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Как работает генерация видео в open source проекте Wunjo CE

Генерация видео теперь open source? Наконец-то я нашёл время, чтобы добавить генерацию видео из текста и изображений в свой open source проект Wunjo CE. В этой статье мы рассмотрим, как это работает, сравним его с похожими решениями, изучим основы подхода и его альтернативы.

Что такое Wunjo CE?

Wunjo CE — это приложение (пет‑проект), которое можно установить одним кликом и во второй клик развернуть приложение как серверное, чтобы использовать его с мобильного устройства или планшета в локальной сети или интернете. Вам не нужно разбираться в тонкостях скачивания из GitHub и установки зависимостей (при этом никто не запрещает это сделать, открытый код и всё такое) — программа всё сделает за вас.

Ранее я писал о Wunjo CE на Хабре. Приложение позволяет изменять лицо, цвет кожи, пол на фото и видео, синхронизировать губы, делать рестайлинг видео с помощью текста, удалять объекты, клонировать голос для озвучки, разделять аудио. Вы можете проверить оригинальность контента в приложении, является ли изображение и видео дипфейком или аудио содержит клонированный голос из Wunjo.

И вот, генерация изображений и видео добавлены в функционал проекта. Я собираю всё, чем пользуюсь сам, и делаю это максимально простым и доступным. В том числе и на слабых устройствах.

Ознакомление с функционалом

Если вам интересно ознакомиться с полным функционалом, объяснением параметров и инструкциями по работе с приложением, я прикреплю видео в конце статьи. Также, если вам не хочется вникать в технические детали, в конце статьи будет видео, показывающее, как пользоваться генерацией видео и сравнение с Pika и Gen.

Анатоль Франс писал: «Учиться можно только весело... Чтобы переварить знания, надо поглощать их с аппетитом.»

Эти слова лучше всего описывают, что для каждого человека есть своё ценное в материале, и некоторые подробности можно упустить.

Характеристики для генерации видео

Видео может быть сгенерировано из текста и изображений с помощью моделей Stable Diffusion. Вы можете добавить кастомные модели версии 1.5, а также расширить до версии XL. Однако, на мой взгляд, это не имеет особого смысла, так как модель для генерации видео не передаст такое качество, какое можно получить моделями Stable Diffusion XL, а мощности потребуется больше.

Параметры генерации

  • FPS: Максимальное значение — 24 FPS, что позволяет получить 4 секунды видео. Уменьшая FPS, вы увеличиваете длительность видео.

  • VRAM: Генерация видео возможна на 8 ГБ VRAM.

  • Форматы: Доступны популярные соотношения сторон для генерации из текста: 16:9 (YouTube), 9:16 (Shorts), 1:1, 5:2, 4:5, 4:3. Сохраняется соотношение сторон для генерации из изображения.

Генерация видео из текста

Сначала генерируется изображение в выбранном вами формате. Вы можете видеть изображение, перегенерировать его или изменить детали перед созданием видео.

Генерация видео из изображения

Используется соотношение сторон исходного изображения, при этом вы можете доработать его элементы перед генерацией видео.

Что-то это мне напоминает
Что-то это мне напоминает

Настройка вручную

Если автоматическое скачивание необходимых репозиториев не удалось, вам потребуется около 85-90 Гб места на жестком диске. Место хранения моделей можно выбрать самостоятельно, подробнее об этом в документации.

Программа скачивает все репозитории и модели автоматически, но возможны проблемы со скачиванием с Hugging Face без VPN. В таком случае необходимо перейти в директорию .wunjo/all_models.

Скачивание вручную

  1. Runwayml: Это репозиторий, включающий необходимые модели, такие как vae, safety_checker, text_encoder, unet и другие. Вам нужно создать директорию runwayml и скачать модели в соответствующие папки.

Вы также можете воспользоваться консольной командой для автоматизации этого процесса.

git clone https://huggingface.co/runwayml/stable-diffusion-v1-5

Перед началом скачивания убедитесь, что у вас есть возможность скачивать крупные файлы.

git lfs install

Скачивание моделей Custom Stable Diffusion

В директорию .wunjo/all_models/diffusion вы можете скачать различные модели Stable Diffusion 1.5, которые будут использоваться при генерации изображений. Эти модели можно найти в открытом доступе, например, на Hugging Face или Civitai.

Настройка custom_diffusion.json

В файле .wunjo/all_models/custom_diffusion.json вы указываете пути до ваших моделей. Пример настройки:

[
	{
		"name": "Fantasy World", "model": "fantasyWorld_v10.safetensors", "img": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/2e321e71-c144-4ba6-8b55-3f62756fc0a1/width=1024,quality=90/01828-3669354034-giant%20pink%20balloon,cities%20floating%20on%20balloons,magnificent%20clouds,pink%20theme,.jpeg", "url": ""
	}
]

Если вы укажете url, тогда модель скачивается автоматически.

Этот шаг можно пропустить, так как по умолчанию включены две модели Stable Diffusion 1.5, которые достаточно для создания как реалистичного, так и рисованного контента.

Переход на библиотеку diffusers

Ранее код работал только с необходимыми частями генеративных моделей, что экономило время и уменьшало количество ненужного кода. Однако для расширения функционала я решил перейти на библиотеку diffusers. Конкретно репозиторий runwayml используется для генерации изображений.

Пример кода из проекта:

# Определяю компоненты модели runwayml
vae = AutoencoderKL.from_pretrained(sd_path, subfolder="vae", torch_dtype=torch.float16)
text_encoder = CLIPTextModel.from_pretrained(sd_path, subfolder="text_encoder", torch_dtype=torch.float16)
tokenizer = CLIPTokenizer.from_pretrained(sd_path, subfolder="tokenizer")
unet = UNet2DConditionModel.from_pretrained(sd_path, subfolder="unet", torch_dtype=torch.float16)
safety_checker = StableDiffusionSafetyChecker.from_pretrained(sd_path, subfolder="safety_checker", torch_dtype=torch.float16)  # to filter naked content
feature_extractor = CLIPImageProcessor.from_pretrained(sd_path, subfolder="feature_extractor")

# Если указана кастомная модель 1.5, подгружаю её веса.
if weights_path:
    weights = load_file(weights_path)  # weights_path
    unet.load_state_dict(weights, strict=False)

Вы можете изменить Stable Diffusion 1.5 на более мощную модель, так как используются pipelines из библиотеки diffusers. Для этого достаточно изменить sd_path и StableDiffusionPipeline.

pipe = StableDiffusionPipeline(
    vae=vae,
    text_encoder=text_encoder,
    tokenizer=tokenizer,
    unet=unet,
    scheduler=DDIMScheduler.from_pretrained(sd_path, subfolder="scheduler"),
    safety_checker=safety_checker,  # Значение None отключает цензуру модели SD
    requires_safety_checker=False,
    feature_extractor=feature_extractor,
).to(device)

И ссылки на документацию по Stable Diffusion XL и Turbo.

Использование ControlNet

Для изменения элементов изображения в приложении используется ControlNet и соответствующие pipelines. Пример настройки:

def make_canny_condition(image):
    image = np.array(image)
    image = cv2.Canny(image, 100, 200)
    image = image[:, :, None]
    image = np.concatenate([image, image, image], axis=2)
    image = Image.fromarray(image)
    return image

if controlnet_type == "canny":
    control_image = make_canny_condition(init_image)
else:
    control_image = init_image

controlnet = ControlNetModel.from_pretrained(controlnet_path, torch_dtype=torch.float16).to(device)

По умолчанию доступен метод canny, но вы можете расширить приложение, добавив различные методы ControlNet. Например, для XL моделей можно заменить controlnet на IP-Adapter или T2I-Adapter.

Скачивание моделей ControlNet

В директорию .wunjo/all_models необходимо создать директорию controlnet_canny и скачать модели из репозитория sd controlnet canny.

git clone https://huggingface.co/lllyasviel/sd-controlnet-canny

Также создайте директорию controlnet_tile и скачайте модели из репозитория control_v11f1e_sd15_tile.

git clone https://huggingface.co/lllyasviel/control_v11f1e_sd15_tile

Зачем ControlNet Tile? Об этом позже.

Генерация видео

Для генерации видео я использую репозиторий stabilityai и соответствующий Pipeline. Возникает вопрос: если модель ограничена на изображения форматом 576x1024 и генерирует не более 25 кадров, как использовать любой формат в модели и получать 4 секунды видео при 24 FPS?

# Определяем компоненты 
vae = AutoencoderKLTemporalDecoder.from_pretrained(sd_path, subfolder="vae", torch_dtype=torch.float16)
image_encoder = CLIPVisionModelWithProjection.from_pretrained(sd_path, subfolder="image_encoder", torch_dtype=torch.float16)
scheduler = EulerDiscreteScheduler.from_pretrained(sd_path, subfolder="scheduler")
unet = UNetSpatioTemporalConditionModel.from_pretrained(sd_path, subfolder="unet", torch_dtype=torch.float16)
feature_extractor = CLIPImageProcessor.from_pretrained(sd_path, subfolder="feature_extractor")
# Инициализируем
pipe = StableVideoDiffusionPipeline(
    vae=vae,
    image_encoder=image_encoder,
    scheduler=scheduler,
    unet=unet,
    feature_extractor=feature_extractor
)
pipe.enable_model_cpu_offload()
pipe.unet.enable_forward_chunking()
pipe.enable_xformers_memory_efficient_attention()

Подготовка изображений

Перед подачей изображения в модель для генерации видео, я достраиваю его до формата 576x1024, не меняя содержание пользовательского кадра. После outpaint использую controlnet_tile с соответствующей маской для улучшения качества добавленных зон. Чем лучше качество достроенных зон, тем лучше анимация. Генерация лучше сосредоточена на движении объектов, а не на созданных зонах.

Итерации генерации

Видео нельзя генерировать до бесконечности, так как на каждый конечный кадр модель добавляет шум. После третьей итерации получается мессиво из пикселей. Поэтому я генерирую первые две итерации, делаю реверс, снова генерирую итерации и соединяю все, делая кадрирование под соотношение сторон для пользователя. Эти ухищрения расширяют возможности для stabilityai.

Улучшение качества генерации видео

Вы можете заменить репозиторий stable-video-diffusion-img2vid-xt на stable-video-diffusion-img2vid-xt-1-1 для получения лучшего качества видео, чем используемая мной модель.

Результаты и сравнение

Для вас я собрал в одном видео различные примеры генерации в сравнении с Pika и Gen-2. Я не включил модели Gen-3, Luma, Sora, так как open source модели не могут с ними конкурировать. Из всего списка мне удалось бесплатно воспользоваться только Luma, и то с ограничениями — например, не более 5 генераций в день. В этом сравнении я сосредоточился на подходах, которые дают приблизительно одинаковое время генерации. Важно понимать, что Wunjo CE — это полностью бесплатное и безлимитное open source решение.

Особенности моделей

По расположению результата на видео.

  • Pika: Модель не добавляет много движения, но сглаживает результат, иногда даже слишком. Может добавить звук в видео.

  • Wunjo CE: Сохраняет исходное качество картинки и добавляет интересные движения для некоторых объектов. Однако, направления этих движений могут случайно меняться в кадре и генерация одного видео занимает 15 минут на NVIDIA GeForce RTX 3070 8 Гб VRAM.

  • Gen-2: Добавляет больше реалистичности, но может создавать искажения для необычных объектов. Есть возможность увеличить длительность результата, но качество с каждой итерацией падает,

Примеры генерации

Промты были простыми, например, "кот сидит" или "собаки едут в машине". Я использовал только по одной генерации видео для каждого подхода, специально не подбирая и не улучшая результаты, чтобы продемонстрировать реальный потенциал моделей.

Кот сидит
Кот сидит
Собаки едут в машине
Собаки едут в машине

Эта генерация меня рассмешила: модель так интересно сгенерировала кадры, что кажется, будто девочка ругается на жизнь по каким-то своим причинам.

Lofi girl
Lofi girl

Для подробного объяснения параметров генерации видео и использования приложения я снял туториал, в котором мы получаем следующие результаты:

Видео-пример

Посмотрите само видео, чтобы увидеть все результаты генерации.

Дополнительный функционал

Про остальной функционал Wunjo CE можно узнать из видео в плейлисте. Там есть обзоры на основной функционал, инструкции по установке из кода и установщика, а также как использовать API для ваших проектов.

Поддержка проекта

Если хотите поддержать проект, переходите на GitHub, сохраняйте в закладки, чтобы не потерять и не пропустить обновления. В планах — добавление генерации аудио для видео и анимации говорящей головы из изображения. Скачать установщики можно с официального сайта wunjo.online и из Boosty. На Boosty можно голосовать за то, какой код функционала будет открыт и доступен на GitHub. Всё зависит от вашего интереса.

Альтернативы

Как и в любой статье про генерацию видео, нельзя не упомянуть альтернативы. Один из интересных open source проектов — ToonCrafter, который генерирует рисованные анимации. Он создает движения только между первым и последним кадром, а не из текста или одного изображения. Разрешение довольно низкое — 320x512, и я не проверял, сколько требуется видеопамяти для запуска этого решения. Однако это хорошая альтернатива с потенциалом для улучшения. Модель ToonCrafter добавляет движения для анимации, что мне очень нравится. Все интересные решения по видео, клонированию голоса, итд., я собираю здесь.

Ваши предложения

Обязательно пишите в комментариях свои альтернативы open source для генерации видео. Это поможет улучшить текущий подход и собрать базу знаний про это новое и захватывающее направление.

Немного философии

Генерация видео из текста и изображений — это не просто технологическое достижение, а новая форма творчества и самовыражения. Благодаря open source и коммерческим проектам создается новая форма выражения мыслей, когда одним текстом можно создать ролик с тем, что даже трудно и затратно снять технологически.

Звучит интересно и то, что одним запросом можно будет адаптировать один ролик для различных стран и регионов, меняя цвет кожи, лица, объекты и надписи, добавляя новые элементы и видео. Будущее обещает ещё более реалистичные и детализированные модели. Генерация видео становится не просто инструментом, а новой философией в творчестве, объединяющей технологии, простоту и искусство.

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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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 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

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 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

    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

  • 13.10.25 01:11 elizabethrush89

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

  • 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]

  • 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

  • 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

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