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Н Новости

Запускаем самый маленький квант DeepSeek R1 671B на игровом ПК и смотрим вменяемая ли она на огромном контексте (160к)

Релиз DeepSeek R2 официально отложен и пока R1 не потерял актуальность, попробуем запустить модель на домашнем ПК. Оригинальная DeepSeek R1 имеет размер 700гб, так как она обучалась в fp8, но если бы она обучалась в стандартных f16, её вес был бы 1400гб, а мы попробуем версию в 10 раз меньше. Запустим самый маленький 1.66-битный IQ1_S_R4 квант полноценной модели размером 130гб на игровом ПК, отдельно с 4090 и 4060ti. Загрузим туда очень-очень много контекста и проверим, такой квант всё ещё способен давать разумные ответы или нет.

Как запускать

Почти все массовые локальные модели запускаются одинаковым образом, есть движок llama.cpp и формат этого движка gguf, с различными вариантами квантования, и есть оболочки, которые под капотом запускают тот самый llama.cpp - это и ollama, и LM Studio и все остальные.

Чтобы просто запустить локально любую небольшую модель, достаточно скачать LM Studio, Jan или, если нужен более гибкий функционал, text-generation-webui, потом любым способом скачать gguf файл и запустить всё в пару кликов. Это будет работать локально и займет несколько минут на разобраться. Всё это работает и на nvidia, и на amd, и на intel, там где нет CUDA, отлично работает через Vulkan.

Но сегодня нас интересует кое-что посложнее, запустить настоящую большую DeepSeek R1-0528 размером 671B на домашнем игровом ПК. Это запуск не б/у сервере, не на каком-то специфичном дорогом железе, не на куче видеопамяти, а на обычном ПК.

Запускать будем не обычное квантование вроде Q4_K_M или IQ1_S, и не динамическое квантование UD-...-XL, которое превосходит обычные кванты. Нас интересует sota квантование iq4_ks и R4, которое работает только в ik_llama.

ik_llama.cpp - это форк от llama.cpp, который улучшает производительно на CPU и имеет расширенную поддержку MoE моделей, а так же является создателем передовых новых квантов. Именно через iq4_ks и R4 стало возможно создать на столько маленький квант, который ещё может показывает адекватные результаты и влезает в домашний ПК.

На чём запускать

Нам нужно много памяти, минимум можно попробовать 128гб, сейчас комплект из 4х модулей памяти 48гб DDR5 для домашних ПК стоит в пределах 50к, DDR4 4x32гб в 2 раза дешевле, и в продаже также начали появляться недорогие модули 2x64гб. Можно сказать, что 128/192гб ram это уже вполне доступное железо.

Сами характеристики ПК не на так важны, если там есть 6-8 ядер, важнее объем памяти и наличие 1 GPU, что является ключевым фактором для ускорения. Когда используются именно 4 модуля по 48гб, они плохо держат разгон и не стартуют на XMP, но хватит и того, что они запускаются на базовой частоте 4800.

Характеристики испытуемого ПК:

CPU: i7-14700
Материнка: GIGABYTE Z790 D AX
ОЗУ: 4x 48gb Kingbank DDR5 4800 MT/s
GPU: 4060 Ti 16gb, 4090 24gb

Сравним отдельно 4090 и 4060 ti (хотя сейчас уже актуальнее 5060 Ti 16гб, у неё в 1.5 раза быстрее память чем у 4060ti, а стоит столько же), чтобы понять влияние GPU на скорость.

Что запускать? Какой квант?

DeepSeek-R1-0528-IQ1_S_R4 и DeepSeek-V3-0324-IQ1_S_R4

Нас интересует репозиторий ubergarm/DeepSeek-R1-0528-GGUF - пока единственный кто предоставляет готовые кванты для ik_llama. Среди них нам нужен самый маленький размером 130гб - это IQ1_S_R4.

Если не хотите ждать долгих рассуждений от R1, то можно взять V3-0324, для него тоже есть такой квант: DeepSeek-V3-0324-IQ1_S_R4

Квант экстремально малого размера, и замер качества через PPL показывают, что он ощутимо отстает от оригинала.

Чем ниже PPL, тем лучше

Но надежда есть, так как PPL не лучший показатель, он не отображает реальное качество кванта, и замеры KLD намного лучше отображают как квант далек от оригинала.

Вот сравнение 3 малых квантов: от Bartowski, Unsloth и Ubergarm, каждый со своей версией минимального размера. Все показатели чем ниже, тем лучше. Квант R4 имея самый маленький размер, показывает что обладает каким-то качеством:

KLD отклонения от Q8_0, чем ниже, тем лучше

Про разницу PPL и KLD

В работе Accuracy is Not All You Need (https://arxiv.org/abs/2407.09141) показали, что KLD лучше отображает корреляцию между ошибками квантования и метрикой KLD, чем PPL, так как PPL скрывает ошибки квантования из-за усреднения.

PPL (Perplexity) - это степень неуверенности модели в предсказании токена, чем ниже, тем увереннее модель. PPL усредняет логарифмические вероятности по всем токенам, поэтому ошибки, например, завышение вероятности одних токенов и занижение других, могут компенсировать друг друга - в результате PPL близок к оригиналу, хотя результат искажен. Ещё PPL слабо реагирует на ошибки в редких токенах, важных для генерации разнообразных ответов.

KLD (KL Divergence) измеряет расхождение между распределениями исходной и квантованной моделей для каждого токена, потом суммирует расхождения для всех токенов. Тут ошибки никак не компенсируются друг другом, отклонения в вероятностях редких и частых токенов одинаково повлияют на итог. Это куда лучше позволяет оценить потери при квантовании, и если оптимизировать квантование под минимизацию KLD, то в среднем это улучшает кванты.

Замеры скорости памяти

Скорость памяти прямо пропорциональна скорости генерации.

2 модуля памяти, даже модули 48гб, обычно хорошо разгоняются и держать XMP 6400, на такой частоте можно получить почти 100гб/с.

Но так как нам нужно больше памяти, то замерим скорости работы на 4х модулях. Скорость чтения на 4x DDR5-4800 равна 70 Гб/с, это не очень быстро, это ближе к скорости хорошей DDR4, чем к DDR5-6400, но этого должно хватить.

Проверим скорость Gemma3, генерация только на CPU, в стандартном кванте Q4_K_M. Запуск обычной llama.cpp на Windows 10, планировщик не оптимизирован на работу с малыми и большими ядрами:

.\llama-bench -m "gemma-3-12b-it-Q4_K_M.gguf" -t 4 -t 6 -t 8 -t 20 -t 28

Gemma3 12B Q4_K_M

.\llama-bench -m "gemma-3-27b-it-Q4_K_M.gguf" -t 4 -t 6 -t 8 -t 20 -t 28

Gemma3 27B Q4_K_M

pp - это promp processing, он же prefill. В pp входит системный промпт и вся история диалога. До тех пор пока контекст не закэширован, всё будет считаться от самого начала.

tg - это token generation, генерация новых токенов, обычно все обращают внимание только на этот показатель, но на огромном контексте pp будет так же важен.

Как запускать R1 671B на одной GPU и за счёт чего ускорение

Память не очень быстрая, даже Gemma3 12B весом 7гб еле выходит за границу комфортности, которая составляет 5 t/s. В таких условия нам нужно запустить квант весом 130гб имея для ускорения всего 1 GPU и на сколько это вообще возможно.

Gemma3 это dense-модель, то есть сплошная, для каждого нового токена нужно обойти все параметры модели. DeepSeek V3/R1 - это MoE модель, где на каждом шагу использует только часть параметров.

MoE это сокращение архитектуры Mixture of Experts, в таких моделях количество параметров (B) всей модели больше чем количество активных параметров (AxB) необходимых для каждого нового токена. Например, модель Qwen3-235B-A22B имеет всего 235B параметров и на каждом шагу из них только 22B будут активными.

У R1 количество параметров 671B, активных параметров 37B. Всего 61 слой, 3 слоя общих, которые используются на каждом шагу, остальные слои экспертов, они выбираются роутером на каждом шагу разные, поэтому нельзя просто загрузить 37B в vram.

Если модель целиком влезает в память, то скорость инфересна будет примерно равна dense-модели размером 37B, а именно в районе 2 t/s. Это генерация на такой скорости памяти, была бы память быстрее, то и генерация была бы быстрее. 2 t/s мало, нужна помощь от GPU, но если просто выгрузить 10 слоев в vram, то будет ситуация, когда только первые 3 слоя полезны, остальные будут выпадать лишь иногда.

Выгрузив часть слоев ускорение есть, но совсем не существенное, нужно больше:

Решение: override-tensor.

Чтобы получить существенное ускорение, нужно чтобы GPU полноценно участвовала в работе на каждом шагу и решение тут в том, чтобы на GPU выгрузить только веса внимания, которые легкие и на каждом шагу важны. А экспертные ffn каждого слоя оставить на CPU.

В llm трансформерах модель состоит из слоев, каждый слой состоит из 2х видов тензоров: внимания (attn, attention) и полносвязной сети (ffn, feed forward network). Посмотреть структуру модели можно на huggingface если нажать на конкретный квант.

18-й слой deepseek r1, самые тяжелые тензоры это ffn, а важные attn намного легче

Тензоры внимания весят не очень много, и в таком низком кванте они влезают даже в 10гб видеопамяти, оставляя достаточно места для контекста, а ffn экспертов и составляют основной объем модели.

--override-tensor или -ot

Для того, чтобы разнести разбить слой на тензоры в llama.cpp и ik_llama добавили параметр -ot или --override-tensors , через него указывают какие тензоры отправятся на CPU (или другие устройства, например, вторую GPU) используя regexp синтаксис.

Нужно выгрузить все легковесные тензоры на GPU, а тяжелые, которые упрощенно называют MoE-параметрами, на CPU. Чтобы это сделать, нужно сначала выгрузить все слои на видеокарту через параметр -ngl 999 , а потом указываем какие надо перенаправить в обычную память.

MoE-параметры это те, которые имеют в имени exps, то есть эксперты, поэтому нужно просто указать один из синонимов, который выберет всех exps:

-ot exps=CPU

-ot ".ffn_.*_exps.=CPU"

-ot "([0-9]+).ffn_.*_exps.=CPU"

Точные имена тензоров, чтобы составить правильный regexp

Теперь на видеокарте остались какие-то тензоры каждого слоя, и gpu на каждом шаге будет участвовать в генерации, за счет этого и происходит ускорение. И это в основном подходит только для MoE моделей.

И, обычно, если осталась свободная VRAM, или не нужно так много контекста, или есть вторая видеокарта, то можно больше тензоров оставить выгруженными на видеокарте.

-ot "blk\.([4-9])\.ffn.*=CUDA0" -ot "blk\.(1[0-5])\.ffn.*=CUDA1" -ot exps=CPU

Так мы оставим 4-9 слои целиком на 1 GPU и 10-15 слои на 2 GPU. Для rocm или vulkan будут свои синонимы названия устройств, вроде Vulkan0 вместо CUDA0.

В кванте IQ1_S_R4 для тензоров ffn up|gate|down использованы тензоры R4, которые оптимизированы для работы на CPU, их нужно автоматически конвертировать в IQK квант пригодные для GPU. Для этого ik_llama надо скомпилировать с флагом -DGGML_CUDA_IQK_FORCE_BF16=1

Запускаем DeepSeek R1 671B IQ1_S_R4

У ik_llama нет готовых бинарников, как у llama.cpp, поэтому нужно будет собрать её из исходников, делается это по той же инструкции как и llama.cpp, поэтому сложность не должно возникнуть.

Если одна GPU, вместо -j28 указать ваше количество ядер или потоков:

git clone https://github.com/ikawrakow/ik_llama.cpp
cd ik_llama
cmake -B ./build -DGGML_CUDA=ON -DGGML_BLAS=OFF
cmake --build build --config Release -j28
cd build/bin

Если планируется использовать несколько GPU:

git clone https://github.com/ikawrakow/ik_llama.cpp
cd ik_llama
cmake -B ./build -DGGML_CUDA=ON -DGGML_BLAS=OFF -DGGML_SCHED_MAX_COPIES=1 -DGGML_CUDA_IQK_FORCE_BF16=1
cmake --build build --config Release -j28
cd build/bin

Если не указать -DGGML_SCHED_MAX_COPIES=1, то будет перерасход видеопамяти с использованием -ot. -DGGML_CUDA_IQK_FORCE_BF16=1 нужен для выгрузки на GPU ffn тензоров, но не всегда дает ускорение, иногда замедляет работу, зависит от модели видеокарты.

После этого можно запустить llama-server:

./llama-server -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -ctk q8_0 -amb 512 -fmoe -ot exps=CPU -ngl 99 -b 4096 -ub 4096 -t 20 -c 8192

По адресу http://127.0.0.1:8080/ будет доступен вполне удобный веб-клиент:

2184 токенов размышления, модель долго искала подвох, ответ 87 токенов. Скорость 7 t/s

Мы получили 7 t/s, это в 2 раза выше, чем мы получали когда вынесли только начальные слои на GPU, хотя в обоих случая количество занимаемой памяти подобрано одинаково, что показывает, что подход через -ot работает.

Подробнее про параметры запуска:

-m - путь до файла модели, у huggingface есть ограничение на размер файла 50гб, поэтому файлов будет несколько разбитых по шаблону 00001-0000x.gguf. Для запуска нужно указывать только 1 файл.

-fa - flash attention, способ эффективнее считать контекст, тратя меньше памяти, при правильной реализации математически идентичен обычному attention.

-amb 512 - переиспользовать буфер для вычисления K*Q, размер в mb, можно увеличить, если хватает памяти.

-fmoe - fused moe, объединяет up, gate и act операции, немного ускоряя вычисления.

-mla 3 - включить mla

-ctk q8_0 - квантование только k-кэша контекста, считается, что он почти не страдает от квантования, в отличии от v-кэша.

-ngl 99 - выгрузить все слои на GPU.

-ot exps=CPU - отправить все тензоры где в имени exps на CPU.

-b 4096 -ub 4096 - оптимизация размеров батчей, может ускорить вычисление pp.

-t 20 - использовать все ядра, что есть, по умолчанию 8.

-c 8192 - задать размер контекста 8к, по умолчанию 4к.

Дополнительные параметры:

-rtr - если запуск CPU only, то при загрузке конвертировать веса в оптимизированные для работы на CPU, отключает mmap

-ser 6,1 - умное уменьшение количества экспертов, ускоряет работу за счет небольшого снижения качества.

-ts 24,16 - если установлены две gpu, то можно распределить по ним слои в заданной пропорции, полезно для dense-моделей, если используется -ot, то лучше не использовать.

Бенчмарк скорости DeepSeek R1

Теперь можно заняться более точным измерением скорости генерации как новых токенов, так и уже существующего контекста. У ik_llama есть удобный инструмент для замера скоростей модели на указанной длине контекста.

Сравним 3 варианта, вначале на типичном контексте 4к, параметры -b и -ub по-умолчанию:

CPU only (скорость памяти 72 гб/с)
Ускорение через 4060 ti 16гб (скорость памяти 288 гб/с)
Ускорение через 4090 24гб (скорость памяти 1008 гб/с)

N_KV - размер контекста.

T_PP - время генерации PP.

S_PP - скорость генерации pp.

S_TG - скорость генерации tg.

CPU only, скрываем все CUDA устройства через CUDA_VISIBLE_DEVICES="":

CUDA_VISIBLE_DEVICES="" ./llama-sweep-bench -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ctk q8_0 -t 28 -c 4096

4060 ti:

CUDA_VISIBLE_DEVICES="1" ./llama-sweep-bench -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ot exps=CPU -ngl 99 -ctk q8_0 -t 28 -c 4096

4090:

CUDA_VISIBLE_DEVICES="0" ./llama-sweep-bench -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ot exps=CPU -ngl 99 -ctk q8_0 -t 28 -c 4096

Разница между 4060 ti и 4090 не соответствует разнице производительности и скорости памяти. Всё потому, что на GPU уходит всего ~10 гб тензоров и при маленьком батче разница между видеокартами не так заметна.

Теперь замерим контекст 32к, увеличим размер батчей, параметры -b 4096 -ub 4096. Увеличивая размер батчей, мы увеличим скорость PP, что важно при работе с большим контекстом, когда обработка 100к может занимать почти час на 25 t/s.

4060 ti:

4090:

Тут разница на подготовку промпта между картами уже видна лучше, скорость памяти 1 Тб/с против 288 Гб/с - всё-таки разница большая. На скорости 1 Тб/с для такого небольшого объема данных уже и количество ядер может быть важным.

На 4090 скорость tg немного упала, это не критично, зато скорость pp выросла почти в 10 раз до 200-300 t/s. С такой скоростью уже можно обрабатывать огромные контексты. На 4060 ti pp вырос всего в 1.5-2 раза, это тоже не плохо, обработка 32к контекста займет 15 минут, а дальше она закэшируется и будет работать моментально.

Параметром -ser 6,1 можно компенсировать потери tg от -ub 4096 -b 4096, сохраняя 300 t/s на pp, и на коротком контексте возвращая 8 t/s на tg:

Как вместить огромный контекст в одну GPU?

Как получить ускорение через GPU разобрались. Теперь нужно разобраться как вместить огромный контекст в тот небольшой объем vram, который остаётся.

У DeepSeek R1 максимальный контекст 160к, это очень много, и в обычном виде на это требуется сотни гб памяти. Например, согласно исследованию Quantitative Analysis of Performance Drop in DeepSeek Model Quantization, для всего лишь 32к контекста нужно 400гб памяти на обычной llama.cpp.

Согласно тому же исследованию, качество кванта UD-Q2_K_XL (это динамическое квантование от Unsloth, главная особенность этого квантования в том, что важные тензоры оставлены в очень высоком качестве, а менее важные квантуются сильнее, за счет этого общее качество остается на высоком уровне) по сравнению с оригиналом FP8 падает всего на несколько процентов в бенчмарках:

Только актуальная версия UD-Q2_K_XL занимает уже 233гб, а не 212гб, слишком много, но можно попробовать запустить её с ssd, это критично снизит скорость PP, но для средних контекстов всё еще может работать, например, 32к ждать пришлось минут 40:

DeepSeek-R1-0528-UD-Q2_K_XL запуск частично с ssd, обработка 32к контекст, скорость 2.3 t/s

Кванты от ubergram по сути такое же динамическое квантование, только с использованием более продвинутых IQK и R4 квантов.

Но возвращаясь к тому, как получилось, что мы уже и тестировали и запускали 32к и для этого не понадобилось 400гб памяти, как это работает?

MLA и Внимание

Контекст так много весит, потому что он полностью связан, и постоянно динамически вычисляет важность токенов через механизм внимания. В отличии от таких статистических предсказателей следующего токена, вроде цепей Маркова, где предыдущее значение контекста не играет роли, играет только предыдущий токен, если это цепь 1 порядка, в трансформерах механизм внимания на каждом шагу работает со всей последовательностью, чтобы постоянно вычислять важность токенов и перепроверять, что ответ правильный.

Механизм Внимания - это квадратичная сложность O(n²) и по памяти и по времени, где n-длина последовательности, каждый токен взаимодействует с каждым токеном, поэтому расход памяти так быстро растет. Чтобы справиться с этим, придумывают различные математические оптимизации, один из них это Flash Attention - используя математические трюки с матрицами уменьшается требования к памяти без потерь качества, результат идентичен обычному attention.

Или другой подход - Sliding Window Attention (SWA), когда токену ограничивают область видимости, например каждый токен видит вокруг себя только вокруг себя в пределах окна, которое обычно 4096 токенов, за счёт этого можно обрабатывать очень длинные последовательности используя мало памяти, но взамен теряется информация вне окна, что можно частично компенсировать различными техниками.

В DeepSeek пошли другим путем, они попытались изменить сам подход к attention. Обычно для оптимизации внимания используют, например, Grouped Query Attention (GQA) или Multi-Query Attention (MQA), эти методы являются вычислительными оптимизациями стандартного механизма без фундаментального изменения архитектуры. Вместо такого подхода в DeepSeek разработали MLA (Multi-Head Latent Attention), где роль для внимания играет не токен, а латентный вектор.

MLA - это обучение скрытых или латентных векторов вместе с основной моделью, эти вектора учатся улавливать ключевые концепции и паттерны в данных. Головы внимания в MLA взаимодействуют не напрямую с токенами, а с этими латентными векторами. За счет этого получается "ужать" KV-кэш в 25 раз сохраняя оригинальное качество:

MLA представили в DeepSeek V2: https://arxiv.org/abs/2405.04434

И причина, почему в том исследовании им потребовалось 400гб для 32к контекста в том, что на момент исследования в llama.cpp не была реализована поддержка MLA.

Кроме MLA, у DeepSeek есть ещё одна интересная технология - MTP.

MTP - это их реализация спекулятивного декодирования, способ переложить часть работы по предсказываю следующего токена на маленькую модель, это работает, когда продолжение слова или фразы уже очевидно. Если зайти на официальный репозиторий deepseek-ai, то размер модели будет 685B, а не 671B. Как раз 14B это модуль MTP.

Model size: 685B

MTP, в отличии от обычного спекулятивного декодирования, тоже обучалось вместе с модель. По их замерам точность принятия токенов от MTP 85-90%, что дает ускорение основной модели в 1.8 раза.

В llama.cpp сейчас есть реализация спекулятивного декодирования, но она сделана по другому, там в качестве маленькой модели нужна полноценная модель того же семейства. Например, Gemma3 27B в качестве помощника может использовать только что-то из своих младших моделей, вроде Gemma3 1B.

Сколько нужно памяти под контекст используя MLA

В ik_llama, чтобы включить использование mla нужно добавить параметр -fa -mla 3 .

В llama.cpp все виды внимания (mla, swa) используемые конкретной моделью включаются через -fa автоматически, если их поддержка уже добавлена в ядро.

Тензоры оставленные с -ot для кванта IQ1_S_R4 примерно равны 10.5гб, под нужны ОС, включая браузер, на 4090 уходит около 1.7гб. В итоге есть примерно 5гб и 11гб под контекст на 4060ti и 4090 соответственно. Перебором параметра -c можно найти количество контекста, которое влезает в этот объем. Чем больше размер батча, тем больше под них нужно памяти.

Размер батчей стандартный -b 2048 -ub 512:

Тензоры выгружены на GPU, b/ub стандартные -b 2048 -ub 512

Размер батчей -b 4096 -ub 4096:

Тензоры выгружены на GPU, под контекст остатки памяти, -b 4096 -ub 4096

Как вариант, можно не выгружать тензоры на GPU совсем, оставляя всю память под контекст. Для этого надо указать-ngl 0. Максимальные 160к без квантования требуют примерно 14гб при стандартном размере батчей и 18гб при 4096.

Запустим тот же бенчмарк, контекст 160к, все тензоры теперь на CPU:

CUDA_VISIBLE_DEVICES="0" ./llama-sweep-bench -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ot exps=CPU -ngl 0 -ctk q8_0 -t 28 -c 163840 -ngl 31 -b 4096 -ub 4096

Скорость tg упала до скорости 2.85 t/s и соответствует "CPU only". Но с ростом контекста она быстро упадет до 1, а под конец и до 0.5 t/s. А скорость PP осталась как и была на GPU, около 200-300 t/s, но под конец 160к она упадёт до 75 t/s.

Теперь проверим "сложение" двух GPU. Ожидание от двух карт такое, что можно разместить количество контекста сумме их отдельных размеров, то есть в 126к. Но на практике объединив две GPU можно уместить всего 110к с квантованием q8_0, что не совпадает с расчетами. Дело в том, что единственная польза от двух карт в том, что мы разделяем тензоры, отправляя 6гб на gpu1 и 3гб на gpu2, тем самым освобождая память для контекста, а сам контекст создается на двух GPU почти пропорционального размера, то есть не получится сложить 40к + 86к. Логика работы двух GPU и контекста мне пока не понятна.

Замер скорости двух GPU и контекста 110к:

./llama-sweep-bench -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ot exps=CPU -ngl 99 -ts 20,10 -b 4096 -ub 4096 -ctk q8_0 -t 28 -c 112640

4090 + 4060ti, 110k контекста

Скорости pp просели из-за медленной 4060, но всё еще пригодны для использования и не заставляют ждать слишком долго.

Загружаем модель и проводим тесты

Теперь когда теории достаточно, как ускориться и как вместить огромный контекст понятно, осталось придумать как его проверить. Кодовой базы на 100к у меня нет, а работать с чужой - сложно оценить результат.

Ещё один из вариантов проверить такой большой контекст - это взять знакомую книгу и протестировать модель на ней, сможет ли модель пересказать всю книгу, выдать какие-то факты из начала, середины и конца, и в целом по ответам будет понятно, модель способна обработать такой контекст или она просто выбирает случайные подходящие слова и выдает какой-то не особо связный ответ. Часто маленькие модели (7b, 12b, 14b) уже на контексте в 32к зацикливаются и просто выдают бесконечно одинаковый токен.

Нужна книга, которой точно нет в обучающем датасете, например, Лабиринт Отражений. Текст книги нужно целиком вставить в системный промпт, тогда это будет контекст модели, а потом позадавать вопросы по нему. Это будет не RAG, который разбивает текст на кусочки, создаёт векторную БД и разбивает данные на кусочки, и по ключевым словам достает эти кусочки и подмешивает их в контекст, такие кусочки не связаны друг с другом единым вниманием, поэтому такой подход подходит для документации, но не для связной книги. И это не какой-то похожий подход, это будет чистый контекст.

Проверка модели с пустым системным промптом в своем "базовом" виде. Она ничего не знает о Лабиринте Отражений, но что-то знает про цикл Дозоры, что совсем не помогает.

Пустой системный промпт

Стоит подсчитать количество токенов из которого состоит книга, для этого можно воспользоваться утилитой llama-tokenize, и нужно указать модель, так как у всех моделей разные токенизаторы.

linux:

./llama-tokenize -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -f book.txt | wc -l

windows powershell:

.\llama-tokenize.exe -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -f book.txt | Measure-Object -Line | Select-Object -ExpandProperty Lines

Размер книги получился 215к токенов, не влезает ни в 110к, ни даже в максимальные 160к. В таком случае, когда фактический контекст больше размера -c подключается context shift, он обрезает часть токенов и это сильно снижает точность и качество. Проверим как это работает, а потом урежем контекст книги.

В системный промпт скопирован текст всей книги, context shift включается автоматически, попросим пересказать сюжет:

Первое, что удивляет, это то, что настолько экстремально квантованная модель что-то отвечает на таком огромном контексте.

Второе - то, она отвечает что-то связное, описание в целом пересказано верно, ключевая особенность героя передана верно, ключевой момент с Неудачником описан верно. Но видно, что данные из первой половины книги не учтены, это работа context shift.

Посмотреть на то, как context shift даёт негативный эффект, можно спросив какую-то конкретную вещь из книги. Например, попросить точно процитировать эпиграф из самого начала. В ответе полностью выдуманный текст, ничего общего с оригиналом:

context shift не позволяет точно цитировать

Урежем книгу до 100к токенов, теперь текст полностью влезает в контекст. Зададим тот же вопрос, и да, теперь ответ правильный:

110к, без context shift, цитата верна

Проверим способность MLA и модели работать не только с началом и концом, возьмём цитату из середины и попросим модель найти откуда эта цитата, описать что происходит в этот момент и процитировать диалог целиком.

В каком месте книги кто-то сказал "Звёзды слишком яркие."? Процитируй весь диалог

100к контекста, цитирование из середины книги, диалог дословно верный

Описание событий правильное, цитирование диалога правильное. Ошибка только в том, что это глава 010, а не 011. Возможно модель сбивает то, что нумерация глав в книге представлена в двоичном виде.

160к контекста на одной 4090

Осталось только проверить максимальный контекст для DeepSeek R1, который составляет 160к. Контекст PP будет считаться на GPU, а новые токены ответа TG на CPU, и сколько останется памяти, догрузим GPU целыми слоями.

Если в предыдущем эксперименте скорости были довольно комфортные, то тут скорость будет очень низкой. Это больше про посмотреть, остаётся ли ответ модели разумным на максимальном контексте в таком экстремальном квантовании.

./llama-server -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ot exps=CPU -ngl 18 -ts 24,0 -ctk q8_0 -ctv q8_0 -b 4096 -ub 4096 -t 28 -c 163840

Удалось выгрузить 18 слоев, для большей экономии включил -ctv q8_0, по идее это не должно сказаться на качестве, а несколько гб высвободиться.

Загрузка контекста успешно проходит до 128к и тут мы сталкиваемся с первой проблемой:

```cpy.cu:573: GGML_ASSERT(ggml_nbytes(src0) <= INT_MAX) failed```

Логи прогрузки 160к контекста

Из-за размера батча 4096 мы достигли и превысили лимит INT_MAX. Возможно это исправить или нет, пока не ясно, поэтому придется снизить -b -ub, что замедлит скорость PP, но на данный момент это единственный способ загрузить столько контекста. Уменьшая размер батча, высвободиться видеопамять, значит можно выгрузить больше слоев на GPU, что может немного поможет при генерации ответа:

./llama-server -m "DeepSeek-R1-0528-IQ1_S_R4-00001-of-00003.gguf" -mla 3 -fa -amb 512 -fmoe -ot exps=CPU -ngl 30 -ts 24,0 -ctk q8_0 -ctv q8_0 -b 2048 -ub 2048 -t 28 -c 163840

Скорость PP под конец упала до 75 t/s, а скорость генерации составила всего 0.5 t/s:

Зато можно убедиться, что на 160к модель всё еще не утратила связь с контекстом, и сам ответ правильный в пределах этих 160к, так как развязка осталась в оставшихся 55к.

Чтобы воспользоваться всем контекстом и выгрузить все слои на GPU не хватило буквально 4-5гб, поэтому эту работу оставим для 5090, а для 4090 пределом будет 80к.

Бонус. Огромный контекст на LLama 4 и Gemma3

DeepSeek не единственная модель, в которую можно загрузить много контекста, но единственная у которой есть MLA. Для других моделей стандартным решением является SWA - скользящее окно внимания.

Недавно в llama.cpp добавили поддержку SWA, которое позволяет обрабатывать огромные последовательности требуя мало памяти. Качество должно быть ниже чем у MLA, так как уходя за пределы окна происходит очистка SWA-кэша и, после определенной фиксации в пределах окна, забывание токенов данных, но проверить всё равно можно. Этой поддержки пока нет в ik_llama, поэтому запускать надо на llama.cpp.

SWA работает и для Llama 4 и для Gemma3, включается через -fa, есть возможность включить --swa-full, в этом режиме размер кэша SWA равен полному контексту, очищения SWA кэша не происходит, но памяти потребует намного больше. При использовании SWA context shift автоматически отключается.

У Llama 4 Scout (108B-A17B) размер контекста 10м, У Llama 4 Maverick (401B-A17B) - 1м. Этого хватит, чтобы вместить книгу целиком. У Gemma3 27B только 128к, но она славится тем, чем её контекст очень тяжелый, поэтому SWA должен с этим помочь.

Gemma3 это Dense модель, а Llama 4 это MoE, у Scout 16 экспертов, а у Maverick 128. У Llama 4 есть много общих слоев, поэтому эти модели выдают очень хорошую скорость при использовании -ot, а Gemma3 в целом легковесная.

Для начала посмотрим сколько токенизаторы Llama 4 и Gemma3 найдут токенов у книги:

./llama-tokenize -m "Llama-4-Maverick-17B-128E-Instruct-UD-Q3_ K_XL-00001-of-00004.gguf" -f "labir_otra.txt" | wc -l
> 182120

.\llama-tokenize.exe -m "gemma-3-27b-it-Q4_K_M.gguf" -f "labir_otra.txt" | Measure-Object -Line | Select-Object -ExpandProperty Lines
> 190549

177к токенов у Llama4 и 186к у Gemma3. Видимо у них токенизатор лучше подходит для текста на русском, но как это скажется на качестве пока не ясно.

Модели запускаем через llama.cpp, логика такая же как и раньше, только нужно убрать параметры которых нет в llama.cpp. Модели не запускаются с -fa, если квантование кэшей не синхронно, поэтому придётся указать и -ctv q8_0:

Llama 4 Maverick

Максимально можно вместить 350к контекста в стандартных размераз ub/b и примерно 210к для -ub 3072 -b 3072

Квант UD-Q3_K_XL.

./llama-server -m "Llama-4-Maverick-17B-128E-Instruct-UD-Q3_K_XL-00001-of-00004.gguf" -fa -ctk q8_0 -ctv q8_0 -c 215040 -ot exps=CPU -ngl 99 -ts 24,0 -t 28

Модель правильно собрала вместе части, но в 3 части 8 глав, а не 4. Видимо модель сбивает нумерация в бинарном виде, даже если явно ей это сказать.

Проверим точность цитирования из середины. Цитата точная, описание не совсем точное. Глава указана правильно, а название части модель выдумала по тому, где находятся герои, правильное название "ЧАСТЬ ВТОРАЯ. ЛАБИРИНТ":

Llama 4 Maverick, книга целиком в контексте

Попробуем запутать модель, она должна понять, что пивной ларёк это на самом деле бар и упомянуть про "Ждите отстоя пены".

llama 4 maverick, ответы правильные

С этим модель справляется успешно. То есть в пределах SWA окна у модели нет проблем.

Теперь вопрос на контексте 32к, чтобы на нём же протестировать более маленькие модели.

В какой момент была включена Roll Over Beethoven? Что произошло дальше?

Llama 4 Maverick, правильный ответ для тестирования

Тут модель дает правильный ответ, всё это в пределах одной главы.

Небольшой тест 4060 ti, в неё влезает 70к контекста с ub/b 4096. Обработка pp очень медленная, но генерация ответа вполне быстрая.

4060 ti с контекстом 70к, скорость pp низкая, скорость tg нормальная

Ответ правильный правильный, так как ответ снова в пределах абзатца.

4060 ti с контекстом 70к, модель правильно нашла место

Llama 4 Scout

Maverick в целом справляется, если знать особенности SWA. Но вот у Scout с этим намного хуже, ответы хаотичные и случайные, иногда попадающие куда надо. Видимо сказывается тот факт, что у Maverick 128 экспертов, а у Scout только 16.

Квант UD-Q4_K_XL.

Тот же вопрос в пределах 32к. Ответ не правильный по своей логике, Scout пишет, что герой уже в ресторане и там и взял диск, что не правильно, и после заказывает такси, чтобы поехать в тот самый ресторан, где он уже находится по версии модели. Видно, что модель слабее Maverick и не может удерживать события даже в своем ответе.

Gemma3

У Gemma3 возникает проблема на длинном контексте без квантования. Если контекст длиннее 32к, то вместо ответа получается зацикленный токен, эта проблема возникает только без квантования kv-кэша. В пределах 32к контекста ответы более менее нормальные, 32к контекст занимает 2.5гб без квантования.

Если включить квантование -ctk q8_0 -ctv q8_0, то полный 128к контекст обрабатывается и занимает ~7гб, но модель слишком маленькая, всего 27B, поэтому на таком огромном контексте она показывает себя плохо.

Квант Q8_0, модель не удерживает даже 32к контекста и выдумывает ответ из обрывков фраз книги, про то, что герой вернулся в реальность. Возможно, это проблема реализации SWA, но включение --swa-full не помогает, что говорит о том, что это проблема модели.

Gemma3 27b, 32к, ответ не правильный

Если не хочется возиться с консолью

oobabooga / text-generation-webui

Пока text-generation-webui единственный клиент, где реализовали поддержку кастомных параметров командной строки, включая -ot. Тут нет поддержки ik_llama, но для UD-квантов DeepSeek или Llama 4 подойдет. Правда размер контекста тут ограничен 128к.

OpenAI API, Jan и Cherry Studio

При запуске llama-server у ik_llama или llama.cpp создается не только веб-клиент, но и openai compatiable api, поэтому можно пользоваться любым клиентом, который умеет подключаться к openai. Два клиента с открытым кодом, который так умеют: Jan и Cherry Studio.

К url веб-клиента нужно просто добавить /v1 и получить адрес api, который можно использовать в любом софте, в том числе и таком как Cline или Continue для разработки.

Вывод

Для ускорения MoE моделей (LLama 4, DeepSeek, Qwen3) нужен параметр -ot и одна GPU, это позволит получить ощутимое ускорение
Чтобы вместить огромный контекст в небольшой объём памяти нужно использовать MLA для DeepSeek и SWA для Llama 4 / Gemma3
4060 ti позволит вмещать 32к контекста в DeepSeek и 70к в Llama 4 Maverick, но обрабатывает долговато, медленная память сказывается
4090 способна вместить 80к и обрабатывать контекст на комфортной скорости 200-300 t/s, в Maverick способна вместить 210к
Даже на максимальном для R1 контексте 160к мини-квант отвечает нормально

Эксперимент с огромным квантом прошел лучше чем задумывался, ожидания были, что где-то уже после 8к, максимум 32к, модель совсем перестанет связно отвечать и будет много артефактов. Но не стоит ожидать, что такой маленький квант будет соответствовать качеству оригинала, хотя он и справляется лучше, чем многие другие модели.

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29 июн. 2025 г.

08.08.25 11:10 elizabethrush89

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10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 08:26 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

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13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com 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. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 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
14.08.25 00:20 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
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 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
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 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
18.08.25 22:17 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
02:26 Jacksonbash

You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].