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Н Новости

Тестируем Pixtral12B и LLaMA 3.2 11B на народных Tesla P100 и P40

Сервер на прогулке

Привет Хабр! С вами снова ServerFlow, и мы начинаем наш новый цикл статей о проектах связанных с GPU. В начале цикла мы хотим заняться непривычной для нас темой – нейросетями, а именно большими языковыми моделями LLM. В сентябре-октябре, судя по новостям вышел особенно богатый урожай мультимодальных нейросетей в открытом доступе, в этом посте будем смотреть на Pixtral 12B и LLaMA 32 11B, а запускать их будем на двух народных и легко доступных на Б/У рынке карточках для работы с нейросетями – Nvidia Tesla P100 и P40. Однако, если тестировать GPU мы привыкли, то вот работа с LLM отличается от привычных нам бенчмарков или тестов в условном Blender. Так что если вам покажется, что всё это мы делаем будто в первый раз, то вам не кажется. Но надеемся зато наш пример окажется полезным тем, кто так же в первый раз захочет повторить аналогичный эксперимент.

Начинаем

В ServerFlow мы недавно начали тестирование новых языковых моделей Pixtral 12B и LLaMA 3.2 11B, выпущенных в сентябре. Обе модели распространяются по модели Open Source, а также отличаются тем, что не требуют значительных вычислительных ресурсов для своего запуска и почти одновременно в своих новых версиях они стали мультимодальными, то есть поддерживают не только генерацию текста, но и другой функционал, в данном случае появилось распознавание изображений. Однако, так как эти версии моделей совсем свежие, мы столкнулись с трудностями с поиском готовых решений для их инференса, либо невозможностью их запуска.

Стоит пояснить, что инференс - это не только процесс применения обученной модели к новым данным, но и программное обеспечение, которое этим процессом управляет. Такие программы часто называют "инференс-движками". Они отвечают за то, как данные поступают в нейросеть и как результаты из неё выводятся. Эффективность инференс-движка напрямую влияет на производительность нейросети в целом.

Более того, многие решения для инференса выполняют роль менеджеров пакетов для различных нейросетей. Они часто включают функционал для квантизации моделей и другие инструменты для оптимизации. В нашем исследовании мы обнаружили, что популярный инструмент llama.cpp не поддерживает работу с изображениями, что критично для мультимодальных моделей. В Ollama нужных нам моделей не оказалось.

Попытки использовать Mistral.rs на нашей системе EndeavourOS (основанной на Arch Linux) и vLLM через Docker также не увенчались успехом. В итоге мы разработали собственные скрипты для инференса, опираясь на примеры из сообщества HuggingFace, так как без инференса сама нейросеть это просто большой файл на много гигабайт, который сам по себе ничего не сделает. Также стоит отметить, что в процессе тестирования мы обнаружили один интересный графический интерфейс, также распространяющийся по модели Open Source – ComfyUI. Ранее мы думали он подходит только для моделей генерирующих изображения по типу StableDiffusion, но как оказалось и для языковых моделей он тоже подходит.

Отдельно отметим, что мы сосредоточились на тестировании квантизированных версий нейросетей - 4-битных и 8-битных. Это решение обусловлено тем, что объем памяти большинства обычных видеокарт варьируется в диапазоне 12-16 гигабайт, тогда как неквантизированным версиям Pixtral и LLaMA требуется около 24 гигабайт видеопамяти. Да и в рамках нашего теста, мы бы тогда были ограничены только P40 с её 24 гигабайтами видеопамяти, а P100 в таком случае выбыла бы из сравнения, так как у неё всего 16 гигабайт видеопамяти, куда бы полноразмерная нейросеть не поместилась.

Не бывает тестов без тестового-стенда

Тестовый стенд

Не забудем рассказать о нашем стенде для тестирования нейросетей. Вместо привычного сервера мы использовали открытый стенд для большей гибкости при смене конфигураций. Вот характеристики нашей тестовой системы:

Материнская плата: Supermicro H11SSL-I (Rev 2.0)
Процессор: AMD EPYC™ 7502 (32 ядра / 64 потока, 2.5GHz-3.35GHz, 180W, 128MB L3)
Система охлаждения: 4U башенного типа c TDP 240W
Оперативная память: 128GB (8 x 16GB, 3200 MHz, ECC REG)
Системный накопитель: Samsung PM9A1 1TB
Видеокарта 1: NVIDIA Tesla P40 (24GB GDDR5)
Видеокарта 2: NVIDIA Tesla P100 (16GB HBM2)
Блок питания: Cougar BXM 1000 [CGR BX-1000]

О Python и pip

Логотип пакетного менеджера PIP

В ServerFlow мы уделяем особое внимание лучшим практикам работы с Python и его пакетным менеджером pip. Но к сожалению, многие онлайн-руководства для Linux и Windows рекомендуют установку пакетов в общесистемное окружение, что может привести к серьезным проблемам.

Представьте себе, что ваша операционная система - это многоквартирный дом. Python в этом случае - один из его важных жильцов. Установка пакетов через pip в общую систему подобна тому, как если бы вы позволили этому жильцу бесконтрольно менять общие коммуникации дома. Рано или поздно это приведет к конфликтам и поломкам. Особенно остро эта проблема стоит в Linux, где Python часто выполняет критические системные функции. Изменения в общесистемных пакетах Python могут нарушить работу самой операционной системы, что сравнимо с повреждением фундамента нашего воображаемого дома. Именно по-этому, мы стараемся избегать такого подхода.

Arch Linux, дистрибутив, который мы используем, подходит к этому вопросу с особой осторожностью, хотя и имеет славу не «мешающего пользователю ставить самому себе палки в колёса». Стоит отметить, что по умолчанию в Arch Linux pip вообще нету, а после его установки через `sudo pacman-S python-pip`, Arch не разрешит его использовать за пределами виртуального окружения venv . Это похоже на то, как если бы управляющая компания нашего дома запретила жильцам самостоятельно менять общие коммуникации, предоставив им вместо этого возможность обустраивать свои квартиры по своему усмотрению. Такой подход Arch Linux может показаться непривычным на фоне того что почти все гайды и туториалы в интернете игнорируют использование venv, но он значительно повышает стабильность и безопасность системы в долгосрочной перспективе.

Вывод ошибки в консоли, при попытке использовать pip не внутри venv, на дистрибутиве EndeavourOS, производным от Arch Linux

Pixtral 12B

Архитектура модели Pixtral

Начнём с установки pip на наш сервер. Для начала подключимся к нему по SSH и заранее пробросим порт 8188 с него на нашу локальную машину, чтобы проще было пользоваться WebUI для наших нейронок.

ssh -L 8188:127.0.0.1:8188 -p 47645 serverflow@IP_SSH_сервера

Установим pip через пакетный менеджер Pacman.

sudo pacman -S python-pip

И создадим, а также сразу активируем venv.

python3 -m venv pixtral

source pixtral/bin/activate

И установим все необходимые зависимости.

pip install --upgrade pip

pip install torch transformers bitsandbytes accelerate gradio huggingface_hub numpy pillow requests

И залогинимся в huggingface-cli, для этого у вас должна быть предварительно уже создана учётка на HuggingFace и создан там токен со всеми разрешениями, который вы дальше вводите в консоль уже на ssh сервере. Можно обойтись и без HuggingFace, делая всё более локальным, однако, для наших задач это будет излишнее усложнение процесса.

huggingface-cli login

Как мы уже сказали ранее, за неимением, либо невозможностью запуска имеющихся готовых решений для инференса мы решили написать собственный скрипт на Python.

main_log.py

import gradio as gr

from transformers import LlavaForConditionalGeneration, AutoProcessor, BitsAndBytesConfig, logging as transformers_logging

import torch

from PIL import Image

import requests

from io import BytesIO

import logging

import time

# Enable transformers logging at INFO level to see tokens per second and other performance info

transformers_logging.set_verbosity_info()

# Optionally, configure your own logger if you want additional control

logging.basicConfig(level=logging.INFO)

# Define the quantization config

quantization_config = BitsAndBytesConfig(

    load_in_4bit=True,

    bnb_4bit_compute_dtype=torch.bfloat16,

    bnb_4bit_quant_type="nf4"

)

# Model and processor ID

model_id = "Ertugrul/Pixtral-12B-Captioner-Relaxed"

# Load the model with 4-bit quantization

model = LlavaForConditionalGeneration.from_pretrained(

    model_id,

    device_map="auto",

    torch_dtype=torch.bfloat16,

    quantization_config=quantization_config

)

# Load the processor

processor = AutoProcessor.from_pretrained(model_id)

# Define image resizing function

def resize_image(image, target_size=768):

    """Resize the image to have the target size on the shortest side."""

    width, height = image.size

    if width < height:

        new_width = target_size

        new_height = int(height * (new_width / width))

    else:

        new_height = target_size

        new_width = int(width * (new_height / height))

    return image.resize((new_width, new_height), Image.LANCZOS)

# Define the Gradio inference function

def process_input(text_prompt, image_url):

    # Fetch the image from the URL

    try:

        response = requests.get(image_url)

        response.raise_for_status()  # Ensure the request was successful

        image = Image.open(BytesIO(response.content))

    except requests.exceptions.RequestException as e:

        return f"Не удалось загрузить изображение по URL: {e}", ""

    image = resize_image(image, 768)  # Resize for optimal processing

    # Prepare conversation with the user prompt and image

    conversation = [

        {

            "role": "user",

            "content": [

                {"type": "text", "text": f"{text_prompt}\n"},

                {"type": "image"}

            ],

        }

    ]

    PROMPT = processor.apply_chat_template(conversation, add_generation_prompt=True)

    inputs = processor(text=PROMPT, images=image, return_tensors="pt").to("cuda")

    # Start time for inference

    start_time = time.time()

    # Generate response using the model with specified parameters

    with torch.no_grad():

        with torch.autocast(device_type="cuda", dtype=torch.bfloat16):

            generate_ids = model.generate(

                **inputs,

                max_new_tokens=256,  # Equivalent to n_predict

                temperature=0.7,  # As specified

                top_k=40,  # As specified

                top_p=0.5,  # Nucleus sampling

                repetition_penalty=1.176470,  # Repetition penalty

                no_repeat_ngram_size=256  # Approximate repeat_last_n with repetition window

            )

    # End time for inference

    end_time = time.time()

    inference_time = end_time - start_time  # Calculate inference time

    # Decode the output

    output_text = processor.batch_decode(

        generate_ids[:, inputs.input_ids.shape[1]:],

        skip_special_tokens=True,

        clean_up_tokenization_spaces=True

    )[0]

    # Add inference time to output

    return f"Вывод модели:\n{output_text}\n\nВремя инференса: {inference_time:.2f} секунд", f'<img src="{image_url}" alt="Входное изображение" width="300">'

# Gradio interface setup

with gr.Blocks() as demo:

    title = gr.Markdown("## Описание изображения с помощью модели Pixtral")

    with gr.Row():

        text_input = gr.Textbox(label="Текстовый запрос", placeholder="Например: Опишите изображение.")

        image_input = gr.Textbox(label="URL изображения", value="https://huggingface.co/spaces/aixsatoshi/Pixtral-12B/resolve/main/llamagiant.jpg")

    # Initial image display

    result_output = gr.Textbox(label="Вывод модели", lines=8, max_lines=20)

    image_output = gr.HTML('<img src="https://huggingface.co/spaces/aixsatoshi/Pixtral-12B/resolve/main/llamagiant.jpg" alt="Входное изображение" width="300">')

    submit_button = gr.Button("Запустить инференс")

    submit_button.click(process_input, inputs=[text_input, image_input], outputs=[result_output, image_output])

demo.launch()

Библиотека transformers загружает предобученные веса модели в видеопамять, используя 4-битную квантизацию для уменьшения объема занимаемой памяти. Функция LlavaForConditionalGeneration.from_pretrained() инициализирует модель, а AutoProcessor подготавливает входные данные.

При инференсе входное изображение и текст преобразуются в тензоры с помощью processor() и передаются в модель. Функция model.generate() запускает процесс авторегрессивной генерации: модель итеративно предсказывает следующий токен*, используя механизм внимания для учета контекста изображения и предыдущих токенов. PyTorch выполняет эффективные матричные операции на GPU, применяя веса модели к входным данным.

Токены - это части, на которые модель разбивает входной и выходной текст. Это не обязательно целые слова; токенами могут быть части слов, отдельные символы или даже пунктуация. Например, слово "нейросеть" может быть разбито на токены "ней", "росе" и "ть". Модель работает именно с последовательностями этих токенов, а не с целыми словами.
Что касается Gradio, эта библиотека создает простой веб-интерфейс, позволяющий вводить текст и URL изображения через браузер. Gradio автоматически обрабатывает HTTP-запросы, вызывает функцию process_input() при нажатии кнопки и отображает результаты.

Запускаем Pixtral 12B 4bit на P100 -

 CUDA_VISIBLE_DEVICES=0 python main_log.py

В консоли у вас должна будет появиться ссылка на WebUI, просто нажмите на неё -

* Running on local URL:  http://127.0.0.1:7860

Ура, WebUI запустился! А это значит, что мы продолжаем.

Для мониторинга нагрузки на GPU мы использовали утилиту nvtop, которую легко установить через пакетный менеджер Pacman в Arch Linux – `sudo pacman -S nvtop` .
Nvtop - это аналог диспетчера задач в Windows, но специализированный для видеокарт, для тех кто больше знаком с Linux, в своей сути он аналогичен htop который используется для мониторинга процессоров. Он позволяет в реальном времени отслеживать использование ресурсов GPU.

С помощью nvtop мы наблюдали, что квантизированная до 4 бит модель Pixtral 12B потребляет около 9 гигабайт видеопамяти в режиме ожидания. При активном инференсе использование памяти увеличивается до ~10.7 гигабайт. Как мы уже говорили ранее, для неквантизированной модели нам бы потребовалось около 24 гигабайт памяти.

Потребление VRAM на Tesla P100 в Pixtral 12B 4bit

Инференс нашего запроса на 256 токенов занял у нас 41.36 секунд, с распознанием текста на русском квантизированная модель конечно хромает. Но зато модель хорошо справилась с распознанием происходящего на изображение, описав его достаточно подробно в деталях.

Вот как выглядел запущенный нами WebUI с результатом работы нейросети

Запускаем Pixtral12B 4bit на P40

Теперь попробуем на P40, для этого просто поменяем параметр у CUDA с 0, на 1 -

CUDA_VISIBLE_DEVICES=1 python main_log.py

Вывод мониторинга nvtop по загруженности видеокарты во время инференса

Английский язык модель распознает, очевидно лучше, но вот что удивительно – время инференса, оно изменилось совсем незначительно, после нескольких прогонов, стабильно ~40.35 секунд для 256 токенов.

Вывод модели в Веб-интерфейсе

Pixtral 12B 8bit

Следующим шагом мы решили протестировать модель с 8-битной квантизацией, ожидая увидеть примерно двукратное увеличение потребления памяти по сравнению с 4-битной версией. Результаты оказались близки к прогнозам: в режиме ожидания модель заняла 13.4 ГБ видеопамяти, а при инференсе - уже 15.5 ГБ, что в ~1.44 раза больше, чем требовалось при 4-битной квантизации.

Поскольку P100 имеет всего 16 ГБ памяти, мы решили перестраховаться и начать тесты с P40, располагающей более комфортными 22.5 ГБ. Это должно было дать нам необходимый запас для оценки компромисса между повышенной точностью 8-битной квантизации и увеличенным потреблением памяти.

Но для начала поменяем конфиг квантизации в скрипте на новый, вместо

# Define the quantization config

quantization_config = BitsAndBytesConfig(

    load_in_4bit=True,

    bnb_4bit_compute_dtype=torch.bfloat16,

    bnb_4bit_quant_type="nf4"

)

Будет

python

# Define the quantization config for 8-bit with bfloat16 compute dtype

quantization_config = BitsAndBytesConfig(

    load_in_8bit=True,  # Switch to 8-bit quantization

    bnb_8bit_compute_dtype=torch.bfloat16  # Use bfloat16 for compute

)

Pixtral 12B 8bit на P40

Вывод мониторинга nvtop по загруженности видеокарты во время инференса

Результаты 8-битной версии модели оказались неоднозначными. Качество генерации текста немного улучшилось: модель точнее распознала текст на изображение и формулировала более связные описания. Однако время инференса выросло до 121 секунды - в три раза больше, чем у 4-битной версии.

Вывод модели в Веб-интерфейсе

Pixtral 12B 8bit на P100

Когда мы переключились на P100, ожидая увидеть падение производительности, нас ждал сюрприз. Вопреки прогнозам, эта карта справилась с задачей за 119 секунд - чуть быстрее, чем P40. Хотя разница в две секунды находится в пределах погрешности, но всё же, заставляет задуматься в чём может быть дело.

Вывод модели в Веб-интерфейсе

Le Chat

Перейдём теперь в бесплатный сервис от Mistral AI – разработчиков модели Pixtral, в чат-боте с интерфейсом схожим с ChatGPT доступна модель Pixtral 12B без квантизации, это 16 бит с плавающей запятой, в отличие от квантизации до целочисленных INT4, либо INT8.

Вывод модели в Le Chat

Результаты полноразмерной модели Pixtral 12B в Le Chat показали улучшенное качество генерации текста. Описание получилось более точным и связным, хотя как и в случае с квантизированными моделями – не идеально. Время генерации составило примерно 3 секунды, что значительно быстрее по сравнению с нашими предыдущими тестами на локальном оборудовании.

LLaMA 3.2 11B

Маскот модели LLaMA

Помимо самописного варианта инференса на Python + Gradio наше внимание привлекло еще одно интересное решение - расширение ComfyUI-PixtralLlamaMolmoVision для платформы ComfyUI. Это расширение предоставляет возможность работать не только с LLaMA 3.2 11B, но и с Pixtral 12B и Molmo.

Несмотря на то, что расширение ограничено использованием предварительно квантизированных моделей, оно идеально подходило для наших целей. Хотя теоретически мы могли бы адаптировать расширение под свои нужды или разработать собственное решение с нуля, наша основная задача заключалась в тестировании моделей на имеющихся видеокартах, а не в погружении в тонкости AI-разработки.

К тому же, использование ComfyUI за собой открывает доступ к огромному сообществу, сформированному преимущественно вокруг моделей генеративных нейросетей для создания изображений, однако, как мы выяснили, для работы с текстовыми, ComfyUI также спокойно подходит.

Начало в ComfyUI такое же как и с Pixtral – заходим на наш SSH сервер, разве что порт заранее поменяем на 8188 `8188:127.0.0.1:8188`. А дальше, нужно сперва скачать ComfyUI –

git clone https://github.com/comfyanonymous/ComfyUI.git

Затем создать venv внутри папки ComfyUI и установить в него все зависимости, с учётом того что у нас карточки NVIDIA.

python -m venv ComfyUI

source ComfyUI/bin/activatepip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu124

pip install -r requirements.txt

Проверяем что всё работает, запустим `python main.py` и перейдём по появившейся ссылке -

To see the GUI go to: http://127.0.0.1:8188

Далее устанавливаем ComfyUI-Manager, сначала копируем его репозиторий в ComfyUI/custom_nodes

git clone https://github.com/ltdrdata/ComfyUI-Manager.git

Теперь Перезапустите ComfyUI
В новом интерфейсе:
- Нажмите кнопку Manager
Перейдите в раздел Custom Nodes Manager
Найдите и установите ComfyUI-PixtralLlamaMolmoVision
В разделе Install Missing Custom Nodes скачайте недостающие компоненты
Скачайте модель в папку ComfyUI/models/LLM по ссылке из репозитория
Перезагрузите ComfyUI
Скачайте шаблон рабочей области `pixtral_caption_workflow.json` из репозитория расширения или добавьте кастомные узлы
Для тестирования LLaMA:
Используйте за основу pixtral_caption_workflow.json
Замените узлы на Llama Vision Model и Generate Text with Llama Vision

Интерфейс ComfyUI с рабочей зоной на основе `pixtral_caption_workflow.json`

Запускаем LLaMA 11B 4bit на P100

Теперь приступим к тестам, запустим снова ComfyUI, но указав в CUDA нужную видеокарту и начнём с P100.

CUDA_VISIBLE_DEVICES=0 python main.py

В простое модель заняла 7.58 гигабайт видеопамяти. А вот во время инференса уже 8.92 гигабайта.

Вывод мониторинга nvtop по загруженности видеокарты во время инференса

Результаты тестирования LLaMA нас приятно удивили. Модель справилась с задачей всего за 18.3 секунды, что значительно быстрее наших ожиданий. Качество выдачи также оказалось на высоком уровне.

Однако мы заметили интересную особенность: и LLaMA, и Pixtral склонны к излишней болтливости. Они стремятся описать изображение целиком, даже когда мы запрашиваем только текстовую информацию. При генерации большого объема текста также наблюдаются повторы, несмотря на использование параметра repetition_penalty.

Любопытно, что в интерфейсе Le Chat Pixtral ведет себя более сдержанно. Это наводит на мысль, что мы, возможно, упускаем какой-то ключевой параметр настройки, возможно в Le Chat более хитрый системный запрос который добавляется к пользовательскому, во избежание в том числе повторов. Если у вас есть идеи по этому поводу, будем рады обсудить их в комментариях.

Generated 114 tokens in 18.208 s (6.261 tok/s)

The image features an orc with a humorous caption that reads, "I didn't choose da ork life, da ork life chose me." The orc

is depicted wearing glasses and holding a drink, adding to the comedic tone of the image. The use of the phrase "da ork life" instead of "the orc life" adds a playful touch, implying that the orc has been thrust into this lifestyle against its will. Overall, the image is a lighthearted and humorous take on the idea of being forced into a particular role or identity.

Prompt executed in 18.30 seconds

Вывод модели в интерфейсе ComfyUI

Запускаем LLaMA 11B 4bit на P40

CUDA_VISIBLE_DEVICES=1 python main.py

Вывод мониторинга nvtop по загруженности видеокарты во время инференса

И смотрим на результат:

Generated 31 tokens in 61.683 s (0.503 tok/s)

На изображении написано: "Вы повстречали духа воды и получаете +5 к удаче до конца недели."

Prompt executed in 66.07 seconds

Вывод модели в интерфейсе ComfyUI

В процессе тестирования мы обнаружили интересную особенность LLaMA: модель отлично справилась с распознаванием русского текста, когда запрос к ней был также на русском. Однако при запросе на английском она не распознавала русский текст, определяя его как «неизвестный иностранный язык». А также как можно заметить модель некорректно выводит русский текст в ComfyUI, так что вывод был скопирован из консоли, где ComfyUI был запущен.

Но наиболее удивительным результатом стала существенная разница в производительности между видеокартами NVIDIA Tesla P100 и P40. P100 оказалась в 3.6-4.7 раз быстрее, чем P40, несмотря на схожее количество CUDA-ядер и тот факт, что обе карты были выпущены примерно в одно время. Это противоречило ожиданиям, учитывая, что у P40 больше памяти (24 ГБ против 16 ГБ у P100). Однако P100 использовала более быструю память HBM2, в то время как P40 была оснащена GDDR5. Хотя из нашего понимания теории машинного-обучения, скорость памяти не должна так сильно сказываться во время инференса.

Из предположений – одним из факторов такой разницы в производительности могла быть различная степень поддержки операций с половинной точностью (FP16) и общая архитектура обработки чисел с плавающей запятой. P100, вероятно, имела более эффективную реализацию этих операций, что оказалось критичным для работы с нейронными сетями.

Заключение

Наш тестовый стенд на свежем воздухе, под осенним, московским небом

Не смотря на то что это непривычный для нас опыт, всё оказалось не так уж и страшно. Да, не обошлось без нюансов, особенно тех что остались за кадром. Больше всего крови попили попытки запустить уже готовые решения для инференса — Mistral.rs, vLLM. А также загадкой осталась необъяснимая разница в производительности между P100 и P40, где более слабая видеокарта почему-то в Pixtral оказалась наравне, а в LLaMa, вовсе в несколько раз быстрее. Впрочем, на эти и другие вопросы постараемся найти ответы в следующих статьях цикла.

А если у вас есть догадки из-за чего так могло произойти, либо какие-то советы по инференсу нейросетей, либо какие тесты на этих, либо других видеокартах хотели бы увидеть – ждём вас в комментариях.

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31 окт. 2024 г.

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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
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

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17.10.25 20:20 lindseyvonn

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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

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

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22.10.25 11:59 elizabethrush89

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

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

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