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Nvidia CMP – микроскопы для забивания гвоздей?! Копаем глубже…
Почему видеокарта, имеющая неплохие вычислительные возможности, в Stable Diffusion работает в 20 раз медленнее, чем RTX 3060? Почему в LM Studio она становится фаворитом, а в ComfyUI карета превращается в тыкву? Почему FurMark на CMP 90HX тормозит, а на CMP 50HX «бублик» крутится почти нормально? Разгадки в разных программных ограничениях, которые можно найти с помощью экспериментов. Я купил три майнинговые карты Nvidia, чтобы понять, можно ли заставить их эффективно работать.
В этот раз мы рассмотрим:
статистику производительности в LM Studio
как всё печально в ComfyUI и Stable Diffusion
анатомию программного кода GPU
почему оптимизации производительности дают на CMP обратный эффект
какие режимы вычислений могут раскрыть их потенциал.
LM Studio – здесь новый фаворит
Эта статья – продолжение предыдущего обзора возможностей майнинговых видеокарт Nvidia CMP40 HX, CMP 50HX, CMP 90HX при их работе в LLM и попытка исследования ограничений CMP на уровне софта в поисках лазеек. Искусственно созданные ограничения производительности CMP могут быть частично преодолены путем принудительного отключения программных оптимизаций и использования специфичных режимов вычислительных библиотек.
В прошлой статье все тесты я проводил в ollama и лишь мельком упомянул про LM Studio. А здесь ситуация заметно отличается. В основном для CMP 40HX, и, что приятно, в положительную сторону.
Для начала замечу, что в LM Studio можно выбирать разные движки для работы моделей. Я использовал «Vulkan» и «CUDA 12». CPU нас не интересует, а просто «CUDA» вроде особо ничем не отличается. CMP 40HX и CMP 50HX работают на PCIexpress x8, CMP 90HX – x4.
Вот скорость работы некоторых из таких моделей (ток/с)
CMP 40HX | CMP 50HX | CMP 90HX | CMP 50+90 | RTX 3060 12G | RTX 3060 + CMP 40HX | ||||||||
Модель LLM | Размер GB | CUDA | Vulk | CUDA | Vulk | CUDA | Vulk | CUDA | Vulk | CUDA | Vulk | CUDA | Vulk |
Dolphin3.0 8B Q4_K_S | 4.69 | 25 | 55.5 | 30 | 14 | 28 | 18 | 28.5 | 15 | 60 | 53 | 36 | 52 |
Llama 3.1 8B Instruct | 4.92 | 26 | 53 | 30 | 14.5 | 29 | 17.5 | 29 | 15 | 55.5 | 51.5 | 37 | 51 |
qwen3-8b | 5.03 | 26 | 52 | 29 | 14 | 27 | 16.5 | 27.5 | 15 | 54.5 | 50 | 35 | 47.5 |
deepseek-r1-0528-qwen3-8b | 6.25 | 25 | 49 | 28.5 | 14 | 28 | 17 | 27 | 15 | 54 | 48 | 35 | 45 |
gemma-3-12b | 8.15 | 9.5 | 9 | 18 | 9 | 18 | 10.5 | 17.5 | 9.5 | 35 | 31 | 24 | 31 |
qwen3-14b | 7.9 | 10.5 | 9.5 | 13.5 | 12.5 | 19 | 9 | 18.5 | 10 | 24 | 23.5 | 21.5 | 23 |
gpt-oss-20b | 12.11 | 12 | 17 | 17 | 22 | 13 | 21 | 65 | 37.5 | 30 | 31 | 62 | 53 |
qwen3-30b-a3b-2507 | 18.56 | 14 | 15 | 20.5 | 17 | 16.5 | 16 | 44 | 28 | 24 | 26 | 50 | 70 |
Обратите внимание на соотношение производительности видеокарт в режимах CUDA и Vulkan. Видно, что CMP 40HX ведет себя не так, как остальные видеокарты – у неё максимальная производительность в режиме Vulkan, а у других – в CUDA. По всей видимости, это происходит из-за разной природы вычислительных ограничений.
К сожалению, из-за этого она не очень «сочетается» с RTX 3060, а то могла быть идеальным дополнением к «нормальной» видеокарте для расширения общего объема VRAM. Но это и так неплохо работает – на больших моделях Vulkan везде «догоняет» CUDA и пара RTX 3060 + CMP 40HX сильно выигрывает у одной RTX. При этом на маленьких моделях CMP 40HX можно отключать в настойках, чтобы не терять скорость RTX в режиме CUDA.
В общем, CMP 40HX показала себя здесь лучше, чем в Ollama и очень хороша за свою цену, по производительности примерно соответствует RTX 2060/3060 на 8 ГБ. Ей бы ещё памяти побольше.
При работе в LM Studio для CMP 40HX необходимо всегда использовать Vulkan.
ComfyUI – вот, где печаль…
Здесь даже говорить нечего – вот значения скорости и времени генерации для нескольких значений разрешения картинки. Все замеры проводились в режиме SD, в Stable Diffusion получается примерно так же.
GPU | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 | ||||
Разрешение | t, сек | it/s | t, сек | it/s | t,сек | it/s | t,сек | it/s |
512x512 | 43 | 0.55 | 16.5 | 1.77 | 16 | 1.55 | 2.70 | 9.21 |
768x768 | 110 | 0.22 | 42 | 0.66 | 42 | 0.59 | 6.1 | 4.11 |
1024x1024 | 243 | 0.1 | 88 | 0.32 | 92 | 0.27 | 12.15 | 2.05 |
1920x1080 | 711 | 0.03 | 243 | 0.11 | 268 | 0.09 | 34.2 | 0.72 |
CMP 50/90HX проигрывают RTX 3060 в 6-7 раз, а CMP 40HX – около двадцати раз.
В LM Studio CMP 40HX летает, а в ComfyUI — тормоз. Почему? Что же там так тормозит? Непонятно – и там и там используются матричные вычисления.
Самый главный «козырь» Nvidia в работе с матрицами – это тензорные ядра (Tensor Cores). У GPU AMD их нет и у них те же проблемы, что и у наших CMP. Здесь они формально есть, но очень сильно «заторможены».
Итак, копаем глубже
Конечно, наиболее эффективный и радикальный метод – разобраться в BIOS-ах и драйверах этих карт, но мне это, пожалуй, не под силу – Nvidia очень старается и у неё большой опыт по части сокрытия своих коммерческих тайн и введения программных и аппаратных ограничений. Но дальнейшие рассуждения могут помочь как-то использовать имеющиеся неплохие возможности для применения CMP в каких-то частных случаях или сделать патчи, которые помогут ускорить их работу в той или иной программе.
Что мы можем «выжать» из CMP 50/90HX по части вычислений в FP32 и всех CMP в INT8? Напомню здесь грустный фрагмент таблицы с замерами производительности из предыдущей статьи.
Параметр | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 |
FP32 | 8.22 TFLOPs/s (1x) | 0.43 TFLOPs/s (1/24) | 0.72 TFLOPs/s (1/32) | 13.04 TFLOPs/s (1x) |
FP32 теор. | 7.18 TFLOPs/s | 11.07 TFLOPS | 21.89 TFLOPS | 12.74 TFLOPs/s |
INT8 | 0.92 TIOPs/s (1/8) | 1.72 TIOPs/s (1/8) | 1.44 TIOPs/s (1/16) | 25.38 TIOPs/s (2x) |
INT8 теор. | 27.8 TIOPs/s (4х) | 43.97 TIOPs/s (4x) | 39.24 TIOPs/s (4х) | 26.8 TIOPs/s (4х) |
Не пугайтесь отличия замеров от теоретических значений. Главное, что для разных GPU измеренные «попугаи» одинаковы.
Ещё раз вспоминаем, как здесь всё очень плохо, но почему-то на практике плохо далеко не настолько.
Дело в том, что использованный мной бенчмарк на Open CL измеряет максимальную пиковую производительность как раз в матричных и векторных вычислениях. Здесь начинается интересное. Хотя мы не сможем получить от них полную производительность, хорошей новостью является то, что не все операции FP32 и INT8 «заторможены».
При измерении максимальной производительности в FP32 используется операция FMA (Fused Multiply-Add), которая выполняет операцию умножения с последующим сложением (d = a + b * c) за один такт (умножение с накоплением) – самая часто используемая операция в графике и нейросетях.
При измерении максимальной производительности в INT8 используется операция dp4a (Dot Product 4 Accumulate), которая выполняет 4 умножения + 3 сложения + аккумуляцию чисел INT8 за один такт (умножение с накоплением), так же часто используемая операция в нейросетях, она особенно важна при работе с сильно квантованными моделями.
Именно эти операции и «заторможены» на CMP и при попытке выполнения на них стандартных матричных и векторных вычислений они дико тормозят. Но «обычная» математика всё ещё может работать нормально. Для этого нужно заменить операцию FMA на 2 последовательные операции – умножение, а затем сложение. Да, это медленнее, чем одна операция, но не в 24-32 раза! Если покопаться, здесь есть некоторые нюансы, но в целом вариант рабочий.
То же самое и с dp4a – её можно разложить на несколько отдельных операций и выполнить их последовательно.
Как это выглядит на практике?
Вместо d = fma(a, b, c);
пишем d = a + b * c;
вместо d = dp4a(a, b, c);
пишем что-то вроде d = c + a[0]*b[0] + a[1]*b[1] + a[2]*b[2] + a[3]*b[3];
После этого, предположительно, скорость вычислений RTX 3060 и CMP 40HX для FP32 должна вдвое уменьшиться, а для остальных должно получиться что-то около половины теоретического значения. По INT8 для RTX 3060 скорость должна в несколько раз упасть, для остальных – вырасти. Естественно, в реальных программах этот прием нужно применять избирательно – только для тех GPU, где он дает выигрыш.
Кроме того, есть ещё ряд операций для вычислений с упакованными INT8:
dp4a – поддерживаются с Pascal (SM 6.1+).
add4, sub4, mul4, max4, min4, abs4 – с Turing (SM 7.5+).
satadd4 и INT4-версии dp4a — только на Hopper (SM 9.0+).
Все они используются в TensorRT, PyTorch, TensorFlow Lite, и других фреймворках для квантованного инференса и их, наверное, при необходимости тоже нужно будет эмулировать – написать небольшую библиотеку таких функций.
Итак, всё просто! Пробуем, запускаем бенчмарк, и получаем не совсем то, что ожидалось…
Параметр | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 |
FP32 с FMA | 8.22 TFLOPs/s (1x) | 0.43 TFLOPs/s (1/24) | 0.72 TFLOPs/s (1/32) | 13.04 TFLOPs/s (1x ) |
FP32 без FMA | 8.20 TFLOPs/s (1x) | 0.43 TFLOPs/s (1/24) | 0.70 TFLOPs/s (1/32) | 13.05 TFLOPs/s (1x) |
INT8 с dp4a | 0.92 TIOPs/s (1/8) | 1.72 TIOPs/s (1/8) | 1.44 TIOPs/s (1/16) | 24.88 TIOPs/s (2x) |
INT8 без dp4a | 0.93 TIOPs/s (1/8) | 1.71 TIOPs/s (1/8) | 1.43 TIOPs/s (1/16) | 16.76 TIOPs/s (1x) |
Что за чертовщина?? Ничего не изменилось… Разве что на RTX 3060 хуже стало. Кстати, не обращайте внимания на небольшой разброс значений – это погрешности измерений и устранять её не имеет особого смысла, нас везде интересует только существенная разница – в разы.
Если пораскинуть мозгами, то всё ясно – это оптимизации компилятора. Если он видит операцию, похожую на FMA или dp4a, он заменяет её на FMA или dp4a соответственно. Ладно, ищем дальше.
Можно выйти за рамки Си и написать прямые инструкции для GPU, используя ассемблерные вставки. Для маленьких коротких операций это будет несложно и эффективно.
Эквивалент dp4a выглядит так
int ndp4a(const char4 a, const char4 b, const int c)
{
int result = c;
asm("mad.lo.s32 %0,%1,%2,%0;":"+r"(result):"r"((int)a.x),"r"((int)b.x));
asm("mad.lo.s32 %0,%1,%2,%0;":"+r"(result):"r"((int)a.y),"r"((int)b.y));
asm("mad.lo.s32 %0,%1,%2,%0;":"+r"(result):"r"((int)a.z),"r"((int)b.z));
asm("mad.lo.s32 %0,%1,%2,%0;":"+r"(result):"r"((int)a.w),"r"((int)b.w));
return result;
}
Эквивалент fma выглядит так
float nfma(float a, float b, float c)
{
float result;
asm("mul.f32 %0,%1,%2;":"=f"(result):"f"(a),"f"(b)); // Сначала a * b
asm("add.f32 %0,%1,%2;":"=f"(result):"f"(result),"f"(c)); // Затем + c
return result;
}
Параметр | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 |
FP32 с FMA | 8.21 TFLOPs/s (1x) | 0.42 TFLOPs/s (1/24) | 0.71 TFLOPs/s (1/32) | 13.05 TFLOPs/s (1x) |
FP32 без FMA | 4.12 TFLOPs/s (1/2) | 6.88 TFLOPs/s (2/3) | 0.36 TFLOPs/s (1/64) | 6.51 TFLOPs/s (1/2) |
FP32 теор. | 7.18 TFLOPs/s | 11.07 TFLOPS | 21.89 TFLOPS | 12.74 TFLOPs/s |
INT8 с dp4a | 0.92 TIOPs/s (1/8) | 1.70 TIOPs/s (1/8) | 1.44 TIOPs/s (1/16) | 25.39 TIOPs/s (2x) |
INT8 без dp4a | 2.61 TIOPs/s (1/8) | 4.17 TIOPs/s (1/3) | 3.62 TIOPs/s (1/8) | 2.184 TIOPs/s (1/8) |
INT8 теор. | 27.8 TIOPs/s (4х) | 43.97 TIOPs/s (4x) | 39.24 TIOPs/s (4х) | 26.8 TIOPs/s (4х) |
CMP 50HX, кажется, победили! Полученная производительность FP32 примерно соответствует ожидаемой. Да, это примерно вдвое хуже теоретически возможной, но в 16 раз выше, чем было!
У CMP 40HX и RTX 3060 ожидаемое падение производительности FP32 вдвое.
INT8 у всех CMP худо-бедно, но улучшилось в 2,5 раза. Неплохо бы ещё «подтянуть», но пусть пока так.
Но что же с CMP 90HX? Всё стало ещё вдвое хуже! Оптимизации компилятора исключены – напрямую используются инструкции GPU. Дальнейшие поиски привели к тому, что в Си и Open CL есть команды, запрещающие автоматическую подстановку команд FMA при оптимизации.
#pragma fma off
// Здесь — FMA будет отключен
#pragma fma on // Включить обратно (опционально)
#pragma OPENCL FP_CONTRACT OFF // То же для Open CL
Их использование приводит к тому, что для CMP 40HX и CMP 50HX обычная запись d = a + b * c; начинает работать как надо и функция nfma не нужна. Но для CMP 90HX и RTX 3060 это ничего не меняет и любое добавление любой арифметической операции для FP32 (add, mul, sub) пропорционально увеличивает время обработки.
Чем отличаются эти видеокарты? Архитектурой: CMP 40HX и CMP 50HX – это Turing, а CMP 90HX и RTX 3060 – Ampere, следующее поколение. Немного поразмыслив, я пришел к предположению, что, начиная с некоторого момента, Nvidia «унифицировала» все вычислительные блоки и заменила все сумматоры и умножители на FMA. Ведь эта операция так же выполняется за один такт и из неё можно получить и сложение и умножение. Удалось даже найти подтверждение этого. Из CUDA C++ Programming Guide :
Most compute devices implement multiplication and addition operations using a single fused multiply-add (FMA) instruction... The compiler and hardware combine multiply and add operations into a single FMA operation whenever possible.
То есть: аппаратно — всё FMA, но логически — могут быть add/mul для удобства.
И действительно, никакие мои ухищрения ничего не изменили. Теперь-то я понял, почему измеренная производительность FP32 у CMP 50HX ниже, чем у CMP 90HX, но «бублик» FurMark на CMP 50HX крутится более-менее резво (30 fps), а на CMP 90HX дико тормозит (5-8 fps). Большая часть вычислений на CMP 50HX выполняется нормально, а часть «оптимизируется» в FMA и тормозит. На CMP 90HX, похоже, «оптимизируется» в FMA и тормозит большинство операций. Походе, что в ней разделение FMA на умножение и сложение превращается в две «неполные» FMA.
Посмотрим, где происходят невидимые нам изменения кода и как код приложения попадает на вычислительные блоки GPU. Помните, ведь я писал
asm("mul.f32 %0, %1, %2;" : "=f"(result) : "f"(a), "f"(b));
а получалось FMA. Но ведь ASM же… А на самом деле, это не ASM.
Анатомия кода GPU для «чайников»
То, что мы видим, как «ассемблерные» вставки и то, что генерируется компиляторами CUDA (или Open CL) и войдет в скомпилированный файл – это PTX (Parallel Thread Execution) – низкоуровневый, но аппаратно-независимый язык виртуальной GPU-машины. Его можно рассматривать как аналог байт-кода в Java или промежуточного представления (IR) в LLVM. PTX-код не исполняется напрямую GPU-ядрами, а компилируется потом в бинарный машинный код, специфичный для конкретной архитектуры GPU (например, для конкретного числа CUDA ядер, shared memory и т.п.). Это JIT-компиляция (Just-In-Time), на этом этапе так же происходят внутренние оптимизации.
При загрузке кода на GPU PTX-код компилируется на лету драйвером NVIDIA. Это позволяет адаптировать код под конкретную архитектуру GPU, даже если она отличается от той, под которую изначально компилировался код.
Во время JIT-компиляции могут происходить различные оптимизации: перестановка инструкций, замена более эффективными, свёртка констант, устранение мёртвого кода и т.п.
Эти оптимизации зависят от версии драйвера, архитектуры GPU и версии PTX.
NVIDIA поддерживает несколько версий PTX, каждая из которых соответствует определённому уровню возможностей GPU.
Здесь происходит преобразование PTX в SASS – нативный, аппаратно-зависимый машинный код для конкретной микроархитектуры GPU (например, Turing, Ampere, Hopper). Это бинарный формат, который непосредственно понимают Streaming Multiprocessors (SMs) внутри GPU.
PTX — это как «универсальный ассемблер для всех GPU», а SASS — настоящий машинный код, который понимает только конкретная карта. Компиляция PTX в SASS происходит непосредственно при запуске программы – именно там Nvidia может «подменить» наши инструкции.
Когда вы запускаете приложение, драйвер видит, что бинарник содержит код PTX. Затем он выполняет JIT-компиляцию из PTX в SASS, специфичный для установленной в системе видеокарты.
Процесс компиляции PTX в SASS:
1. Декодирование и анализ: Драйвер загружает PTX-код.
2. Оптимизация: Выполняются оптимизации, специфичные для целевой архитектуры (переупорядочивание инструкций, разворот циклов и т.д.).
3. Распределение регистров: Виртуальные регистры PTX распределяются на ограниченное количество физических регистров конкретного GPU – это одна из самых сложных задач.
4. Инструкционное планирование (Scheduling): Инструкции переупорядочиваются для максимальной загрузки исполнительных блоков GPU (например, чтобы операции с float и integer могли выполняться параллельно).
5. Генерация кода: На выходе получается бинарный образ SASS, готовый к загрузке в память видеокарты и исполнению.
Скомпилированный код SASS загружается в память GPU (константную или кеш инструкций), где происходит его выполнение:
1. Warp Execution: GPU выполняет инструкции варпами (warps) — группами из 32 потоков. Все 32 потока в варпе выполняют одну и ту же инструкцию одновременно (SIMT — Single Instruction, Multiple Threads).
2. Instruction Dispatch: Диспетчер (scheduler) на каждом Streaming Multiprocessor (SM) выбирает готовый к выполнению варп и отправляет его инструкцию на соответствующий исполнительный блок.
3. Исполнительные блоки (Execution Units): В зависимости от инструкции, она выполняется на одном из многочисленных специализированных блоков внутри SM:
CUDA Cores: для арифметики с плавающей запятой и целочисленных операций.
Tensor Cores: для специализированных матричных вычислений (AI/ML).
RT Cores: для трассировки лучей.
SFUs (Special Function Units): для трансцендентных функций (sin, cos, log, etc.).
Load/Store Units: для работы с памятью.
Поднимаемся выше
Мы говорили о замене отдельных инструкций GPU в коде на Си, но что делать на более высоком уровне?
Все знают, что при работе с нейросетями на Python используется PyTorch. А как он обрабатывает данные? Под капотом он использует CUDA-библиотеки Nvidia, такие, как cuBLAS, cuBLASLt, cuTENSOR, CUTLASS.
cuBLAS – это CUDA Basic Linear Algebra Subroutines – библиотека стандартных математических операций, оптимизированная для выполнения на GPU NVIDIA.
cuBLASLt — Linear Algebra Library with Tuning
Это новая, более гибкая версия cuBLAS, построенная поверх старой.
Позволяет явно выбирать алгоритмы, настраивать параметры, использовать планировщики.
Поддерживает автоматический подбор оптимального алгоритма для нужной архитектуры и размеров матриц.
Используется внутри TensorRT, PyTorch, TensorFlow.
cuTENSOR — Tensor Operations on GPU – более широкий фреймворк, чем cuBLAS. Работает с тензорами произвольной размерности (не только матрицы 2D).
Поддерживает:
Элементные операции (+, *, relu)
Свертки (conv)
Тензорные произведения (einsum)
Перестановки осей (transpose, reshape)
Индексированные операции
Используется в PyTorch, JAX, TensorFlow, NVIDIA Triton. Внутри использует cuBLASLt и cuDNN для базовых операций.
CUTLASS — CUDA Templates for Linear Algebra Subroutines — это библиотека шаблонов C++, написанная на уровне PTX/ассемблера, которая позволяет писать собственные высокооптимизированные ядра для GEMM, конволюций, attention и других операций.
Использует аппаратные возможности (Tensor Cores, FMA, dp4a, add4 и т.д.) максимально эффективно.
Основана на метапрограммировании C++ — шаблоны, специализации, макросы.
Не использует cublasGemmEx — вместо этого она генерирует PTX-код на лету.
Давайте посмотрим на скорость выполнения матричных операций двумя функциями библитотеки cuBLAS: cublasHgemm и cublasGemmEx. Они обе выполняют классическую операцию GEMM (General Matrix Multiplication)
C = α·A·B + β·C
cublasHgemm — это функция, которая выполняет матричное умножение только для данных типа half (FP16).
cublasGemmEx — это универсальная функция для выполнения обобщённого матричного умножения с поддержкой произвольных типов данных и точности вычислений.
cublasHgemm считается устаревшей функцией, но всё ещё используется. Она выглядит попроще, поэтому начнем с неё. Её работа определяется установленным предварительно режимом вычислений MathMode. Посмотрим зависимость производительности FP16 наших «пациентов» от этого режима. Дальнейшие значения производительности скорее не в терафлопсах, а в «попугаях» – только для сравнения между собой.
MathMode | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 |
DEFAULT | 0.98 | 3.17 | 2.82 | 50.53 |
TENSOR_OP | 0.98 | 3.17 | 2.82 | 47.09 |
PEDANTIC | 15.25 | 24.35 | 22.17 | 13.08 |
TF32_TENSOR_OP | 0.98 | 3.17 | 2.82 | 49.85 |
FP32_EMULATED_BF16X9 | 0.98 | 3.17 | 2.82 | 46.90 |
DISABLE_REDUCED_PREC. | 0.98 | 3.17 | 2.82 | 46.82 |
В режиме DEFAULT автоматически выбирается оптимальный режим, если GPU поддерживает Tensor Cores, то используются они. Для всех CMP он далеко не оптимальный…
В режиме TENSOR_OP используются Tensor Cores.
В режиме PEDANTIC запрещено использование Tensor Cores и FMA, выполняются чисто программные вычисления.
В режимах TF32_TENSOR_OP, FP32_EMULATED_BF16X9, DISABLE_REDUCED_PREC используются вычисления в FP32 и FMA.
Что мы видим? Использование тензорных ядер и FP32 вместо того, чтобы повысить, катастрофически снижает производительность CMP. Маркетологи Nvidia создали инструменты для «забивания гвоздей микроскопом». Хотя, возможно, всё не настолько кощунственно, но при этом хуже для нас. Возможно, на эти карты пошла отбраковка чипов с неисправными FMA и тензорными блоками, которым для устойчивой работы в десятки раз снизили тактовые частоты. Но я всё же склоняюсь к мнению, что с чипами не настолько всё плохо, но BIOS загружает сильно ухудшенные настройки в некоторые блоки и/или передает драйверам неверные тайминги операций.
Здесь тоже использование программной эмуляции на CMP сильно помогает. Естественно, для «нормальных» GPU результат обратный. Конечно, если бы, да кабы, да тензорные ядра на CMP работали бы нормально, любая из CMP уделала бы RTX 3060 (даже CMP 40HX), так как их теоретическая производительность более, чем втрое выше полученной. Обидно, да? Но мы всё же смогли поднять их со дна на более-менее удовлетворительную высоту.
Большинство приложений используют режим DEFAULT и, к сожалению, эти карты бодро рапортуют, что тензорные операции поддерживаются, и, в результате, всё работает очень медленно. А ведь CMP 50HX и CMP 90HX могут примерно половину от RTX 3060. Возможно, секрет нормальной работы llama.cpp (движка Ollama и LM Studio) как раз в том, что он умеет выбирать нужные режимы, а Stable Diffusion – нет.
Теперь cublasGemmEx, – она может обрабатывать FP16, FP32, FP64 и другие форматы чисел, в том числе и целых. Её работа определяется двумя параметрами: computeType – тип вычислений и cublasGemmAlgo – условный номер алгоритма вычислений.
computeType — тип данных, используемый для выполнения арифметических операций внутри GEMM
cublasGemmAlgo — это выбор алгоритма, по которому будет выполняться матричное умножение.
Он определяет:
Использовать ли Tensor Cores
Как организовать вычислительный паттерн (размер блока, порядок доступа к памяти)
Использовать ли CUDA Cores вместо Tensor Cores
Зависимость производительности при вычислениях матриц в FP16 от ComputeType и GemmAlgo
ComputeType | GemmAlgo | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 |
16F | DEFAULT | 0.97 | 3.2 | 2.8 | 48 |
0 | - | - | 2.8 | 48 | |
1–4 | 13–15 | 22–24 | 2.8 | 48 | |
5-23 | - | - | 2.8 | 48 | |
TENSOR_OPs | 0.97–1.0 | 3.2–3.5 | 2.8 | 48 | |
TENS. AUTOTUNE | 0.97 | 3.2 | 2.8 | 48 | |
16F_PEDANTIC | DEFAULT | 15 | 24 | 22 | 13 |
0 | - | - | 22 | 13 | |
1–4 | 13–15 | 22–24 | 22 | 13 | |
5-23 | - | - | 22 | 13 | |
TENSOR_OPs 99 | 15 | 24 | 22 | 13 | |
TENSOR_OPs | 0.96–1.0 | 3.2–3.5 | 22 | 13 | |
TENS. AUTOTUNE | 15 | 24 | 22 | 13 | |
32F_PEDANTIC | DEFAULT | 7.7 | 0.43 | 0.71 | 7.9 |
0,1 | - | - | 0.71 | 7.9 | |
2 | 4.6 | 0.43 | 0.71 | 7.9 | |
3 | 6.9 | 0.43 | 0.71 | 7.9 | |
4 | 5.3 | 0.43 | 0.71 | 7.9 | |
5,6,10,11 | 7.3-7.7 | 0.43 | 0.71 | 7.9 | |
18 | 4.4 | 0.43 | 0.71 | 7.9 | |
19 | 5.6 | 0.43 | 0.71 | 7.9 | |
20 | 6.5 | 0.43 | 0.71 | 7.9 | |
7-9,12-17,21-23 | - | - | 0.71 | 7.9 | |
TENSOR_OPs 99 | 7.6 | 0.43 | 0.71 | 7.9 | |
TENSOR_OPs | 0.95–1.0 | 3.2–3.5 | 0.71 | 7.9 | |
TENS. AUTOTUNE | 7.7 | 0.43 | 0.71 | 7.9 | |
32F 32F_FAST_16F 32F_FAST_16BF 32F_FAST_TF32 32F_EMULATED_16BFX9 | DEFAULT | 0.96 | 3.2 | 2.7 | 25 |
0,1 | - | - | 2.7 | 25 | |
2 | 4.6 | 0.43 | 2.7 | 25 | |
3 | 6.9 | 0.43 | 2.7 | 25 | |
4 | 5.3 | 0.43 | 2.7 | 25 | |
5,6,10,11 | 7.4-7.7 | 0.43 | 2.7 | 25 | |
18 | 4.4 | 0.43 | 2.7 | 25 | |
19 | 5.5 | 0.43 | 2.7 | 25 | |
20 | 6.5 | 0.43 | 2.7 | 25 | |
7-9,12-17,21-23 | - | - | 2.7 | 25 | |
TENSOR_OPs | 0.95–1.0 | 3.2–3.5 | 2.7 | 25 | |
TENS. AUTOTUNE | 0.96 | 3.2 | 2.7 | 25 |
Лучшим выбором для CMP здесь будет ComputeType = 16F_PEDANTIC, в котором запрещено использование Tensor Cores и FMA. Здесь производительность CMP 50HX и CMP 90HX примерно равна половине от RTX 3060. CMP 40HX не блещет, но и не около нуля – около четверти от RTX 3060.
При ComputeType = 16F на CMP 40HX и CMP 50HX можно пользоваться режимами 1-4 с аналогичным результатом но алгоритм DEFAULT включает тензоры, что для наших CMP недопустимо.
Любыми режимами, где используется внутреннее накопление данных в FP32, на CMP 50HX и CMP 90HX пользоваться нельзя, а на CMP 40HX не стоит без крайней необходимости, особенно с выбором алгоритма DEFAULT. А многие программы, скорее всего, как раз и будут выбирать DEFAULT, ведь «нормальной» видеокарте всё равно.
Посмотрим повнимательнее на CMP 90HX. Ей приходится хуже всего: в любых режимах, кроме PEDANTIC у неё обязательно включаются тормозные тензоры, а в режиме 32F_PEDANTIC, хотя их и нет, но тут всё убивает уже известная нам FMA. Хотя CMP 50HX во всех режимах с использованием 32F не лучше, но для неё ещё есть надежда…
Для поддержки CMP в приложениях необходимо добавить проверку на vendor ID и model ID этих карт и при их обнаружении принудительно использовать режим CUBLAS_COMPUTE_16F_PEDANTIC.
Теперь посмотрим на такую же таблицу для вычисления матриц в FP32
ComputeType | GemmAlgo | CMP 40HX | CMP 50HX | CMP 90HX | RTX 3060 |
32F_PEDANTIC | DEFAULT | 7.1 | 0.42 | 0.64 | 7.0 |
0,1 | - | - | 0.64 | 7.3 | |
2 | 4.5 | 0.40 | 0.64 | 7.3 | |
3 | 6.9 | 0.33 | 0.64 | 7.3 | |
4 | 5.3 | 0.40 | 0.64 | 7.3 | |
5 | 7.3 | 0.33 | 0.64 | 7.3 | |
6 | 7.5 | 0.25 | 0.64 | 7.3 | |
7 | 4.4 | 0.40 | 0.64 | 7.3 | |
8 | 6.7 | 0.40 | 0.64 | 7.3 | |
9 | 5.2 | 0.40 | 0.64 | 7.3 | |
10 | 7.1 | 0.40 | 0.64 | 7.3 | |
11 | 7.3 | 0.33 | 0.64 | 7.3 | |
18 | 4.4 | 0.42 | 0.64 | 7.2 | |
19 | 5.5 | 0.40 | 0.64 | 7.3 | |
20 | 6.1 | 0.40 | 0.64 | 7.2 | |
21 | 4.0 | 0.43 | 0.64 | 7.2 | |
22,23 | 5.2–5.5 | 0.40–0.42 | 0.64 | 7.3 | |
TENSOR_OP 99 | 7.1 | 0.42 | 0.64 | 7.3 | |
TENS. 110,112 | 0.98 | 2.6 | 0.64 | 7.3 | |
TENSOR_OPs | 0.98 | 2.0 | 0.64 | 7.3 | |
T. AUTOTUNE | - | - | - | - | |
32F 32F_FAST_16F 32F_FAST_16BF 32F_FAST_TF32 | DEFAULT | 0.98 | 2.0 | 1.8 | 19 |
0,1 | - | - | 1.8 | 19 | |
2 | 4.5 | 0.40 | 1.8 | 19 | |
3 | 6.9 | 0.33 | 1.8 | 19 | |
4 | 5.3 | 0.40 | 1.8 | 19 | |
5 | 7.2 | 0.33 | 1.8 | 19 | |
6 | 7.4 | 0.25 | 1.8 | 19 | |
7 | 4.4 | 0.40 | 1.8 | 19 | |
8 | 6.8 | 0.40 | 1.8 | 19 | |
9 | 5.2 | 0.40 | 1.8 | 19 | |
10 | 7.1 | 0.40 | 1.8 | 19 | |
11 | 7.2 | 0.33 | 1.8 | 19 | |
18 | 4.5 | 0.42 | 1.8 | 19 | |
19 | 5.5 | 0.40 | 1.8 | 19 | |
20 | 6.2 | 0.40 | 1.8 | 19 | |
21 | 4.0 | 0.43 | 1.8 | 19 | |
22,23 | 5.2–5.5 | 0.40–0.42 | 1.8 | 19 | |
TENS. 110,112 | 0.98 | 2.6 | 1.8 | 19 | |
TENSOR_OPs | 0.98 | 2.0 | 1.8 | 19 | |
T. AUTOTUNE | - | - | - | - |
Как и ожидалось, с матричными вычислениями FP32 на CMP 50HX и CMP 90HX всё плохо. Была надежда, что CMP 50HX в режиме 32F_PEDANTIC сможет показать неплохой результат, но нет… Хотя это странно, ведь заявлено, что в режиме PEDANTIC запрещено использование Tensor Cores и FMA, а при этом она должна выдавать примерно половину производительности RTX 3060. Но что-то где-то в cuBLAS не срослось и, судя по скорости, там используется FMA. Чёрт!
CMP 40HX во многих режимах показала неплохую для неё производительность – примерно треть от RTX 3060. По сочетанию производительности FP16 и FP32, она «порезана» меньше всего. Но что же там со Stable Diffusion? Ведь CMP 40HX по своим возможностям не в 20 раз хуже RTX 3060.
Очевидно, что где-то выбираются неподходящие для неё алгоритмы вычислений. И это тот самый DEFAULT. Посмотрим на последнюю таблицу для FP32. Конечно, никому в голову не пришло использовать режим 32F_PEDANTIC, а при использовании любых других режимов и выборе алгоритма DEFAULT она именно в 20 раз проигрывает RTX 3060.
А если посмотреть на предыдущую таблицу производительности при вычислениях матриц в FP16, то там дела ещё хуже: при выборе алгоритма DEFAULT в неподходящих для неё режимах она проигрывает в 25-50 раз. Так вот, зачем понадобилась опция «--no-half»… Да не FP16 с ней отключать надо, а режим вычислений переключать на 16F_PEDANTIC, это гораздо эффективнее! И при вычислении матриц в FP32 обязательно включать 32F_PEDANTIC. Тогда она должна работать не в 20, а раза в 3 медленнее RTX 3060 и при этом лучше, чем CMP 50HX и CMP 90HX. Так что, если поковыряться в ComfyUI и Stable Diffusion, они с ней подружатся. Хотя, возможно, здесь ещё и INT8 сказывается.
Итак, CMP 40HX весьма неплоха, просто не все умеют её правильно готовить.
CMP 50HX всё же подает надежды, что её FP32 можно научиться использовать и тогда она станет лучшей.
А вот CMP 90HX выглядит всё безнадежнее. Прямо как микроскоп, подходящий только для забивания гвоздей… Хотя, пусть это будет вызовом для энтузиастов, ведь если взломать её защиту, это будет реальный прорыв! У кого ещё есть идеи, как её «оживить»?
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09.10.25 11:05
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
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09.10.25 11:05
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
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09.10.25 11:05
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
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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
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
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12.10.25 01:12
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
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 04:48
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 16:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 15:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:08
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:54
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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27.10.25 11:15
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.25 11:15
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.25 17:08
raymondgonzales
Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
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27.10.25 17:20
fatimanorth
The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
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28.10.25 00:55
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.10.25 00:55
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 03:43
Christopherbelle
A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.10.25 09:49
Christopherbelle
I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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30.10.25 12:03
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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31.10.25 13:25
Lillian Lizzy
THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
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31.10.25 13:25
Lillian Lizzy
THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
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01.11.25 03:27
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.11.25 03:27
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.11.25 15:47
kattygates
Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].
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01.11.25 15:49
kattygates
I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.
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