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Домашняя нейронка. Какое «железо» выбрать для Stable Diffusion?

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Нейросетями теперь пользуются почти все мои знакомые. Чат-боты с искусственным интеллектом в плане сбора информации намного удобнее поисковых систем, а нейросети, генерирующие картинки по запросу, нашли свое применение в рекламе и иллюстрировании контента. Однако как раз с ними не все столь гладко, как хотелось бы. Доступ к одним без плясок с бубном и нервотрепки невозможно оплатить из России, другие не радуют качеством изображений, путаясь в количестве пальцев, изгибая конечности персонажей невообразимым образом или выдавая в ответ на запрос совсем не то, что требовалось. Тут у меня и возникла идея развернуть Stable Diffusion на локальной машине, чтобы не мучиться с оплатой и токенами. А для этого сначала следует разобраться, какое железо потребуется для реализации подобной задумки.

А внутре у ней нейронка


Stable Diffusion от компании Stability AI — одна из немногих нейросетей с открытым исходным кодом, которые не просто генерируют изображения по текстовому описанию, но еще и дают возможность самостоятельно развернуть все необходимые компоненты на домашнем компьютере, причем совершенно бесплатно. Ну, если не считать затрат на оборудование, а оно потребуется довольно-таки мощное. Насколько? Сейчас разберемся.

Существует несколько сборок Stable Diffusion для использования на локальной персоналке, и все они предоставляют разные интерфейсы для работы с нейросетью, оптимизированы под разные видеокарты и позволяют (или не позволяют) задействовать подключаемые модули. Самыми популярными сборками считаются, пожалуй, AUTOMATIC1111 и ее клон vladmandic, а также Fooocus — эта версия довольно проста в использовании, но позволяет управлять лишь ограниченным диапазоном настроек и поддерживает далеко не все наиболее актуальные обновления. Еще есть как минимум SHARK, сконфигурированный конкретно под видеочипы AMD, и, судя по отзывам, дающий на таких видеокартах наилучший результат.

Я остановился на последней версии нейросети — Stable Diffusion XL — c интерфейсом Fooocus, поскольку именно этот дистрибутив по отзывам опытных джедаев проще всего в освоении для новичков вроде меня. Осталось решить самый главный вопрос: какое оборудование необходимо для стабильной, а главное — быстрой работы Stable Diffusion?

Куй железо не отходя от кассы


Сам дистрибутив Fooocus для Windows вместе со всеми дополнительными модулями «весит» порядка 15 Гбайт, для которых, разумеется, нужно свободное дисковое пространство. Наверное, излишне говорить, что с точки зрения быстродействия предпочтительнее использовать SSD, впрочем, традиционные жесткие диски в машины с современной конфигурацией сейчас устанавливают либо закостенелые ретрограды, либо в силу какой-то особой технической необходимости.

Модели для этой нейросети весят порядка 6,5 Гбайт каждая, поэтому важным фактором является объем оперативной памяти. Если верить сообщениям на профильных форумах, 16 Гбайт для этих целей определенно недостаточно, необходимо 32 или больше. А вот к процессору жестких требований не предъявляется, поскольку основная нагрузка в ходе работы Stable Diffusion ложится не на него, а на видеокарту компьютера.

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Именно выбор видеоадаптера играет решающую роль в производительности нейросети. Профессионалы, постоянно работающие со Stable Diffusion, настоятельно отговаривают новичков от использования «видях» производства AMD, поскольку у них (опять же, если верить отзывам) не лучшим образом обстоят дела с энергоэффективностью. И хотя видеокарты от AMD могут похвастаться достойным объемом видеопамяти, на практике оказывается, что их быстродействие на однотипных задачах ниже, чем у аналогов производства NVIDIA. Если уж выбор пал на AMD, на форумах рекомендуют карты серии RX 6700 и RX 6800 с поддержкой DirectML, но в процессе работы софт будет выполнять множество итераций записи на жесткий диск (здесь и понадобится быстрый SSD), из-за чего нейронка будет генерить картинки крайне медленно.

Видеоадаптеры с чипами Intel в этом контексте вообще не рассматриваются, поскольку поддержка со стороны Stable Diffusion для них организована очень избирательно и в самую последнюю очередь. Для графических процессоров AMD и Intel доступны версии веб-интерфейса A1111, ориентированные на DirectML и OpenVINO соответственно. Фактически, в качестве единственного оптимального варианта остаются только видеокарты NVIDIA, причем критерий выбора предельно прост: чем свежее модель, и чем больше на ней VRAM, тем лучше. Основная причина такого нелицеприятного для конкурентов расклада, вероятно, заключается в том, что NVIDIA внедрила поддержку ИИ в ядрах Tensor еще со времен Volta V100 образца 2017 года, а в семейство RTX эта функция была добавлена в 2018-м, и с каждым поколением видеокарт производительность только растет.

Профи рекомендуют выбирать карты NVIDIA серии 4ххх с объемом видеопамяти от 16 Гбайт, правда, стоят они по современным меркам совсем негуманно — порядка 130 — 150 тысяч рублей. Впрочем, гонять нейросеть можно и на более скромных конфигурациях, только в процессе рендеринга картинок придется запастись терпением. Так, натурный эксперимент показал, что Stable Diffusion работает вполне себе stable на видеокарте GeForce RTX 3070 Ti с 8 Гбайтами VRAM (стоимостью порядка 60 К рублей), однако апгрейд на GeForce RTX 4080 SUPER 16G дает прирост быстродействия более чем в 2,5 раза. Знакомые успешно запускали SDXL на видеокарте NVIDIA с 6 Гбайтами VRAM на борту, правда, AUTOMATIC1111 вылетала с ошибкой именно из-за нехватки видеопамяти, в силу чего пришлось использовать не слишком удобную и сложную в настройках сборку ComfyUI. Тем не менее, даже она крутилась там весьма неторопливо: с момента начала отсчета до получения первых эскизов вполне можно было успеть налить себе чай, сбегать на кухню за печеньками и посмотреть котиков в «ТикТоке». В среднем, создание одного эскиза минимального разрешения занимало порядка 60 секунд, а вот в разрешении 1024x1024 картинка генерировалась уже от 5 до 15 минут в зависимости от выбранных настроек. Хотя кое-где пишут, что с таким объемом видеопамяти ждать окончания рендеринга изображения с разрешением 1024x1024 придется около часа.

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Пользователи Reddit сообщают, что на ноутбуке, оборудованном картой GeForce RTX 2060 с 6 ГБайтами видеопамяти, генерация изображения 1080x1080 пикселов посредством ComfyUI с 20 базовыми и 15 уточняющими шагами занимает 6-8 минут. Вообще, по отзывам, у AUTOMATIC1111 имеются серьезные проблемы с управлением видеопамятью, и эта сборка порой отказывается функционировать на конфигурациях, где аналоги чувствуют себя вполне комфортно. Так, один из юзеров жаловался, что на его машине с GeForce RTX 3060 Ti, оборудованной 8 Гбайтами видеопамяти и 32 Гбайтами RAM, AUTOMATIC1111 выдает отказ уже в процессе загрузки базовой модели, а вот ComfyUI работает нормально, при этом генерация картинки с разрешением 1024x1024 пиксела занимает около 34 секунд. Абсолютно минимальные системные требования, заявленные Stability AI, включают 4 Гбайта видеопамяти, но какая именно сборка заведётся на такой конфигурации, науке доподлинно неизвестно. Вероятно, ComfyUI — она считается самой «легкой» из всех существующих. На 24 Гбайтах VRAM картинки даже высокого разрешения будут генерироваться за несколько секунд.

В декабре 2023 года авторы сайта Tom’s Hardware провели сравнительные тесты Stable Diffusion на разном железе. Несмотря на то, что SDXL появилась в июле того же года, эти парни экспериментировали с предыдущими моделями Stable Diffusion. В целом упомянутые тесты тоже можно назвать показательными, хотя следует учитывать, что у SDXL требования к видеокартам выше, чем у ранних версий нейросети. Вот, например, результат тестов производительности на разных графических процессорах Stable Diffusion v1.5 при генерации изображения 768x768 точек с использованием WebUI (что довольно близко к возможностям SDXL):

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Как и предполагалось, наилучшие результаты демонстрируют процессоры NVIDIA, карты AMD работают чуть хуже, а Intel плетется еде-то в хвосте. С SDXL конкретные цифры будут другими, но общая тенденция вероятнее всего сохранится.

На поле «маки» грохотали


Некоторые завсегдатаи профильных форумов советуют использовать для работы Stable Diffusion ноутбуки от Apple с процессорами семейства M, поскольку такие устройства обладают высокой производительностью, а также используют общую оперативную память. Иными словами, если вы покупаете MacBook с 16 ГБайтами оперативки, то получаете примерно 10 ГБайт памяти под видео, а с 32 Гбайтами дела будут обстоять еще лучше. Однако в этом случае при выборе подходящей сборки придется курить мануалы. Тот же Automatic1111 оптимизирован для компьютеров под управлением Windows, и, например, увеличение размера изображения с помощью апскейлера Hires.fix (который рекомендуется в большинстве руководств) на макбуке с процессором М1 займет вечность.

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Можно попробовать запустить Stable Diffusion на «маке» с помощью DiffusionBee, программного обеспечения, специально созданного для чипов M1/M2. При использовании пользовательских моделей профессионалы рекомендуют загружать на «маки» модели FP16, а не FP32 (имеется в виду floating point — формат числа с плавающей точкой, используемой в моделях).

Fooocus тоже работает на современных версиях macOS, главное, следовать инструкциям по его установке. Лично я SDXL на «маке» не тестировал, но если верить отзывам, со стабильностью и производительностью там все более или менее в порядке. Так что если вы раздумывали, покупать ли новый MacBook, теперь в пользу такого приобретения появился как минимум еще один весомый аргумент.

Вместо заключения (TL:DR)


Основное отличие SDXL от предыдущих моделей Stable Diffusion — возможность генерировать изображения с разрешением от 768x768 до 1024x1024 точек, но это пропорционально повышает требования к видеопамяти. Технически существует возможность создавать изображения и с более высоким разрешением, однако в этом случае возрастает риск появления на них различных артефактов и искажений вроде лишних конечностей, дополнительных пар глаз и прочих «приветов из Кунсткамеры».

Для развертывания SDXL в домашних условиях лучше всего использовать компьютер с видеокартой NVIDIA (оптимально — на базе графических процессоров семейства RTX) с объемом VRAM от 8 Гбайт. При этом важную роль играет и пропускная способность видеопамяти: чем она выше, тем лучше будут результаты. Рекомендуемый объем оперативки — 32 Гбайта. Если не гнаться за быстродействием, можно генерировать картинки и на карточках от AMD (в данном случае обязателен быстрый SSD). Наконец, SDXL неплохо работает и на «маках» с процессорами М1/М2, но к выбору софта и используемых модулей придется подходить осмотрительно.

Статья поддерживается командой Serverspace.

Serverspace — провайдер облачных сервисов, предоставляющий в аренду виртуальные серверы с ОС Linux и Windows в 8 дата-центрах: Россия, Беларусь, Казахстан, Нидерланды, Турция, США, Канада и Бразилия. Для построения ИТ-инфраструктуры провайдер также предлагает: создание сетей, шлюзов, бэкапы, сервисы CDN, DNS, объектное хранилище S3.

IT-инфраструктура | Кешбэк 17% по коду HABR

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  • 09.10.25 08:42 pHqghUme

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  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 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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