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В поисках самой мощной видеокарты! Тестируем А100 и А6000 Ada на большой языковой модели

Большие языковые модели (LLM) произвели настоящую революцию в мире ML. Все больше компаний стремятся так или иначе извлечь из них пользу. Например, в Selectel мы оцениваем рациональность развертывания частной LLM для помощи сотрудникам техподдержки в поиске ответов на вопросы клиентов. Эту задачу мы решили совместить с тестом нового железа — видеокарты Ada с 48 ГБ RAM. В соперники ей выбрали А100 на 40 ГБ.

Сразу оговоримся, что нормально обучить LLM на одной GPU практически невозможно, но в качестве теста производительности такая задача вполне подходит. Под катом рассказываем, как мы проводили тест-драйв двух GPU и к каким выводам пришли.

Используйте навигацию, если не хотите читать текст полностью:

→ Почему нельзя просто взять самые мощные GPU
→ За что мы любим А100 и А6000 Ada
→ Тест — два GPU решают одни и те же задачи в одинаковых условиях
→ Результаты теста
→ Заключение

Почему нельзя просто взять самые мощные GPU

Опираясь только на заявленные производителем характеристики видеокарт, легко попасть в ловушку, посчитав, что чем больше у карты памяти и CUDA-ядер, а также чем шире шина, тем лучше. С одной стороны, очевидно, что более сложные задачи требуют больше памяти. Кроме RAM GPU на скорость и сложность расчетов влияют еще и ядра. С другой стороны, покупать или арендовать карту с топовыми характеристиками на все случаи жизни — не лучшая идея. И вот почему…

Это дорого

Для обучения больших моделей и работы с массивными датасетами нужны действительно дорогие видеокарты. Цена выбранной конфигурации часто заставляет задуматься: чуть меньше памяти и ядер замедлят работу, но будет ли это замедление настолько критичным, чтобы переплачивать миллионы каждый месяц? К тому же, несколько лишних гигабайт могут так и не пригодиться.

Ваши ресурсы будут простаивать

Вы купили одну или несколько видеокарт или арендовали готовый сервер с GPU. Конечно, вы тут же загрузили его на 100% обучением ML-моделей. Но GPU вряд ли будет работать в режиме 24/7/365, даже если решение сложных задач поставить на поток.

Скорее всего, картина будет такой. Дата-сайентист забрал себе весь ресурс, но использовал GPU, скажем, четыре часа в сутки. В остальное время он обучал модель на CPU, пил кофе или решал другие задачи. Чтобы оплаченные ресурсы в это время не пропадали, их стоит отдать другим специалистам. И тут мы плавно подходим к следующему пункту.

Придется учитывать нюансы шеринга GPU

Шеринг GPU — отличный ход, когда нужно одновременно решать несколько задач, ни одна из которых не требует всех доступных ресурсов. Берем карту, делим ее на несколько изолированных кусочков, в которых есть своя память, ядра, кэш и прочее, и отдаем по одному каждому из дата-сайентистов под его задачу. Но, конечно, не все так просто.

Во-первых, каждый из способов шеринга имеет свои плюсы и минусы. Во-вторых, одна и та же технология, например MIG, может поделить А100 максимум на семь логических блоков, а А30 — максимум на четыре.

Резюмируем: если вы не готовы к радикальным мерам, например к эксплуатации нескольких десятков А100 или H100, подключенных к материнской плате через NVSwitch, вопрос выбора железа для ML-задач станет весьма непростым. По крайней мере, одних только технических характеристик железа для принятия решения мало, так как важно обращать внимание на дополнительные возможности GPU в плане совместного использования и мониторинга эксплуатации. А идти эмпирическим путем, перебирая все возможные варианты, долго и дорого.

За что мы любим А100 и А6000 Ada

До недавнего времени мы бы не задумываясь выбрали уже проверенную А100. У этой карты GPU с 6 912 CUDA-ядрами, 40 ГБ видеопамяти, поддержкой Tensor Cores и технологий виртуализации. Отличное решение для облачных вычислений, рендеринга, обучения нейронных сетей и моделирования. Достаточно следить за подсказками в PyTorch, ориентироваться на свободный объем памяти и наслаждаться. Кроме того, две А100 можно объединить через NVLink, чтобы увеличить доступный к использованию ресурс.

Однако недавно мы получили доступ к новой видеокарте — А6000 Ada. При беглом взгляде на ее характеристики можно предположить, что это А100 на стероидах: в миниатюрном корпусе спрятаны 10 752 CUDA-ядер и 48 ГБ видеопамяти. При этом тепловыделение А6000 Ada составляет 300 Вт, тогда как у А100 — 400. А одно из ключевых различий карт в том, что A6000 Ada не поддерживает подключение через NVLink и шеринг через MIG — то есть это устройства разного уровня функциональности.

Мы видим, что по характеристикам А6000 Ada выглядит перспективнее, чем А100. Но она дороже, следовательно, возникает закономерный вопрос: стоит ли переплачивать? Чтобы найти ответ, мы взяли LLM в трех размерах и устроили тест-драйв нашим видеокартам.

Тест — два GPU решают одни и те же задачи в одинаковых условиях

Видеокарты мы тестируем в дообучении (файнтюнинге) большой языковой модели в разных размерах:

В идеале для обучения LLM на каждый миллиард ее параметров нужно около 24 ГБ видеопамяти — в RAM помещается не только модель, но и другие компоненты: градиенты, состояния оптимизатора, временные буферы и так далее. То есть используя только одну видеокарту, как в нашем эксперименте, мы не сможем завершить обучение очень многих LLM. Выходы есть разные, например объединить две карты через NVLink (или большее количество карт через NVSwitch), применить квантование или другой способ уменьшения размера модели. И так как нас интересует честный тест каждой карты, объединять их и увеличивать вычислительные ресурсы мы не будем, а пойдем как раз по пути квантования (и столкнемся с нехваткой памяти, но об этом позже).

Итак, модели загружаются в квантованном виде с помощью библиотеки BitSandBytes. Чтобы обучение в принципе было возможно, применяем подход LoRA, имплементированный в библиотеке peft. Конфигурация LoRA остается неизменной (ранг множителей = 16) за исключением запуска обучения самой большой модели на А100 — мы снизили ранг разложенных матриц, чтобы сэкономить память и сделать возможной хотя бы загрузку в память GPU модели и батча.

Подготовка рабочего окружения

Подготовим рабочее окружение для проведения тестов. Нам нужно установить довольно много пакетов, но это делается буквально двумя скриптами.

Сначала запускаем скрипт apt.sh. С его помощью:

отключаем обновления ядер для Nvidia- и Linux-пакетов;
обновляем список пакетов;
устанавливаем новые пакеты (для использования репозитория по https, проверки достоверности соединений SSL, передачи данных с сервера и на сервер при помощи различных протоколов, работы с репозиториями и генерации паролей).

#!/bin/bash
set -e
set -o xtrace
# Отключаем автообновления ядра
cat <<EOF > /etc/apt/apt.conf.d/51unattended-upgrades
Unattended-Upgrade::Package-Blacklist {
  "nvidia-";
  "linux-";
};
EOF
apt update
apt install -y \
    apt-transport-https \
    ca-certificates \
    curl \
    software-properties-common \
    pwgen

Скрипт apt.sh.

Далее запускаем скрипт nvidia-drivers-install.sh. С его помощью мы:

устанавливаем пакеты linux-header (они нужны для сборки DKMS, в виде которого поставляется драйвер out-off-tree; этот драйвер в свою очередь нужен для работы GPU Nvidia);
устанавливаем драйверы Nvidia;
устанавливаем nvitop, jupyter и другие инструменты.

#!/bin/bash
set -e
set -o xtrace
# Опционально, возможно понадобится удаление устаревшего пакета
# linux-version list
# uname -r
# dpkg --list | grep -E -i --color 'linux-image|linux-headers'
# apt-get --purge autoremove
# apt --purge autoremove
# uname -a
# apt purge linux-image-5.4.0-166-generic
# dpkg --list | grep -E -i --color 'linux-image|linux-headers'
# Install Nvidia drivers for all kernels
for kernel in $(linux-version list); do
  apt install -y "linux-headers-${kernel}"
done
apt install -y nvidia-driver-510 htop python3-pip git
pip install nvitop==1.3.1 jupyter==1.0.0 accelerate==0.21.0 peft==0.4.0 bitsandbytes==0.40.2 transformers==4.31.0 trl==0.4.7 scipy==1.11.3 tensorboard==2.15.1 evaluate==0.4.1 scikit-learn==1.3.2

Скрипт nvidia-drivers-install.sh.

В итоге получается вот такой env…

absl-py==2.0.0
accelerate==0.21.0
aiohttp==3.8.6
aiosignal==1.3.1
anyio==4.0.0
argon2-cffi==23.1.0
argon2-cffi-bindings==21.2.0
arrow==1.3.0
asttokens==2.4.1
async-lru==2.0.4
async-timeout==4.0.3
attrs==23.1.0
Babel==2.13.1
beautifulsoup4==4.12.2
bitsandbytes==0.40.2
bleach==6.1.0
blinker==1.4
cachetools==5.3.2
certifi==2023.7.22
cffi==1.16.0
charset-normalizer==3.3.2
comm==0.2.0
command-not-found==0.3
contourpy==1.2.0
cryptography==3.4.8
cycler==0.12.1
datasets==2.14.7
dbus-python==1.2.18
debugpy==1.8.0
decorator==5.1.1
defusedxml==0.7.1
dill==0.3.7
distro==1.7.0
distro-info==1.1+ubuntu0.1
evaluate==0.4.1
exceptiongroup==1.1.3
executing==2.0.1
fastjsonschema==2.19.0
filelock==3.13.1
fonttools==4.45.0
fqdn==1.5.1
frozenlist==1.4.0
fsspec==2023.10.0
google-auth==2.23.4
google-auth-oauthlib==1.1.0
grpcio==1.59.2
httplib2==0.20.2
huggingface-hub==0.19.2
idna==3.4
importlib-metadata==4.6.4
ipykernel==6.26.0
ipython==8.17.2
ipywidgets==8.1.1
isoduration==20.11.0
jedi==0.19.1
jeepney==0.7.1
Jinja2==3.1.2
joblib==1.3.2
json5==0.9.14
jsonpointer==2.4
jsonschema==4.19.2
jsonschema-specifications==2023.11.1
jupyter==1.0.0
jupyter-console==6.6.3
jupyter-events==0.9.0
jupyter-lsp==2.2.0
jupyter_client==8.6.0
jupyter_core==5.5.0
jupyter_server==2.10.0
jupyter_server_terminals==0.4.4
jupyterlab==4.0.8
jupyterlab-pygments==0.2.2
jupyterlab-widgets==3.0.9
jupyterlab_server==2.25.1
keyring==23.5.0
kiwisolver==1.4.5
language-selector==0.1
launchpadlib==1.10.16
lazr.restfulclient==0.14.4
lazr.uri==1.0.6
Markdown==3.5.1
MarkupSafe==2.1.3
matplotlib==3.8.2
matplotlib-inline==0.1.6
mistune==3.0.2
more-itertools==8.10.0
mpmath==1.3.0
multidict==6.0.4
multiprocess==0.70.15
nbclient==0.9.0
nbconvert==7.11.0
nbformat==5.9.2
nest-asyncio==1.5.8
netifaces==0.11.0
networkx==3.2.1
notebook==7.0.6
notebook_shim==0.2.3
numpy==1.26.2
nvidia-cublas-cu12==12.1.3.1
nvidia-cuda-cupti-cu12==12.1.105
nvidia-cuda-nvrtc-cu12==12.1.105
nvidia-cuda-runtime-cu12==12.1.105
nvidia-cudnn-cu12==8.9.2.26
nvidia-cufft-cu12==11.0.2.54
nvidia-curand-cu12==10.3.2.106
nvidia-cusolver-cu12==11.4.5.107
nvidia-cusparse-cu12==12.1.0.106
nvidia-ml-py==12.535.133
nvidia-nccl-cu12==2.18.1
nvidia-nvjitlink-cu12==12.3.52
nvidia-nvtx-cu12==12.1.105
nvitop==1.3.1
oauthlib==3.2.0
overrides==7.4.0
packaging==23.2
pandas==2.1.3
pandocfilters==1.5.0
parso==0.8.3
peft==0.4.0
pexpect==4.8.0
Pillow==10.1.0
platformdirs==4.0.0
prometheus-client==0.18.0
prompt-toolkit==3.0.41
protobuf==4.23.4
psutil==5.9.6
ptyprocess==0.7.0
pure-eval==0.2.2
pyarrow==14.0.1
pyarrow-hotfix==0.5
pyasn1==0.5.0
pyasn1-modules==0.3.0
pycparser==2.21
Pygments==2.16.1
PyGObject==3.42.1
PyJWT==2.3.0
pymacaroons==0.13.0
PyNaCl==1.5.0
pyparsing==2.4.7
python-apt==2.4.0+ubuntu2
python-dateutil==2.8.2
python-json-logger==2.0.7
pytz==2023.3.post1
PyYAML==5.4.1
pyzmq==25.1.1
qtconsole==5.5.0
QtPy==2.4.1
referencing==0.31.0
regex==2023.10.3
requests==2.31.0
requests-oauthlib==1.3.1
responses==0.18.0
rfc3339-validator==0.1.4
rfc3986-validator==0.1.1
rpds-py==0.12.0
rsa==4.9
safetensors==0.4.0
scikit-learn==1.3.2
scipy==1.11.3
screen-resolution-extra==0.0.0
SecretStorage==3.3.1
Send2Trash==1.8.2
six==1.16.0
sklearn==0.0.post11
sniffio==1.3.0
soupsieve==2.5
ssh-import-id==5.11
stack-data==0.6.3
sympy==1.12
tensorboard==2.15.1
tensorboard-data-server==0.7.2
termcolor==2.3.0
terminado==0.18.0
threadpoolctl==3.2.0
tinycss2==1.2.1
tokenizers==0.13.3
tomli==2.0.1
torch==2.1.0
tornado==6.3.3
tqdm==4.66.1
traitlets==5.13.0
transformers==4.31.0
triton==2.1.0
trl==0.4.7
types-python-dateutil==2.8.19.14
typing_extensions==4.8.0
tzdata==2023.3
ubuntu-advantage-tools==8001
ufw==0.36.1
unattended-upgrades==0.1
uri-template==1.3.0
urllib3==2.1.0
wadllib==1.3.6
wcwidth==0.2.10
webcolors==1.13
webencodings==0.5.1
websocket-client==1.6.4
Werkzeug==3.0.1
widgetsnbextension==4.0.9
xkit==0.0.0
xxhash==3.4.1
yarl==1.9.2
zipp==1.0.0

Теперь у нас есть виртуальный сервер с драйверами Nvidia, набор инструментов, пайтоновское окружение с библиотеками, необходимыми для запуска LLM.

Запуск jupyter-notebook

Для тестирования использовалась тренировочная часть набора данных mlabonne/guanaco-llama2-1k с 1 000 текстов объемом от 58 до 11 400 символов.

Распределение размеров текстов показано на графике:

Результаты теста

Разумеется, обе видеокарты мы тестировали с использованием одного и того же скрипта. Результаты обучения каждой модели и результаты генерации текста мы свели в таблицы.

Ошибка Out of Memory (CUDA OOM) говорит о том, что видеокарте не хватило памяти для выполнения задачи. Здесь мы не будем подробно детализировать загрузку RAM, так как цель теста — сравнить возможности видеокарт, а не найти оптимальный способ обучения LLM. Если вам интересно узнать больше о том, как расходуется память GPU при обучении больших языковых моделей, рекомендуем эту статью.

Читая все таблицы ниже, стоит учитывать, что процентовка памяти и использования ядер GPU берутся из утилиты nvitop.

Обучение meta-llama/Llama-2-7b-chat-hf

Как мы видим, при работе с небольшими батчами обе видеокарты успешно справляются с нагрузкой. Кстати, сравнение наглядно показывает, почему нельзя опираться только на технические характеристики при выборе видеокарты — обладающая меньшим объемом памяти и количеством ядер А100 справилась с одним из тестов куда лучше, чем более мощная А6000 Ada, хотя и задействовала свой вычислительный ресурс на 97,7%.

Впрочем, при отгрузке батчей по 25 и 27 текстов А100 уже ушла в CUDA OOM, тогда как А6000 Ada продолжила работать, и мы завершили обучение модели. Поэтому однозначный вывод сформулировать не получится. Если карта стабильно будет отдаваться целиком под одну задачу, а батчи датасетов будут содержать не более 20 текстов, стоит присмотреться к А100. Однако в пользу А6000 Ada говорит тот факт, что больший объем памяти позволит тестировать больше вариантов размера батча, которые могут влиять на сходимость обучения.

Обучение meta-llama/Llama-2-13b-chat-hf

Как и в случае с предыдущей моделью, до момента исчерпания доступной памяти А100 показывает очень хорошие результаты, опережая в скорости обучении А6000 Ada. Мы приблизились к пороговому значению RAM на А100 (96,3% доступной памяти) только при отгрузке батчей по 15 текстов.

Попытка отгружать батчи по 25 и более текстов отправила обеих испытуемых в CUDA OOM. Очевидно, при использовании только одной видеокарты, будь то А100 или А6000 Ada, не хватит ее памяти. Да, причина все та же: слишком тяжелые батчи вместе с большой моделью и необходимыми для обучения компонентами не помещаются ни в 40, ни в 48 ГБ.

Обучение meta-llama/Llama-2-70b-chat-hf

Этот тест мы провели скорее из любопытства, чтобы узнать, справится ли одна А6000 Ada с обучением модели с 70 миллиардами параметров. Вывод: справится, но только если мы будем отдавать ей по одному тексту за раз. Попытка отдавать по два текста в батче ведет к исчерпанию RAM.

От А100 мы не ждали многого. Здесь одного квантования мало — чтобы сэкономить немного памяти и просто загрузить модель, пришлось понизить ранг разложенных матриц до двух и восьми (тот самый случай изменения конфигурации LoRA, о котором шла речь в начале) и также отгружать по одному тексту. Однако с практической точки зрения в этом нет смысла — целесообразнее взять либо одну А6000 Ada, либо две А100 и NVLink.

Генерация текста

С точки зрения генерации текста А6000 Ada оказалась лидером в каждом из тестов.

Ожидаемо, при увеличении количества токенов становится все более заметной разница в скорости вывода данных. Для наглядности мы преобразовали табличные значения в графики. Независимо от размера обучаемой модели и количества токенов А6000 Ada предсказуемо оказывается быстрее.

Как мы уже отметили, обучение самой большой модели, meta-llama/Llama-2-70b-chat-hf, на А100 удалось запустить только при изменении конфигурации LoRA. Но даже в этом случае оно не было завершено. Вместе с тем, это ни в коем случае не говорит о непригодности А100 для генерации текста большими языковыми моделями. В рамках тестирования мы рассмотрели не все варианты. Например, не стали объединять две А100 через NVLink.

Заключение

Напрашивается очевидный вывод: А6000 Ada обладает более высокими характеристиками, чем А100. Для ресурсоемких задач используйте ее. Но ради такого вывода не стоило и проводить тест.

Использование А100 оправданно в обучении «легких» и «средних» LLM при отгрузке небольших батчей — эта видеокарта справляется с задачами за то же время, что А6000 Ada, или даже быстрее.
А6000 Ada в силу большего объема памяти и количества ядер оставляет простор для экспериментов с размерами батчей.
С генеративными задачами (ради которых все и затевается) А6000 Ada справляется быстрее, поэтому для работы с уже обученными LLM эта карта выглядит интересно;
Отсутствие поддержи MIG и NVLink накладывает ограничения на эксплуатацию А6000 Ada — это отличное железо для задач, под которые она будет отдаваться целиком и которые будет решать в одиночку. Если актуален шеринг ресурсов или объединение карт для увеличения вычислительных мощностей, стоит рассмотреть А100.

Как видите, у нас нет однозначного вывода о том, какая карта лучше подойдет для работы с LLM. Мы провели тестирование, чтобы увидеть реальные возможности А100 в сравнении с А6000 Ada в одинаковых условиях. Выбор той или иной модели GPU стоит делать исходя из количества и сложности реальных задач, возможностей шеринга ресурсов и, конечно, доступных финансов.

Впрочем, мы планируем запустить еще несколько тестов различных конфигураций GPU для решения ML-задач. В комментариях предлагайте кандидатов для тестирования.

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12 мар. 2024 г.

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17.10.25 20:22 richardcharles

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17.10.25 20:23 stevekalfman

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17.10.25 21:42 marcushenderson624

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17.10.25 21:42 marcushenderson624

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17.10.25 21:42 marcushenderson624

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

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

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21.10.25 11:45 harristhomas7376

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22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

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22.10.25 11:59 elizabethrush89

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22.10.25 11:59 elizabethrush89

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22.10.25 16:31 MATT PHILLIP

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23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

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25.10.25 05:05 victoriabenny463

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25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1