "New") относительно высоки (потому что «New» часто встречается с этими продолжениями в обучающем наборе данных). Но если вместо этого оба токена будут выбраны параллельно, модель может независимо выбрать два токена с наивысшей вероятностью p(yt = "New" | X) и p(y{t+1} = "City" | X), что приводит к неудобным результатам вроде «New City». (Это происходит потому, что модель лишена авторегрессивного обусловливания и не способна уловить зависимости между токенами.)

В любом случае сказанное выше — упрощение, которое создает впечатление, будто в диффузионных LLM вообще нет условной зависимости. Это неверно. Диффузионная LLM предсказывает все токены параллельно, как говорилось ранее, но предсказания совместно зависимы через итеративные шаги уточнения (расшумления).

Здесь каждый шаг диффузии обусловлен всем текущим зашумленным текстом. И токены влияют друг на друга через перекрестное внимание (cross-attention) и самовнимание (self-attention) на каждом шаге. Таким образом, хотя все позиции обновляются одновременно, обновления обусловлены друг другом через общие слои внимания.

Однако, как упоминалось ранее, в теории 20-60 шагов диффузии могут быть дешевле, чем 2000 шагов инференса в авторегрессивной LLM при генерации ответа из 2000 токенов.

3.4 Текстовая диффузия сегодня

Интересная тенденция, что модели компьютерного зрения заимствуют компоненты из LLM, такие как внимание и саму архитектуру трансформера, в то время как текстовые LLM вдохновляются чистыми моделями для изображений, реализуя диффузию для текста.

Лично я еще не использовал много диффузионных моделей, лишь попробовал несколько демо, но я рассматриваю это как компромисс. Если мы используем малое количество шагов диффузии, мы генерируем ответ быстрее, но можем получить ответ с ухудшенным качеством. Если мы увеличиваем количество шагов диффузии для генерации лучших ответов, мы можем получить модель, которая имеет сопоставимые затраты с авторегрессивной.

Цитируя авторов статьи «ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs»:

[...] мы систематически анализируем как [diffusion LLMs], так и авторегрессивные LLM, выявляя, что: (i) [diffusion LLMs] при параллельном декодировании могут испытывать значительное ухудшение качества в реальных сценариях, и (ii) текущие стратегии параллельного декодирования с трудом адаптируют степень параллелизма в зависимости от сложности задачи, и поэтому не могут достичь существенного ускорения без ущерба для качества

Кроме того, еще один недостаток, который я вижу, является то, что диффузионные LLM не могут использовать инструменты в цепочке, потому что цепочки нет. Возможно, их можно чередовать между шагами диффузии, но я предполагаю, что это нетривиально. (Пожалуйста, поправьте меня, если я ошибаюсь.)

Короче говоря, похоже, что диффузионные LLM — это интересное направление для исследования, но пока они могут не заменить авторегрессивные LLM. Однако я вижу их как интересные альтернативы более мелким LLM на устройствах (on-device LLMs) или, возможно, для замены меньших дистиллированных (distilled) авторегрессивных LLM.

Например, Google объявил, что работает над моделью Gemini Diffusion для текста, где они заявляют:

Мгновенный отклик: генерирует контент значительно быстрее, чем даже наша самая быстрая модель на данный момент

И при этом, будучи быстрее, производительность на бенчмарках, по-видимому, остается на уровне их быстрой модели Gemini 2.0 Flash-Lite. Будет интересно посмотреть на внедрение и отзывы после выпуска модели, когда пользователи попробуют ее на различных задачах и в разных доменах.

Рисунок 17: Производительность на бенчмарках (более быстрой) диффузионной LLM (Gemini Diffusion) по сравнению с быстрой авторегрессивной LLM (Gemini 2.0 Flash-Lite). На основе данных, представленных на https://deepmind.google/models/gemini-diffusion/#capabilities

4. Модели мира (World Models)

До сих пор мы обсуждали подходы, которые были сосредоточены на повышении эффективности и ускорении моделей или повышении их масштабируемости. И эти подходы обычно сопровождаются незначительным снижением качества моделирования.

Тема этого раздела рассматривает иной ракурс и фокусируется на улучшении качества моделирования (а не эффективности). Это улучшенное качество достигается за счет обучения моделей «пониманию мира».

Модели мира традиционно разрабатывались независимо от языкового моделирования, но недавняя статья «Code World Models» в сентябре 2025 года впервые сделала их непосредственно релевантными в этом контексте.

В идеале, как и другие темы этой статьи, модели мира заслуживают отдельной статьи (или книги). Однако, прежде чем мы перейдем к статье Code World Models (CWM), позвольте мне дать хотя бы краткое введение в модели мира.

4.1 Основная идея моделей мира

Изначальная идея моделей мира — неявное моделирование результатов, то есть в предвидении того, что может произойти дальше, без того чтобы эти результаты фактически происходили (как показано на рисунке ниже). Это похоже на то, как человеческий мозг непрерывно предсказывает предстоящие события на основе предыдущего опыта. Например, когда мы тянемся за чашкой кофе или чая, наш мозг уже предсказывает, насколько тяжелой она будет, и мы регулируем свой захват еще до того, как прикоснемся к чашке или поднимем ее.

Рисунок 18: Концептуальный обзор системы модели мира. Агент взаимодействует со средой, наблюдая ее текущее состояние(t) и выполняя действие(t) для достижения заданной цели. Параллельно агент обучает внутреннюю модель мира, которая служит ментальной симуляцией среды, что позволяет ему предсказывать результаты и планировать действия перед их выполнением в реальном мире

Термин «модель мира» был популяризирован, насколько мне известно, одноименной статьей Ха и Шмидхубера 2018 года: «World Models», в которой использовалась архитектура на основе вариационного автокодировщика (variational autoencoder, VAE) и RNN для обучения внутреннего симулятора среды для агентов обучения с подкреплением (reinforcement learning). (Но сам термин или концепция по сути просто относится к моделированию концепции мира или среды, поэтому восходит к исследованиям обучения с подкреплением и робототехники 1980-х годов.)

Честно говоря, у меня не было новой интерпретации моделей мира на радаре до статьи Яна Лекуна 2022 года «A Path Towards Autonomous Machine Intelligence». По сути, это было о построении альтернативного пути к ИИ вместо LLM.

4.2 От зрения к коду

Все статьи о моделях мира фокусировались на компьютерном зрении и охватывали широкий спектр архитектур: от ранних моделей на основе VAE и RNN до трансформеров, диффузионных моделей и даже гибридов со слоями Mamba.

Как человек, сейчас больше сфокусированный на LLM, статья «Code World Model» (30 сентября 2025 года) — это первая статья, которая полностью привлекла мое внимание. Это первая модель мира (насколько мне известно), которая работает от текста к тексту (или, точнее, от кода к коду).

CWM — это модель с открытыми весами на 32 миллиарда параметров с окном контекста в 131 тысячу токенов. Архитектурно это по-прежнему плотный трансформер декодерного типа с вниманием со скользящим окном. Также, как и другие LLM, она проходит через предобучение (pre-training), промежуточное обучение (mid-training), контролируемое дообучение (supervised fine-tuning, SFT) и стадии обучения с подкреплением, но данные промежуточного обучения вводят компонент моделирования мира.

4.3 Code World Models против обычных LLM для кода

Чем же это отличается от обычной LLM для кода вроде Qwen3-Coder?

Обычные модели, такие как Qwen3-Coder, обучаются исключительно с помощью предсказания следующего токена. Они изучают паттерны синтаксиса и логики, чтобы создавать правдоподобный код, что дает им статическое понимание программирования на текстовом уровне.

CWM, напротив, учится симулировать то, что происходит при выполнении кода. Она обучена предсказывать результирующее состояние программы, например значение переменной, после выполнения действия, такого как изменение строки кода, как показано на рисунке ниже.

Рисунок 19: Пример трассировки выполнения кода (code execution tracing) в Code World Model (CWM). Модель предсказывает, как состояния переменных изменяются шаг за шагом по мере выполнения каждой строки кода. Здесь модель эффективно симулирует поведение кода. Рисунок с пояснениями из https://www.arxiv.org/abs/2510.02387

Во время инференса CWM по-прежнему остается авторегрессивным трансформером, который генерирует по одному токену за раз, так же как модели в стиле GPT. Ключевое отличие в том, что эти токены могут кодировать структурированные трассы выполнения (execution traces), а не просто текст.

Поэтому я бы назвал это не моделью мира, а LLM, дополненной моделью мира.

Для первой попытки результат удивительно хороший и находится на одном уровне с gpt-oss-20b (средняя степень рассуждения, mid reasoning effort) при примерно том же размере.

Если используется масштабирование времени тестирования (test-time scaling), она даже работает немного лучше, чем gpt-oss-120b (высокая степень рассуждения, high reasoning effort), будучи в 4 раза меньше.

Обратите внимание, что их масштабирование времени тестирования использует процедуру best@k с сгенерированными модульными тестами (unit tests) (думайте об этом как о продвинутой схеме голосования большинством). Было бы интересно увидеть сравнение токенов/сек или времени до решения между CWM и gpt-oss, поскольку они используют разные стратегии масштабирования времени тестирования (best@k против большего количества токенов на степень рассуждения).

Рисунок 20: Производительность модели мира на основе кода (CWM) по сравнению с другими популярными LLM на бенчмарке для кодирования (SWE-bench). Рисунок с пояснениями из https://www.arxiv.org/abs/2510.02387

5. Малые рекурсивные трансформеры

Вы могли заметить, что все предыдущие подходы все еще строятся на архитектуре трансформера. Тема этого последнего раздела тоже, но в отличие от моделей, которые мы обсуждали ранее, это небольшие специализированные трансформеры, предназначенные для рассуждений.

Да, архитектуры, ориентированные на рассуждения, не всегда должны быть большими. На самом деле, с иерархической моделью рассуждения (Hierarchical Reasoning Model, HRM) новый подход к малым рекурсивным трансформерам недавно привлек большое внимание в исследовательском сообществе.

Рисунок 21: Обзор ландшафта LLM; в этом разделе рассматриваются малые рекурсивные трансформеры

Более конкретно, разработчики HRM показали, что даже очень маленькие модели трансформеров (всего с 4 блоками) могут развить впечатляющие способности к рассуждению (на специализированных задачах), когда их обучают пошагово уточнять свои ответы. Это привело к лидирующему месту в ARC challenge.

Рисунок 22: Пример задачи ARC-AGI 1 (вверху) из arcprize.org/arc-agi/1 и иерархическая модель рассуждения (HRM) в рейтинге таблицы лидеров (внизу) из arcprize.org/blog/hrm-analysis

Идея рекурсивных моделей, таких как HRM, заключается в том, что вместо получения ответа за один прямой проход (forward pass) модель многократно уточняет свой собственный выход рекурсивным образом. (В рамках этого процесса каждая итерация уточняет латентное представление (latent representation), которое авторы рассматривают как процесс «мысли» или «рассуждения» модели.)

Первым крупным примером была HRM в начале лета, за которой последовала статья «Mixture-of-Recursions» (смесь рекурсий, MoR).

И совсем недавно «Less is More: Recursive Reasoning with Tiny Networks» (октябрь 2025 года) предлагает крошечную рекурсивную модель (Tiny Recursive Model, TRM, проиллюстрированную на рисунке ниже), которая является более простой и еще меньшей моделью (7 миллионов параметров, примерно в 4 раза меньше, чем HRM), которая работает еще лучше на бенчмарке ARC.

Рисунок 23: Крошечная рекурсивная модель (Tiny Recursive Model, TRM). Рисунок с пояснениями из https://arxiv.org/abs/2510.04871

В оставшейся части этого раздела давайте рассмотрим TRM немного более подробно.

5.1 Что здесь означает рекурсия?

TRM уточняет свой ответ через два чередующихся обновления:

Она вычисляет латентное состояние рассуждения (latent reasoning state) из текущего вопроса и ответа.
Затем она обновляет ответ на основе этого латентного состояния.

Обучение занимает до 16 шагов уточнения на батч. Каждый шаг выполняет несколько циклов без вычисления градиентов (no-grad loops) для итеративного уточнения ответа. За этим следует цикл с градиентом (gradient loop), который выполняет обратное распространение (backpropagation) через полную последовательность рассуждений для обновления весов модели.

Важно понимать, что TRM — это не языковая модель, работающая с текстом. Однако я включил ее сюда, поскольку: (a) это архитектура на основе трансформера, (b) рассуждения — центральная тема в исследованиях LLM, и эта модель представляет явно отличающийся подход к рассуждениям, и (c) многие читатели просили меня осветить HRM (а TRM является ее более продвинутым преемником), я решил включить ее сюда.

Хотя TRM в будущем можно будет расширить для текстовых задач вопрос-ответ, в настоящее время TRM работает с входными и выходными данными на основе сетки (grid-based). Другими словами, и «вопрос», и «ответ» представляют собой сетки дискретных токенов (например, судоку 9×9 или головоломки ARC/Maze 30×30), а не текстовые последовательности.

5.2 Чем TRM отличается от HRM?

HRM состоит из двух небольших модулей трансформера (по 4 блока каждый), которые взаимодействуют между уровнями рекурсии. TRM использует только один 2-слойный трансформер. (Обратите внимание, что на предыдущем рисунке TRM показан 4× рядом с блоком трансформера, но это, вероятно, сделано для упрощения сравнения с HRM.)

TRM выполняет обратное распространение через все рекурсивные шаги, тогда как HRM выполняет обратное распространение только через несколько последних шагов.

HRM включает явный механизм остановки для определения момента прекращения итераций. TRM заменяет этот механизм простой бинарной кросс-энтропийной функцией потерь (binary cross-entropy loss), которая обучается определять, когда следует остановить итерации.

По производительности TRM работает действительно хорошо по сравнению с HRM, как показано на рисунке ниже.

Рисунок 24: Сравнение производительности иерархической модели рассуждения (Hierarchical Reasoning Model, HRM) и крошечной рекурсивной модели (Tiny Recursive Model, TRM)

Статья включала удивительное количество абляционных исследований, которые дали некоторые интересные дополнительные выводы. Вот два, которые выделились для меня:

Меньше слоев ведет к лучшему обобщению (generalization). Сокращение с 4 до 2 слоев улучшило точность на судоку с 79,5% до 87,4%.
Внимание не требуется. Замена самовнимания на чистый MLP-слой также улучшила точность (с 74,7% до 87,4%). Но это возможно здесь только потому, что контекст небольшой и имеет фиксированную длину.

5.3 Общая картина

Хотя HRM и TRM показывают действительно хорошие результаты рассуждений на этих бенчмарках, сравнивать их с большими LLM не совсем справедливо. HRM и TRM — это специализированные модели для задач вроде ARC, судоку и поиска пути в лабиринтах, тогда как LLM являются универсальными моделями (generalists). Конечно, HRM и TRM можно адаптировать для других задач, но их необходимо специально обучать для каждой задачи. Поэтому в этом смысле мы можем, возможно, думать о HRM и TRM как об эффективных карманных калькуляторах, тогда как LLM больше похожи на компьютеры, которые могут делать множество других вещей.

Тем не менее эти рекурсивные архитектуры — захватывающее доказательство концепции (proof-of-concepts), которые подчеркивают, как небольшие эффективные модели могут «рассуждать» через итеративное самоусовершенствование (iterative self-refinement). Возможно, в будущем такие модели смогут служить модулями рассуждения или планирования, встроенных в более крупные системы LLM с использованием инструментов.

Пока LLM остаются идеальными для широких задач, но специализированные рекурсивные модели, такие как TRM, могут быть разработаны для более эффективного решения определенных проблем, как только целевая область хорошо изучена. Помимо демонстрационных бенчмарков судоку, поиска пути в лабиринтах и ARC, вероятно, существует множество случаев применения в областях физики и биологии, где такие модели могли бы найти применение.

Интересная деталь: автор поделился, что обучение этой модели обошлось менее чем в $500, с использованием 4 H100 в течение примерно 2 дней. Я рад видеть, что все еще возможно делать интересные вещи без дата-центра.

6. Финальные выводы

Я изначально планировал охватить все категории моделей из обзорного рисунка, но поскольку статья получилась длиннее, чем я ожидал, мне придется отложить xLSTM, Liquid Foundation Models (жидкие базовые модели), гибриды трансформер-RNN и модели пространства состояний (State Space Models) на другой раз (хотя Gated DeltaNet уже дал представление о моделях пространства состояний и рекурсивных архитектурах).

В заключение хочу повторить сказанное ранее, а именно, что стандартные авторегрессивные трансформерные LLM проверены и выдержали испытание временем. Они также — если эффективность не главное — лучшее, что у нас есть сейчас.

Традиционные авторегрессивные трансформеры декодерного типа

Плюсы:

Проверенный и зрелый инструментарий
«Хорошо изученные»
Законы масштабирования
SOTA

Минусы:

Дорогое обучение
Дорогой инференс (за исключением упомянутых трюков)

Если бы я сегодня начинал новый проект на основе LLM, авторегрессивные LLM на основе трансформеров были бы моим первым выбором.

Я определенно считаю гибриды внимания очень перспективными, которые особенно интересны при работе с более длинными контекстами, где эффективность является основной проблемой.

Гибриды линейного внимания

Плюсы:

То же, что и трансформеры декодерного типа
Сокращает FLOPs/память KV в задачах с длинным контекстом

Добавленная сложность
Жертвует точностью ради эффективности

Модели текстовой диффузии — более радикальная разработка. Я все еще несколько скептичен относительно того, насколько хорошо они работают в повседневном использовании, поскольку я попробовал лишь несколько быстрых демонстраций. Надеюсь, скоро мы увидим продакшн-развертывание с Gemini Diffusion от Google, которое мы сможем протестировать на ежедневных задачах и задачах кодирования, а затем узнаем, что люди на самом деле думают о них.

Модели текстовой диффузии

Плюсы:

Итеративное расшумление — свежая идея для текста
Лучший параллелизм (нет зависимости от следующего токена)

Минусы:

Невозможно потоковое воспроизведение ответов (streaming)
Не получает пользу от цепочки рассуждений (Chain-of-Thought, CoT)?
Сложный вызов инструментов (tool-calling)?
Солидные модели, но не передовые

Основное преимущество моделей текстовой диффузии — эффективность, модели мира на основе кода находятся на другом конце спектра, где они стремятся улучшить качество моделирования. Сейчас модели для кодирования на базе стандартных LLM улучшаются в основном с помощью техник рассуждения, но если вы пробовали их на сложных задачах, вы наверняка заметили, что они (более или менее) все еще не справляются и не могут хорошо решать многие из более сложных задач программирования.

Я считаю модели мира на основе кода особенно интересными и верю, что они могут стать важным следующим шагом к разработке более способных систем кодирования.

Модель мира на основе кода

Плюсы:

Перспективный подход к улучшению понимания кода
Проверяемые промежуточные состояния

Минусы:

Добавление трассировки кода усложняет обучение
Выполнение кода увеличивает задержку

Наконец, мы рассмотрели малые рекурсивные трансформеры, такие как иерархические модели рассуждения и крошечные модели рассуждения. Это очень интересные доказательства концепций. Однако сегодня они прежде всего решатели головоломок, а не общими текстовыми моделями или моделями для кодирования. Поэтому они не находятся в той же категории, что и другие нестандартные альтернативы LLM, рассмотренные в этой статье. Тем не менее, они являются очень интересными доказательствами концепций, и я рад, что исследователи работают над ними.

Прямо сейчас LLM, такие как GPT-5, DeepSeek R1, Kimi K2 и так далее, разрабатываются как модели общего назначения для свободного текста, кода, математических задач и многого другого. Они похожи на подход грубой силы и универсальный инструмент, который мы используем для различных задач — от общих вопросов до математики и кода.

Однако когда мы выполняем одну и ту же задачу многократно, такие подходы грубой силы становятся неэффективными и могут быть даже не идеальными с точки зрения специализации. Именно здесь крошечные рекурсивные трансформеры становятся интересными: они могут служить легковесными моделями для конкретных задач, которые одновременно эффективны и специально созданы для повторяющихся или структурированных задач рассуждения.

Кроме того, я вижу их как потенциальные «инструменты» для других LLM с вызовом инструментов; например, когда LLM используют Python или API калькулятора для решения математических задач, специальные крошечные модели рассуждения могли бы заполнить эту нишу для других типов головоломок или задач, похожих на рассуждения.

Малые рекурсивные трансформеры

Плюсы:

Очень небольшая архитектура

Хорошее обобщение на головоломках

Минусы:

Модели специального назначения
Ограничены головоломками (пока что)

Это была длинная статья, но я надеюсь, что вы обнаружили некоторые из увлекательных подходов, которые часто остаются за пределами внимания основных LLM.

Если вы устали от более-менее традиционных релизов LLM, я надеюсь, что эта статья помогла вам вновь зажечь интерес к ИИ, потому что прямо сейчас происходит много всего крутого вокруг!

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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9 нояб. 2025 г.

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

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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

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22.11.25 22:04 wendytaylor015

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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

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
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

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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

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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

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04.12.25 21:45 elizabethrush89

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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

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06.12.25 01:44 Tonerdomark

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06.12.25 01:48 Tonerdomark

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06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

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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

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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.
12.12.25 22:38 swanky

After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
13.12.25 08:22 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:23 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:28 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 15:29 Anthonymorphy30

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13.12.25 18:52 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 or Call +1(406)2729101
13.12.25 18:54 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 or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 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 or Call +1(406)2729101
18.12.25 20:55 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 or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 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 or Call +1(406)2729101
20.12.25 16:03 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.
06.01.26 00:54 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 15:05 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:06 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
06.01.26 16:07 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:14 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 17:03 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. http://www.solidblockforensics.com
09.01.26 17:11 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.
10.01.26 14:28 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
11.01.26 03:16 austinjarvis

I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
12.01.26 16:24 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.
13:04 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
13:05 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
15:53 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.

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Н Новости

[Перевод] Не только трансформеры: за пределами стандартных архитектур LLM

1. Трансформерные LLM

2. Гибридные архитектуры линейного внимания (Linear Attention Hybrids)

2.1 Традиционное внимание и квадратичная сложность

2.2 Линейное внимание

2.3 Возрождение линейного внимания

2.4 Qwen3-Next

2.5 Gated Attention

2.6 Gated DeltaNet

2.7 Экономия памяти в DeltaNet

2.8 Kimi Linear против Qwen3-Next

2.9 Kimi Delta Attention

2.10 Будущее гибридных архитектур внимания

3. Модели текстовой диффузии

3.1 Зачем работать над текстовой диффузией?

3.2 Процесс расшумления

3.3 Авторегрессивные LLM против диффузионных LLM

3.4 Текстовая диффузия сегодня

4. Модели мира (World Models)

4.1 Основная идея моделей мира

4.2 От зрения к коду

4.3 Code World Models против обычных LLM для кода

5. Малые рекурсивные трансформеры

5.1 Что здесь означает рекурсия?

5.2 Чем TRM отличается от HRM?

5.3 Общая картина

6. Финальные выводы

Традиционные авторегрессивные трансформеры декодерного типа

Гибриды линейного внимания

Модели текстовой диффузии

Модель мира на основе кода

Малые рекурсивные трансформеры

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Н Новости

[Перевод] Не только трансформеры: за пределами стандартных архитектур LLM

1. Трансформерные LLM

2. Гибридные архитектуры линейного внимания (Linear Attention Hybrids)

2.1 Традиционное внимание и квадратичная сложность

2.2 Линейное внимание

2.3 Возрождение линейного внимания

2.4 Qwen3-Next

2.5 Gated Attention

2.6 Gated DeltaNet

2.7 Экономия памяти в DeltaNet

2.8 Kimi Linear против Qwen3-Next

2.9 Kimi Delta Attention

2.10 Будущее гибридных архитектур внимания

3. Модели текстовой диффузии

3.1 Зачем работать над текстовой диффузией?

3.2 Процесс расшумления

3.3 Авторегрессивные LLM против диффузионных LLM

3.4 Текстовая диффузия сегодня

4. Модели мира (World Models)

4.1 Основная идея моделей мира

4.2 От зрения к коду

4.3 Code World Models против обычных LLM для кода

5. Малые рекурсивные трансформеры

5.1 Что здесь означает рекурсия?

5.2 Чем TRM отличается от HRM?

5.3 Общая картина

6. Финальные выводы

Традиционные авторегрессивные трансформеры декодерного типа

Гибриды линейного внимания

Модели текстовой диффузии

Модель мира на основе кода

Малые рекурсивные трансформеры

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