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Reformer на TRAX?

Что такое Reformer и почему он круче Transformer’a?

Давайте предварительно начнем с того, что же такой Reformer и почему благодаря ему мы можем рассчитывать на расширение контекстов вплоть до десятков тысяч слов.

В классической архитектуре Transformer механизм внимания работает со сложностью, которая масштабируется квадратично с увеличением длины последовательности.

Это происходит потому, что каждый токен в последовательности должен вычислять оценки внимания со всеми другими токенами, что приводит к плотной матрице внимания, размер которой растет с квадратом длины последовательности – мрак для вычислительных способностей наших TPU и GPU.

Reformer решает эту проблему с помощью locality-sensitive hashing. LSH преобразует способ вычисления внимания, локализуя/приближая полный механизм внимания. Вместо вычисления оценок внимания между всеми парами токенов, LSH хеширует токены последовательности в корзины таким образом, что похожие токены с большей вероятностью попадают в одну и ту же корзину.

Как это работает? Допустим, каждая картинка превращается в набор чисел (вектор), и мы хотим найти картинки с похожими наборами чисел. LSH использует специальные математические функции, называемые хэш-функциями, чтобы превратить каждый набор чисел в короткую строку битов (хэш-код). Ключевая идея LSH состоит в том, что похожие наборы чисел должны давать похожие хэш-коды.

Теперь у нас есть много хэш-кодов для всех наших картинок. Мы можем разделить все хэш-коды на корзины и положить хэш-коды, которые похожи друг на друга, в одну корзину. Таким образом, картинки, которые были похожи друг на друга, теперь находятся в одной группе – корзине.

Когда у нас появляется новая картинка, мы снова превращаем ее в хэш-код и смотрим, в какой корзине она оказывается. Затем мы можем посмотреть на другие картинки в этой корзине и выбрать те, которые наиболее похожи на нашу новую картинку – так ускорить процесс.

Сложность механизма внимания снижается с квадратичной до почти линейной в зависимости от длины последовательности. Эта аппроксимация сохраняет критическую информацию, необходимую для эффективного внимания, при этом значительно снижая вычислительные и память затраты.

По итогу по мере роста глубины нейросети – мы получаем вновь высоченные требования к вычислениям.

Reformer решает эту проблему, используя обратимые остаточные слои, где выход каждого слоя может быть использован для восстановления входа, устраняя необходимость в сохранении всех промежуточных активаций. Этот метод экономит память.

Эти два ключевых нововведения в Reformer: использование LSH для эффективного вычисления внимания и обратимых остаточных слоев для оптимизации памяти — позволяют обрабатывать гораздо более длинные последовательности с существенно меньшими затратами ресурсов по сравнению с классическим Transformer. Теперь перед нами статьи из Википедий и целые книги…

Это фундаментальное различие не только повышает эффективность Reformer, но и расширяет его применимость для задач, связанных с обработкой длинных последовательностей данных, где важно захватывать дальнодействующие зависимости и широченный контекст.

Хотя и классический Transformer, и Reformer стремятся эффективно моделировать зависимости в последовательных данных, архитектурные инновации Reformer устраняют ограничения масштабируемости, присущие классическому Трансформеру.

Reformer достигает большей эффективности и масштабируемости, делая его мощным инструментом для обработки длинных последовательностей в обработке естественного языка, геномике, альбомов рэп-исполнителей… Ну да ладно…

В заключение, Reformer представляет собой глубокий сдвиг в дизайне нейронных сетей для моделирования последовательностей, устраняя основные ограничения традиционных Transformers. Короче говоря, мы получили действительно “эффективный” трансформер, который не требует от нас насильного изъятия рендер-ферм бедных трехмерщиков и активации ядерного реактора под мегаTPU.

Но гении нашего мира догадались использовать JAX и Reformer…

Библиотека для эффективного программирования?

Вот знаете, разрабатывали еще фреймворки для эффективной работы. JAX (Just Another eXtensor library) – библиотека для вычислений на графических процессорах (GPU) и наших любимых процессорах (TPU), автоматического дифференцирования и других вычислений в Python.

Одна из ключевых особенностей JAX – автоматическое дифференцирование. В отличие от методов разделения вручную или символьного дифференцирования, автоматическое разделение позволяет вычислять производные программно, используя компьютерные алгоритмы.

Каждая операция, выполненная в ходе вычислений, записывается в виде графа операций. Затем, используя правила дифференцирования элементарных операций, эти же операции применяются к каждому узлу графа для вычисления производной функции по каждому из входных параметров.

Преимущество автоматического дифференцирования заключается в том, что оно позволяет вычислять производные для сложных функций, состоящих из множества элементарных операций, без необходимости вручную выводить аналитическое выражение для производной.

JAX также внутренне использует XLA (Accelerated Linear Algebra, специальный компилятор, для оптимизации и ускорения выполнения вычислений. Тут неплохая статья с объяснением, что же это за зверь такой…

Это позволяет JAX достигать высокой производительности на GPU и TPU, делая его привлекательным выбором для задач, требующих высокой вычислительной мощности.

Да более того, JAX поощряет функциональный стиль программирования, в котором функции остаются неизменяемыми, и состояние передается через аргументы – получается чистый и распределенного кода.

Но вот появилась одна из задач реализовать реформер на библиотеке, заточенной под работу в контексте того самого JAX. Для этого нужно было как-то объединить и скоординировать JAX и классический TensorFlow – так появился TRAX от ресерчеров из Гугла, который работает поверх библиотек.

Она разработана командой Google Brain и спроектирована таким образом, чтобы быть эффективной и простой в использовании, учитывая как исследовательские, так и практические потребности. Благодаря своей модульности

В центре внимания Тракса лежит модульная и композиционная структура для построения и обучения нейронных сетей.

Как работать с библиотекой?

Она предлагает различные заранее определенные слои, активации и функции потерь, позволяя пользователям создавать пользовательские модели, настроенные под их конкретные потребности. У Trax есть своя коллекция предварительно обученных моделей: Трансформер и ResNet, которые легко можно донастроить или использовать для задач вывода.

Блочное программирование в Trax реализуется с помощью композиции слоев (layer compositions). Короче говоря, она работает по принципу блочного конструирования.

Слои – отдельные функции, принимающие на вход некоторые данные и преобразующие их в соответствии с определенными правилами. Например, слой Dense выполняет операцию умножения входных данных на матрицу весов и добавления смещения.

Для создания более сложных моделей в Trax можно объединять слои вместе с помощью функции Serial, которая последовательно применяет слои друг за другом, создавая цепочку слоев, где вывод одного слоя является входом для следующего.

Также можно комбинировать несколько слоев параллельно с помощью функции Parallel, которая применяет указанные слои к одним и тем же данным и объединяет их выводы.

Для повторяющихся шаблонов использования слоев Trax предоставляет функцию Branch, которая позволяет повторять один и тот же слой несколько раз внутри композиции.

Вот пример создания самого обычного слоя в Trax.

import trax
from trax import layers

# Создание слоя полносвязного перцептрона
dense_layer = layers.Dense(n_units=64)

# Применение слоя к входным данным
input_data = trax.random.uniform(shape=(1, 128))
output = dense_layer(input_data)

print(output.shape)  # Результат — форма выходных данных

Когда слои собраны в цепочки, они образуют модели. Вот пример конструирования и компиляции уже полноразмерной модели в Trax:

import trax
from trax import layers

# Создание модели с двумя слоями Dense
model = trax.models.MLP([layers.Dense(128), layers.Dense(64)])

# Компиляция модели с указанием функции потерь и оптимизатора
model.compile(loss_fn=trax.layers.CrossEntropyLoss(), optimizer=trax.optimizers.Adam(0.01))

# Вывод структуры модели
print(model)

Этот пример демонстрирует создание и компиляцию модели с двумя полносвязными слоями. Модель готова к обучению с использованием функции потерь CrossEntropyLoss и оптимизатора Adam с коэффициентом обучения 0.01.

После компиляции модели ее можно обучить на тренировочных данных и оценить на тестовых данных. Вот пример процесса обучения и оценки модели:

# Загрузка данных для обучения и тестирования
train_generator = trax.data.inputs.NumpyReader(input_data=train_inputs, input_steams=train_targets)
eval_generator = trax.data.inputs.NumpyReader(input_data=eval_inputs, input_streams=eval_targets)

# Обучение модели
model.fit(train_generator, epochs=10, eval_steps=eval_steps, eval_freq=1)

# Оценка модели
eval_loss = model.evaluate(eval_generator)
print("Evaluation Loss:", eval_loss)

Одним из основных преимуществ использования предварительно обученных моделей является возможность загрузки их весов, которые были обучены на больших наборах данных, таким образом, сохраняя знания их предшественников.

Вот пример загрузки предварительно обученных весов в модель Trax:

import trax
from trax import layers

# Создание модели
model = trax.models.TransformerLM(  # Например, модель TransformerLM
    d_model=512,
    d_ff=2048,
    n_layers=6,
    n_heads=8,
    vocab_size=32000,
    max_len=4096,
    mode='train'
)

# Загрузка предварительно обученных весов
pretrained_weights = '/path/to/pretrained_model_weights.npz'
model.init_from_file(pretrained_weights)

# Просмотр структуры модели
print(model)

В этом примере модель TransformerLM создается с заданными параметрами, а затем загружаются предварительно обученные веса из файла.

Это позволяет использовать знания, накопленные предварительно обученной моделью, для последующей тонкой настройки на специфические задачи.

После загрузки предварительно обученных весов, модель может быть адаптирована к конкретной задаче путем тонкой настройки (fine-tuning) ее весов на новых данных.

Вот пример адаптации предварительно обученной модели для классификации текста:


import trax
from trax import layers

# Создание модели
model = trax.models.TransformerLM(  # Например, модель TransformerLM
    d_model=512,
    d_ff=2048,
    n_layers=6,
    n_heads=8,
    vocab_size=32000,
    max_len=4096,
    mode='train'
)

# Загрузка предварительно обученных весов
pretrained_weights = '/path/to/pretrained_model_weights.npz'
model.init_from_file(pretrained_weights)

# Создание адаптированной версии модели для классификации текста
classification_model = trax.models.TransformerClassifier(
    body=model,
    n_classes=2  # Например, классификация на 2 класса
)

# Просмотр структуры адаптированной модели
print(classification_model)

В этом примере модель TransformerLM загружается с предварительно обученными весами, а затем адаптируется для классификации текста путем добавления дополнительного слоя классификатора. Это позволяет использовать предварительно обученную модель для новой задачи без необходимости обучения ее с нуля.

Одно из преимуществ библиотеки – ее интеграция с TensorFlow.

Обслуживание моделей с использованием TensorFlow Serving включает развертывание обученных моделей машинного обучения в производственных средах, позволяя им предоставлять прогнозы или выводы через протоколы HTTP или gRPC. TensorFlow Serving предоставляет гибкую и высокопроизводительную инфраструктуру для обслуживания моделей машинного обучения в различных сценариях развертывания.

Процесс включает в себя экспорт модели, установку TensorFlow Serving на сервере, конфигурацию сервера, запуск сервера TensorFlow Serving, отправку запросов на сервер и обработку обновлений и масштабирование модели. После конфигурации сервера и загрузки экспортированной модели TensorFlow, сервер готов принимать запросы на предсказания.

Важно отметить, что специфика этого процесса может различаться в зависимости от вашего случая использования и настройки инфраструктуры.

Экспорт модели: Перед тем, как обслуживать модель с помощью TensorFlow Serving, необходимо экспортировать ее в формат, совместимый с TensorFlow Serving. Обычно это включает сохранение обученной модели в формате SavedModel. Ниже приведен пример базового способа экспорта модели в TensorFlow:

import tensorflow as tf

# Предположим, что 'model' - ваша обученная модель TensorFlow
model.save('/путь/к/каталогу/экспорта', save_format='tf')

Установка TensorFlow Serving: TensorFlow Serving должен быть установлен на сервере, на котором вы планируете развернуть вашу модель. Его можно установить с помощью Docker, менеджеров пакетов или собрать из исходного кода.

Настройка TensorFlow Serving: Затем необходимо настроить TensorFlow Serving для загрузки вашей экспортированной модели и ее обслуживание. И безусловно, указать имя модели, версии и любых других настроек. Настройка может можно выполнить с использованием файла конфигурации TensorFlow Serving или через флаги командной строки при запуске сервера TensorFlow Serving.

Запуск сервера TensorFlow Serving: После настройки запустите сервер TensorFlow Serving. Это запустит сервер и загрузит вашу экспортированную модель в память, готовую к обслуживанию предсказаний.

Отправка запросов на сервер: При запущенном сервере TensorFlow Serving можно отправлять запросы на предсказания. C использованием HTTP REST API или gRPC. Клиенты могут отправлять входные данные на сервер, который обработает их с использованием загруженной модели и вернет предсказания.

Простой пример запуска сервера TensorFlow Serving с Docker:

docker run -p 8501:8501 --name=tfserving_model \
--mount type=bind,source=/путь/к/экспортированной_модели,target=/models/model_name \
-e MODEL_NAME=model_name -t tensorflow/serving

Эта команда запускает сервер TensorFlow Serving с использованием Docker, открывая его на порту 8501 и загружая экспортированную модель из каталога /путь/к/экспортированной_модели.

Reformer в коллабе с Trax?

Прежде всего, необходимо установить библиотеку TRAX. Это можно сделать с помощью команды pip install trax. После успешной установки можно приступать к созданию модели. Для этого нужно импортировать необходимые модули и задать конфигурацию модели.

Первый щаг - импорт нужных модулей:

import trax
from trax import layers as tl
from trax.supervised import training

Следующим этапом является определение гиперпараметров модели, таких как размер словаря (vocab_size), размер эмбеддингов (d_model), количество слоев (n_layers), количество голов в механизме внимания (n_heads) и другие параметры, которые определяют структуру и поведение модели. Пример задания гиперпараметров может выглядеть следующим образом:

vocab_size = 32000
d_model = 512
n_layers = 6
n_heads = 8
max_len = 2048

После задания гиперпараметров необходимо определить саму модель. В TRAX это делается с помощью последовательного создания слоев. Основной блок Реформера:

def ReformerLM(vocab_size=vocab_size, d_model=d_model, n_layers=n_layers, n_heads=n_heads, max_len=max_len):
    return trax.models.reformer.ReformerLM(
        vocab_size=vocab_size,
        d_model=d_model,
        n_layers=n_layers,
        n_heads=n_heads,
        max_len=max_len
    )

Здесь ReformerLM – это функция, создающая экземпляр модели ReformerLM с заданными параметрами.

Следующим шагом является подготовка данных для обучения. В TRAX имеется удобный модуль для работы с датасетами.

train_stream = trax.data.TFDS('wmt32k', keys=('inputs', 'targets'), train=True)
eval_stream = trax.data.TFDS('wmt32k', keys=('inputs', 'targets'), train=False)

Эти команды загружают тренировочный и валидационный датасеты из набора данных wmt32k, который предназначен для задач машинного перевода.

Для обучения модели необходимо создать обучающий цикл. В TRAX это делается с помощью класса training.TrainTask.

train_task = training.TrainTask(
    labeled_data=train_stream,
    loss_layer=tl.CrossEntropyLoss(),
    optimizer=trax.optimizers.Adam(),
    lr_schedule=trax.lr.warmup_and_rsqrt_decay(4000, 0.01),
    n_steps_per_checkpoint=500
)

Аналогичным образом создается и валидационная задача:

eval_task = training.EvalTask(
    labeled_data=eval_stream,
    metrics=[tl.CrossEntropyLoss(), tl.Accuracy()],
    n_eval_batches=10
)

После создания тренировочной и валидационной задач можно определить обучение, объединив их в обучающий процесс. Используем training.Loop:

training_loop = training.Loop(
    ReformerLM(),
    train_task,
    eval_tasks=[eval_task],
    output_dir='/content/reformer_model/'
)

Обучение модели запускается командой training_loop.run(n_steps=10000), где n_steps – это количество шагов, которые модель должна пройти в процессе обучения.

И дополнительно рекомендуем почитать:

https://github.com/google/jax

https://ru.wikipedia.org/wiki/Google_JAX

https://habr.com/ru/articles/522622/

https://paperswithcode.com/method/reformer

https://arxiv.org/abs/2001.04451v2

https://arxiv.org/pdf/2001.04451v2

https://research.google/blog/reformer-the-efficient-transformer/

https://github.com/google/trax

https://trax-ml.readthedocs.io/en/latest/notebooks/trax_intro.htm

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31 мая 2024 г.

09.10.25 08:16 pHqghUme

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09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.10.25 11:05 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.10.25 10:44 Tonerdomark

A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 01:12 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

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12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

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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
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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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
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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
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
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

"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
21.10.25 11:45 harristhomas7376

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

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 16:31 MATT PHILLIP

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