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Как быстро растут нейросети: прогресс Stable Diffusion за все время

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В феврале 2024 года StabilityAI анонсировали третье поколение генеративной нейронной сети Stable Diffusion. Спустя четыре месяца, 12 июня, вышла «Сommunity-версия» Stable Diffusion 3 Medium. Нам обещают хорошую оптимизацию для домашних компьютеров, улучшенное восприятие запросов и бонусом новую лицензию.

Привет, Хабр! Меня зовут Вова Туров, я разработчик в Selectel. В этой статье на примере множества картинок сравним локальные «чистые» модели SD и «закрытые» сервисы с Stable Diffusion 3, а также выясним, стоит ли платить за новую модель. Под катом вас ждет множество изображений!

Используйте навигацию, если не хотите читать текст полностью:

→ Новое лицензионное соглашение
→ Визуальное сравнение
→ Сравнение производительности
→ Заключение

Новое лицензионное соглашение


Stable Diffusion долгое время радовала своей открытостью. Каждый пользователь мог развернуть модель локально, дообучить разными способами и использовать результат по своему желанию. В том числе в коммерческих целях — лицензия CreativeML Open RAIL++-M это позволяет.

К сожалению, Stable Diffusion 3 вышла под другой лицензией с тремя уровнями использования.

  • Некоммерческая. Лицензия бесплатна и дает доступ к API StabilityAI, в том числе к SDXL Turbo.
  • Creator License. Стоимость — 20 $/мес, региональных цен нет. Включает в себя 6 000 генераций в Stable Diffusion 3 Medium и право использовать их в коммерческих целях. Но есть и ограничения — у проекта должен быть годовой доход меньше миллиона долларов и менее миллиона активных пользователей в месяц.
  • Enterprise License. На индивидуальных условиях для крупных компаний.

Отдельно стоит отметить, что Creator License дает бесплатные генерации только для Medium-версии, которую можно развернуть локально. Закрытую Large-версию нужно оплачивать отдельно с примерным тарифом 0,07 $ за изображение. При этом на странице модели на Hugging Face указано, что локальная Medium-версия недоступна для коммерческого использования.

Для сравнения, Midjourney предоставляет 200 изображений за 10 $ (0,05 $ за изображение) или 900 изображений за 30 $ (0,03 $ за изображение). При этом тариф за 30 $ отличается наличием безлимитных генераций с пониженным приоритетом.

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Визуальное сравнение


Для сравнения поколений я использую как локальные модели, так и официальное API StabilityAI. Пробежимся по первым.


Локальные модели запускаются через ComfyUI. Это обусловлено тем, что на момент написания статьи интерфейс от AUTOMATIC1111 не поддерживает третье поколение моделей. Старые версии запускаются со стандартной схемой (workflow) ComfyUI, а SD3 — с отдельной. Модели, доступные через StabilityAI API — Stable Diffusion 3 Medium и Stable Diffusion 3 Large.

Текст посвящен Stable Diffusion, однако есть множество конкурентов, которые стараются не отставать. Добавим несколько сторонних моделей:


Для взаимодействия с «внешними» Stable Diffusion используется Python-скрипт из документации.

1f9768d342202d8b9c54a452a31d84b5.png

Запрос: lighthouse on a cliff overlooking the ocean.

Первый запрос я нашел в документации API. Абстрактные пейзажи — это хороший старт. Medium, на мой взгляд, рисует «плоские» картинки, а вот Large выдает интересный результат. DALL-E самостоятельно выделилась не квадратным изображением. Пейзажи сразу были хороши, поэтому перейдем к генерации людей.

3defb73a9afa49b194a229d82bdf1575.png

Запрос: photo of a woman lying in the grass, best quality.

Сложно сказать, что «чистая» Stable Diffusion ранних версий рисовала людей хорошо, но SDXL укрепляла надежду в светлое будущее красивой анатомии. SD3 в текущем варианте разрушила эти надежды. В сообществе на Reddit высказывают мысли, что плохая генерация анатомии может быть следствием цензуры модели. Впрочем, на civitai уже можно найти рефайнеры для SD3.

d6c1bb640f362867063d6cddcbf717f1.png

Запрос: funny smiling brown dog, with glasses, with tongue hanging out. Ralph Steadman-inspired character design with exaggerated, thick line hand-drawn style. Rendered to give a plush, soft texture feel. Create this in vector style with watercolor effects, set against a plain white background. The artwork should embody a minimalist aesthetic, focusing on the front view of the character. High emphasis on the unique Steadman dynamic lines, while maintaining a charming and whimsical look.

Рисунки животных генерируются отлично, на детальные описания нейросети реагируют хорошо. Исключение — DALL-E, которая ответила, что запрос нарушает контентную политику.

Длинные запросы могут путать генерацию. Однако еще больше путают максимально краткие и сухие запросы. Например, «ложка».

28874d8406c4964782b3401b4ec64eaa.png

Запрос: spoon.

Обычная ложка запутала только SD1.5, Kandinsky 3.1 и PixArt. Остальные справились успешно. Посредник в общении с DALL-E, ChatGPT, пыталась выяснять что именно нужно нарисовать. В итоге ответ «просто ложка» привел к желаемому результату.

В прошлом обзоре на Midjourney я отмечал, что генерация текста значительно улучшилась. Посмотрим, есть ли такая тенденция у SD.

72226b40788c15d616926761e8c4367e.png

Запрос: t-shirt with text «best grandma».

С текстами все относительно хорошо, хотя дополнительные детали наводят на вопросы. Почему ideogram нарисовал молодую девушку? Почему Kandinsky нарисовал «best grandma», если его попросили «лучшая бабуля»? Чьи колени на фоне у Midjourney? Эти вопросы останутся без ответа.

Осталось еще одно испытание — отрицание в запросе.

2bf86815b0670bfb5cca0ae34fb5c672.png

Запрос: burger without cucumber.

Вот так попросишь бургер без огурцов, а в восьми случаях из десяти они есть. И это не значит, что в двух оставшихся пожелание исполнено — в них что-то не так с бургером в целом.

«Да расскажите ему кто-нибудь про негативный промпт!» — наверняка подумали вы. Да, промпт-инжиниринг никто не отменял, но этот запрос очень человечный.

ae95f348e87e7eeaa0bf547a0c805e3f.png

Запрос: burger. Негативный запрос: cucumber.

Да, так гораздо лучше, но не все нейронные сети принимают такой вид бургеров.

В конце визуальной части небольшой бонус: картинки из официальных промптов SD3 Medium, запрошенные во всех нейросетях.

2808975503e2f1908b8b198aff47309d.png

Запрос: anime art of a steampunk inventor in their workshop, surrounded by gears, gadgets, and steam. He is holding a blue potion and a red potion, one in each hand.

598b5e95d20ae4097b263dabe4de6124.png

Запрос: photo of picturesque scene of a road surrounded by lush green trees and shrubs. The road is wide and smooth, leading into the distance. On the right side of the road, there's a blue sports car parked with the license plate spelling «SD32B». The sky above is partly cloudy, suggesting a pleasant day. The trees have a mix of green and brown foliage. There are no people visible in the image. The overall composition is balanced, with the car serving as a focal point.

В своем Telegram-канале я предлагал угадать где на этой картинке Midjourney (подписей не было). Подписывайтесь, там можно увидеть заметки по темам статей, над которыми я работаю, и небольшие познавательные посты.

547a605b65b4e5b368d4002318ec95e9.png

Запрос: a vibrant street wall covered in colorful graffiti, the centerpiece spells «SD3 MEDIUM», in a storm of colors.

Все изображения из статьи доступны в архиве.

Сравнение производительности


Критерии «красивее», «фотореалистичнее» и «лучше понимает запрос» — субъективные метрики, которые сильно зависят от стиля, личных предпочтений человека и умения составлять запросы. Однако нам обещали производительность, которую мы можем измерить.

Для запуска локальных моделей используется следующая аппаратная конфигурация:

  • Intel i5-10500,
  • 32 GB RAM,
  • RTX 3060,
  • SSD,
  • Windows 10.

Какие параметры измеряем? Во-первых, объем занимаемой VRAM. Замеряется мониторингом ОС (диспетчером задач). Во-вторых, среднее время генерации изображения размером 1024x1024. Отображается в логах ComfyUI для каждого запроса.

Для разных моделей используется одинаковая конфигурация запроса.

  • Запрос: a female character with long, flowing hair that appears to be made of ethereal, swirling patterns resembling the Northern Lights or Aurora Borealis. The background is dominated by deep blues and purples, creating a mysterious and dramatic atmosphere. The character's face is serene, with pale skin and striking features. She wears a dark-colored outfit with subtle patterns. The overall style of the artwork is reminiscent of fantasy or supernatural genres.
  • Негативный запрос: <пусто>.
  • Шагов: 20.
  • Сэмплер: dpmpp_2m.
Модель
 Объем выделенной VRAM, ГБ
 Среднее время генерации изображения размером 1024x1024, с
Stable Diffusion 1.5
 2.6
 9.97
Stable Diffusion 2.1
 2.7
 7.44
Stable Diffusion XL 1.0
 4.4
 12.00
Stable Diffusion 3 Medium (стандартный workflow)
 4.4
 14.15
Stable Diffusion 3 Medium (специальный wokflow)
 4.5
 19.12
Вот так при сравнении «в лоб» оптимизация не видна. Видеопамяти актуальная модель требует не меньше, а времени занимает больше. Может быть есть возможность запускать модель на видеокартах с малым объемом оперативной памяти, но мне это останется неизвестным.

Заключение


Сообщества и различные социальные сети подогревают недовольство новой моделью за ее непонимание человеческой анатомии. Также новая лицензия и закрытость Large-модели могут огорчить профессиональных пользователей Stable Diffusion.

Стоит ли переходить на Stable Diffusion 3? Кажется, что сейчас это нерационально: оригинальная модель получила ограничения, а дообученных моделей еще нет. Остается только следить за развитием событий. Вдруг поменяют лицензию и опубликуют Large-версию.

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    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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