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Погружение в мир диффузионных моделей — путеводитель для новичков

Диффузионные модели перевернули мир генеративного искусственного интеллекта, вытеснив GAN'ы и вариационные автоэнкодеры. Но как они работают? Чем отличаются друг от друга? И как научиться их использовать?

Эта статья — путеводитель для тех, кто хочет разобраться в диффузионных моделях с нуля. В ней вы найдете три подхода к изучению:

Теоретический трек — для тех, кто хочет глубже понять архитектуру и принципы работы моделей
Практический трек — для желающих быстро освоить генерацию изображений с помощью доступных онлайн‑инструментов
Продвинутый практический трек — для тех, кто хочет погрузиться в кастомизацию, промпт‑инжиниринг, работу с моделями с помощью open‑source инструментов и на уровне кода

Вы узнаете, как устроены современные диффузионные модели под капотом, разберетесь в механике их генерации, научитесь правильно писать промпты и разбираться в параметрах генерации. Также научитесь выбирать удобные сервисы для творчества и инструменты для более глубокой работы с моделями.

Прочитав эту статью, вы сможете не только генерировать впечатляющие изображения, но и осознанно подходить к выбору модели и методов работы с ней.

Введение

Для начала давайте быстро разберемся с принципом работы диффузионных моделей и поймем почему они создают «вау эффект», а потом уже встанем на перепутье. В максимально упрощенном варианте обучение диффузионных моделей можно условно разделить на 2 этапа:

Процесс прямой диффузии — добавление гауссова шума к изображению
Процесс обратной диффузии — удаление гауссова шума с изображения

Как добавлять шум допустим несложно понять, но как происходит обратный процесс? Расшумление изображения не поддается прямому вычислению, поэтому мы хотим обучить нейронную сеть (U‑Net) для аппроксимации этого процесса. Про то, что из себя представляет U‑Net можно почитать в оригинальной статье или же немного в упрощенном варианте на примере картинок с котиком здесь.

Теперь возвращаемся к обучению нейросети процессу диффузии. Для этого под каждое генерируемое изображение будет выбран случайный временной шаг. После чего, в соответствии с числом шагов, на изображение накладывается гауссов шум, и в конце наши временные шаги преобразуются в векторы (эмбеддинги). Таким образом на вход нейросетки подаются пары: зашумленное изображение и соответствующий ему временной шаг.

Процесс обучение нейронной сети [источник]

Отлично, теперь наша нейросеть знает как выглядит зашумленное изображение на каждом временном шаге. Чтобы выполнить процесс обратной диффузии нам достаточно итеративно «вычитать» из зашумленного изображения предсказанный нейросетью гауссов шум. Преимущественно для базового понимания принципа работы диффузионных моделей этого достаточно, но для тех, кто хочет углубиться — переходим к следующему разделу.

Теоретический трек

Как мы уже поняли, процесс диффузии поэтапно передает полноразмерное изображение в нейронную сеть U‑Net для получения конечной картинки. Однако из‑за такого подхода скорость работы модели снижается при увеличении количества шагов диффузии и размера изображения. Почему это так? Давайте разберемся. Скажем у нас есть изображение размером 1024×1024, которое состоит из 1 048 576 пикселей и имеет 3 канала для цветов. Если работать с таким изображением в лоб, то процесс займет достаточно много времени и вычислительных ресурсов. Отсюда возникает идея выполнять процесс диффузии в каком‑то уменьшенном масштабе, в сжатом виде, чтобы сэкономить и уменьшить время генерации.

Схема работы с изображением в латентном пространстве [источник]

Пусть прямой и обратный процессы диффузии у нас будут выполняться в так называемом латентном пространстве. Получается, что у нас теперь под капотом диффузионной модели не только U‑Net для предсказания шума на каждом шаге диффузии, но и 2 новых элемента — энкодер и декодер. Энкодер соответственно сжимает изображение, а декодер, учится разжимать его до исходного состояния с максимальной точностью. Строго говоря, комбинация этих 2-х подсеток является моделью автоэнкодера (Variational Autoencoder, VAE). Более подробно про то, что это такое и как устроено можно почитать здесь. Прочитав главу из замечательного Яндекс Хэндбука вы узнаете про построение и обучение моделей VAE и CVAE, чего будет с лихвой достаточно для общего представления о них (архитектура, как картинки превращаются в объекты в латентном пространстве и что это вообще такое, вывод формулы функции потерь). Также там есть обзоры интересных работ, связанных с VAE, примеры реальных моделей. Рекомендую выделить на это время, так как, рассмотрев реальные примеры, вы достаточно сильно забустите понимание того, что такое модель «Вариационный автоэнкодер» и для каких задач она используется.

А мы движемся дальше, собирая по частям архитектуру современных диффузионных моделей. Настоящая мощь диффузионок заключается в том, что они могут генерировать не только случайные изображения (безусловная генерация), но и изображения на основе различных типов входных сигналов, будь то текст или же изображение (conditional generation). Достигается это за счет механизма Cross Attention, подробнее про него можно почитать в статьях [1], [2], [3]. Иными словами модель обращает внимание на текстовые подсказки, на изображения и прочие условия, которые подаются на вход. Однако нам всё ещё кое‑чего не хватает, а именно — текстового энкодера, ведь нам необходимо однообразие входных данных, поэтому мы всё переводим в эмбеддинги. Также мы хотим генерировать картинки с каким‑то входным условием, например, текстом (text‑to‑image генерация). Для решения этой задачи в современных моделях, как правило, используется CLIP (Contrastive Language‑Image Pre‑Training) — нейронная сеть от OpenAI обученная на парах текст‑изображение. Именно благодаря клипу диффузионные модельки могут достаточно хорошо генерировать изображения на основе наших промптов (кстати про то, как их правильно писать будет сказано в 3-ем разделе). Для более подробного ознакомления с теорией работы CLIP можно обратиться к оригинальной статье от OpenAI.

Итак, давайте подведем некий итог того, что у нас получилось. Мы рассмотрели процесс прямой и обратной диффузии изображения, поняли зачем нам в архитектуре Энкодер и Декодер, и рассмотрели как обрабатываются условия для генерации. Теперь соберем всё это в одного большого мега рейнджера.

Базовая архитектура современных диффузионных моделей [источник]

Процесс генерации выглядит следующим образом: получаем на вход текстовое описание (условие для генерации), переводим его в текстовые эмбеддинги с помощью модели CLIP, выбираем случайный шум в латентном пространстве, выполняем обратный процесс диффузии с помощью предобученной нейросети, обращая внимание на условие, и, в конечном итоге, декодируем расшумленное изображение в привычный нам размер (например, 512×512 или 1024×1024). Опять таки, для глубокого понимания математики можно вновь обратится к Яндекс Хэнбуку в параграф по диффузионкам.

Последнее, о чем хочется упомянуть в этом разделе — что такое IP‑Adapter и ControlNet. Это относительно новые модели которые используются как внешние расширения (plug‑ins) для диффузионных моделей, влияя на U‑Net и процесс обработки условий.

Виды ControlNet [источник]

ControlNet — это расширение для диффузионных моделей, которое позволяет точно контролировать структуру генерируемого изображения на основе дополнительных условий (например, позы, контуров, глубины и т. д.). В стандартном варианте текстовые подсказки влияют на изображение косвенно — модель с помощью энкодера интерпретирует текст и пытается создать изображение, соответствующее заданному описанию. Однако, если нужно сохранить жёсткие структурные элементы (позу человека, композицию или контуры), стандартная архитектура не гарантирует точного соблюдения этих условий. ControlNet решает эту проблему, добавляя к архитектуре диффузионной модели дополнительную сеть, которая фиксирует и передаёт структурные особенности изображения. Вместе с привычным нам промптом на вход в модель ещё подается «контрольное изображение», которое прогоняется через дополнительную копию U‑Net. Но эта копия не изменяется — её веса «заморожены». Она нужна не для генерации изображения, а для того, чтобы извлечь полезную информацию из контрольного изображения — например, где находится каждая часть тела или как расположены линии контуров.

Управление генерацией с помощью дополнительных условий [источник]

Извлеченная информация, называемая картой признаков (feature map), передаётся обратно в основную модель. На каждом этапе диффузии, когда основная модель удаляет шум, она использует эти карты как ориентир, чтобы изображение не отклонялось от заданной структуры. Благодаря этому изображение постепенно формируется так, чтобы не только соответствовать текстовому описанию, но и сохранять структуру, заданную контрольным изображением. Например, если вы просите модель сгенерировать девушку в красном платье, сидящую на стуле, и добавляете какую‑то конкретную позу с помощью контрольного изображения — ControlNet гарантирует, что поза будет именно такой, как вы и хотели, вот собственно и всё. Если же вам интересно почитать про то, как создавался ControlNet, то переходите по ссылочке.

Примеры работы IP-Adapter [источник]

Если ControlNet помогает жёстко контролировать структуру изображения, то IP‑Adapter (Image Prompt Adapter) — это дополнительный модуль, который позволяет модели учитывать стиль, цветовую гамму и общую композицию из референсного изображения, но без жёсткой привязки к форме. Вместо того чтобы подавать модели текстовую подсказку и контрольное изображение с чёткой структурой (как в ControlNet), здесь в качестве условия используется «референсное изображение». Например, вы хотите создать свой портрет в стиле конкретного фото — IP‑Adapter помогает модели уловить и передать особенности стилевого изображения.

Перенос стиля с помощью IP-Adapter [источник]

IP‑Adapter не использует отдельную копию U‑Net, как это делается в ControlNet. Вместо этого он работает через более лёгкий механизм — MLP‑адаптер (многослойный перцептрон), который подключается к процессу генерации. На вход подаётся референсное изображение, и через предварительно обученную модель (например, CLIP Vision) извлекаются эмбеддинги изображения. Затем эти эмбеддинги проходят через MLP‑адаптер — небольшую нейросеть, которая преобразует их в форму, удобную для использования внутри модели диффузии. Эти преобразованные эмбеддинги добавляются в cross‑attention механизм основной модели и теперь на каждом этапе генерации модель не только ориентируется на текст, но и учитывает особенности референсного изображения — его стиль, цветовую палитру и общую структуру. Ключевое отличие от ControlNet заключается в том, что IP‑Adapter даёт модели мягкое руководство: он не требует точного соответствия форме, но помогает сохранить стиль референсного изображения. Опять таки, за подробностями об идее создания IP Адаптеров обращаемся к оригинальной статье.

А уже в следующем разделе мы рассмотрим как можно самостоятельно, ничего не устанавливая, погенерировать классные картинки, где можно скачать уже созданные людьми изображения, ну и просто примеры генерации.

Практический трек

Итак, давай поглядим, где и как можно быстро начать что‑то генерировать без особых усилий. Самое первое, что приходит в голову это Hugging Face Spaces — песочница для тестирования моделей. Hugging Face предлагает огромное количество спейсов, где можно попробовать разные модели без регистрации и оплаты. Здесь можно найти как официальные версии Stable Diffusion и FLUX, так и кастомные сборки с уникальными настройками.

Два основных спейса, где можно потыкать современные диффузионные модели — это страницы ИИ компаний, занимающихся как раз этими моделями. Первая, небезызвестная, британская компания Stability AI — тут вы найдете спейсы основных моделей, в которых сразу можно будет что‑то погенерировать, но придется разумеется подождать какое‑то время, генерация не моментальная.

"Mandalorian holding (((detail green baby Yoda))), anime style, vintage film effect, muted colors, grainy texture, cinematic shot, soft lighting, retro aesthetics, warm tones" (SDXL)

Вторая очень крутая моделька это естественно FLUX от компании Black Forest Labs — как и в предыдущем случае, на странице компании есть доступ к спейсам различных вариаций модели, но это только вершинка айсберга.

$"In the blurry eyes of wafting dreams, earnestly strange, gallivanting through a gorge of minerals blooming like shards of crystals from blackened skeletons, the frostbite sinking skin closer to the bone, this fancy trail jagging the scenic crypts, these mounds hiding away an enigma of the past, with a fractued core and spilling dune, reawakening the gloom, alien world, ancient ruin. Adding more details" (FLUX)$

"In the blurry eyes of wafting dreams, earnestly strange, gallivanting through a gorge of minerals blooming like shards of crystals from blackened skeletons, the frostbite sinking skin closer to the bone, this fancy trail jagging the scenic crypts, these mounds hiding away an enigma of the past, with a fractued core and spilling dune, reawakening the gloom, alien world, ancient ruin. Adding more details" (FLUX)

Также вы можете самостоятельно в поиске на Hugging Face вбить «Stable Diffuison» или «FLUX» или любое другое название модели и найдете нужный под вашу задачку спейс. Можно заниматься переносом стиля с одного изображения на другое, можно апскейлить изображения, удалять ненужные объекты, генерить гифки, добавлять эффекты (реализм, аниме стиль) и многое, многое другое.

Главное преимущество — полная свобода экспериментов: вы можете пробовать разные модели, настраивать параметры и сравнивать результаты. Сервис подойдет вам в случае:

Если хотите быстро протестировать разные модели и их возможности
Если не хотите устанавливать ПО и разбираться в сложных настройках
Если нужно быстрое и бесплатное решение

👉 Перейти к Hugging Face Spaces

Теперь рассмотрим более продвинутые сервисы. Наиболее популярным из них является Civitai — рай для кастомных моделей и fine‑tuning'а. Это платформа, где пользователи выкладывают дообученные версии различных моделей, а также делятся своими настройками и результатами генерации. Здесь можно найти сотни кастомных чекпоинтов, ориентированных на определенные стили (аниме, реализм, киберпанк и т. п.). Также сервис позволяет скачать эти модели и использовать их в локальных приложениях, таких как Automatic1111 или ComfyUI (про них будет рассказано ниже).

"Anime cyberpunk style, Drifting ,cars initial D , highly detailed, HD, tokyo" (SDXL)

Раскрыв сгенерированные картинки можно изучить с помощью какой модели они были созданы, каким промптом, а иногда авторы даже делятся параметрами генерации, но так или иначе важнее всего информация об использованных чекпоинтах и текстовой подсказке. Этого вполне достаточно чтобы сгенерировать очень похожее или в точности такое же изображение. Сервис является платным, здесь есть своя скажем так валюта, носит забавное название «buzz». Эти buzz можно покупать за свои деньги, если вам нужно много и сразу, либо же просто заходить на сайт каждый день и получать немного бесплатных токенов, чтобы генерировать небольшое число картинок. Скажем в день вы можете получить 50 buzz, а генерация на базовых настройках в среднем стоит 4 buzz.

Фишки сервиса:

Огромная библиотека кастомных моделей
Сообщество пользователей делится промптами и параметрами
Можно скачивать модели и использовать локально
Частично бесплатен — есть лимит на ежедневные генерации

👉 Перейти на Civitai

Также есть довольно классный Российский сервис под названием Fusion Brain - бесплатная генерация на базе модели Kandinsky. Это платформа для генерации изображений и видео с помощью нейросети Kandinsky, разработанная компанией «Сбер» при поддержке учёных Института искусственного интеллекта AIRI. Портал довольно удобный, генерировать можно сколько угодно, так как это всё бесплатно, но немного не хватает гибкости настроек. То есть можно настроить только размер выходного изображения, стиль и промпт, но сервис всё равно клевый, обязательно попробуйте там что‑нибудь посоздавать, результаты получаются довольно неплохие.

Для чего подойдет сервис:

Если хотите бесплатно генерировать картинки без ограничений
Если вас устраивает фиксированный набор параметров (меньше гибкости, чем у SDXL или FLUX)

👉 Попробовать Fusion Brain

Midjourney - уникальный стиль, но ограниченные настройки. Одна из самых популярных моделей, известная уникальным художественным стилем и хорошим пониманием промптов. Здесь тоже не очень много настроек, но базовый функционал реализован хорошо.

Сильные стороны сервиса:

Необычная художественная генерация
Отлично интерпретирует сложные и творческие промпты
Создает стильные и детализированные изображения

👉 Попробовать Midjourney

Далее поглядим на сервис с моделькой от OpenAI — DALL‑E. Тут сразу вспоминается мем: «Списывай, только не точь‑в-точь». Кто у кого вдохновлялся дизайном не знаю, но вышло забавно. Возможности сервиса полностью совпадают с Midjourney, разве что будут отличаться результаты генерации. У модели ограниченная детализация, и она уступает Midjourney и Stable Diffusion в качестве.

В каких случаях пользоваться:

Если нужно апскейлить существующие изображения
Если важно точное следование тексту (DALL‑E хорошо понимает промпты)
Если вас устраивают ограниченные настройки генерации

👉 Перейти к DALL‑E

А мы движемся дальше. OpenArt — отличный выбор для кастомизации генерации, исследования различных стилей и оживления ваших картинок. Это мощный сервис, поддерживающий SDXL, FLUX, Juggernaut и другие модели. В нем можно не только генерировать изображения, но и тренировать свои модели или использовать кастомные чекпоинты. Гибкие настройки позволяют задавать количество шагов диффузии, выбирать семплер, управлять стилем и детализацией. Также, как и на Civitai, тут можно вдохновляться работами других людей, смотреть с какими параметрами, промптами и моделями они создают картинки.

Фишки сервиса:

Широкий выбор моделей (SDXL, FLUX, DALL‑E, Juggernaut)
Гибкая настройка генерации (шаги, сэмплеры, стили)
Можно создавать свои модели или дообучать существующие

👉 Попробовать OpenArt

Напоследок выделю ещё 2 сервиса — это Lexica и Leonardo.Ai. Lexica это своего рода Pinterest из мира ИИ. Можно по запросу найти себе подходящую картинку, скачать её или добавить в понравившиеся, причем можно узнать каким именно промптом она была создана, что тоже классно. Однако у сайта есть серьезный недостаток — малый выбор моделей и в целом, параметров генерации, поэтому сюда скорее можно переходить чтобы потырить промпты или скачать уже готовые картинки. Ну а ещё бесплатно здесь сгенерировать не получится, нужна хотя бы минимальная подписка, всё жестко.

В каких случаях подойдет Lexica:

Если хотите искать и вдохновляться готовыми AI‑изображениями
Если нужен бесплатный доступ к чужим промптам для улучшения своих генераций
Если не против платной подписки для генерации новых изображений

👉 Перейти на Lexica

А вот Leonardo это уже полноценное приложение‑генератор художественных изображений, которое даже можно скачать на смартфон и в нём реализован довольно широкий функционал. Можно и генерировать архитектуру, и визуализировать интерьер, ну и, конечно же, просто заниматься генерацией изображений, делиться ими и обсуждать их с коммьюнити, которое кстати насчитывает миллионы пользователей.

Преимущества Leonardo перед другими сервисами:

Мобильное приложение и веб‑версия
Гибкие настройки (семплеры, стили, количество шагов)
Поддержка fine‑tuning»а моделей
Уникальная модель Phoenix

👉 Попробовать Leonardo.Ai

Давайте подведем какой‑то небольшой итог по этому разделу. Сравним, что мы имеем на сегодняшний день и определимся, какой сервис лучше подойдет под вашу задачу.

Сервис	Функционал	Размеры выходной картинки	Стоимость
HuggingFace Spaces	text2image image2image upscaling text2video image2video choosing the style parameter settings	Вплоть до 2К	Бесплатно
Civitai	text2image image2image upscaling text2video image2video training models choosing the style parameter settings	1024х1024 1216х832 832х1216	Можно генерировать бесплатно, но по чуть‑чуть каждый день Сайтовая валюта buzz по 5$ за 5000 единиц или же взять подписку на месяц за 10$
Fusion Brain	text2image text2video	вплоть до 1024х1024	Бесплатно
Midjourney Ai	text2image image2image upscaling	1024х1024 1344х768 832х1216 1536х640	5 бесплатных генераций при регистрации Подписка на месяц за 10$
DALL-E AI	text2image image2image upscaling	1024х1024 1344х768 832х1216 1536х640	5 бесплатных генераций при регистрации Подписка на месяц за 10$
OpenArt	text2image image2image upscaling text2video image2video training models choosing the style parameter settings image2text	вплоть до 1024х1024	При регистрации выдаются кредиты для генерации (их можно использовать только первые 7 дней Подписка на месяц за 7$
Lexica	text2image	832х1600 1600х832	Обязательная подписка, минимум за 8$ в месяц
Leonardo.ai	text2image image2image upscaling text2video image2video training models choosing the style parameter settings	Вплоть до 1120х1120	Можно генерировать бесплатно, но по чуть‑чуть каждый день Подписка на месяц за 10$

Так какой же сервис выбрать?

Если вы не знаете, с чего начать, вот краткое руководство:

✅ Хочу бесплатный вариант → Hugging Face, Fusion Brain

✅ Хочу кастомные стили и модели → Civitai, OpenArt

✅ Нужен удобный AI‑редактор → Leonardo.Ai

✅ Важно высокое качество без сложных настроек → Midjourney, DALL‑E

✅ Хочу находить готовые картинки и промпты → Lexica

✅ Нужна полная кастомизация параметров генерации → OpenArt

Теперь у вас есть полное понимание, чем отличаются эти сервисы, и вы сможете выбрать наиболее подходящий для своих задач!

Продвинутый практический трек

А мы переходим к заключительной главе нашего повествования. В этом разделе мы рассмотрим продвинутые методики промптинга, какие параметры моделей за что отвечают, для чего можно использовать диффузионки и способы взаимодействия с моделями «напрямую». Начнем, пожалуй, с рекомендаций по написанию текстовых подсказок для моделей SDXL и FLUX (будем рассматривать их, так как они самые репрезентативные и популярные) — это будут общие замечания, так называемые best practice по промптингу.

Краткость vs. детализация:

Слишком короткий промпт (1–2 слова) зачастую приводит к размытым и неоднозначным результатам
Слишком длинный промпт (длинные предложения, много придаточных фраз, перечислений) может запутать модель и дать результат, который частично или вовсе не соответствует нашим желаниям
Оптимальная длина и степень детализации зависят от версии модели. В Stable Diffusion XL потолок больше (модель учитывает до 225–256+ токенов), но на практике всё равно лучше не перегружать промпт слишком объёмными описаниями. Что касается Flux — есть свои нюансы. Кто‑то пишет большие промпты, кто‑то маленькие, и оно работает в обоих случаях, но наверняка ограничение на токены всё же существует, просто пока нам не удалось найти какое именно.

Структура промпта:

Объект: кто или что является центральным объектом изображения? (Например, «a cat», «an astronaut», «a portrait of a woman»).
Контекст/окружение: где происходит действие? («in a neon‑lit city», «on Mars», «in a baroque castle»).
Художественный/визуальный стиль: реализм, фэнтези, sci‑fi, барокко, аниме, импрессионизм и т. п. («in the style of Makoto Shinkai», «Baroque painting», «unreal engine 3D render», «cinematic lighting»).
Эмоция/атмосфера: мрачный, весёлый, загадочный и т. д. («dramatic atmosphere», «moody lighting»).
Технические характеристики (по желанию): «high resolution», «8k», «octane render», «hdr», «global illumination» и т. п.
Дополнительные детали: поза персонажа, тип композиции (ракурс), цвета, одежда, предметы. Можно добавлять референсы: стили, жанры и сюжеты. Это стабилизирует генерацию изображений.

Давайте рассмотрим сравнение плохого и хорошо составленного промптов и оценим разницу в качестве генерации на примере модели SDXL.

❌ Пример плохого промпта:

"Cat in the hat" (SDXL)

Почему он плохой?

Слишком короткий и расплывчатый
Не указаны стиль, цвет, освещение, окружение
Неясно, какой именно кот (реалистичный, мультяшный, фантастический?)
Не задана композиция и детали

Такой текстовой подсказки недостаточно, чтобы подробно объяснить модели, что мы от неё хотим. В данном случае она просто сгенерировала случайное изображение котика, основываясь на своей обучающей выборке. Даже можно заметить, что котик, наверное, побывал в Чернобыле, раз у него выросла дополнительная лапка. Вообщем такой подход никуда не годиться, давайте постараемся написать хороший и подробный промпт.

✅ Пример хорошего промпта:

"Realistic portrait of a fluffy ginger cat with green eyes sitting on an antique wooden table by a window. The cat is wearing an elegant black felt hat with a ribbon. The soft golden light of the setting sun is all around, creating a warm atmosphere. The style is cinematic, with highly detailed wool, light shading and textures" (SDXL)

Почему он лучше?

Четко описаны ключевые элементы: цвет, текстура, окружение
Прописаны свет и атмосфера (закат, теплое освещение)
Добавлена дополнительная деталь (шляпа) и объяснена ее эстетика
Генерация будет более предсказуемой и детализированной

Обратите внимание как хорошо детализирована шерсть нашего котика. Как четко модель поняла, когда я писал про шляпу и стол, на котором он сидит. Освещение тоже полностью соответствует текстовой подсказке. А ведь мы не меняли никаких параметров генерации — просто поработали над тем, как писать промпт.

Выбор слов и порядок их расположения:

Чем четче и логичнее построен промпт, тем, разумеется, лучше результат. Модель воспринимает слова не по строгим определениям, а по их ассоциациям. Порядок слов и их комбинации воспринимаются как разные сущности, так что старайтесь избегать двусмысленности в своих описаниях. И да, интересный момент — чем ближе слово к началу, тем важнее оно для модели.

Пример:

"A fight between Ironman and Megaman" (акцент на сам бой, меньше внимания к деталям персонажей)

"Ironman and Megaman are fighting" (акцент на персонажах, они стали более выразительными)

Также было замечено, что использование имен известных художников даёт стабильные стилистические результаты. Лучше всего использовать комбинацию стиля художника + среду изображения («by Van Gogh, oil painting») для точности. По ссылке можно изучить коллекцию того, как, по мнению Stable Diffusion, выглядят стили разных художников. Только имейте в виду, что эти стили лишь имитируют некоторые аспекты работы художников, но могут дать вам хорошую основу для ваших собственных творений.

Контроль детализации и четкости:

Такие слова как: «4K resolution, 8K ultra‑detailed, hyper‑realistic, trending on Artstation, award‑winning photography» — помогают добиться более детализированных изображений. Эти термины не увеличивают разрешение картинки, но заставляют модель использовать высокодетализированные изображения в обучении. Также, модификаторы настроения и освещения, например «cinematic lighting, moody, ethereal» улучшают восприятие.

"A fantasy warrior in massive silver armor stands atop a snow-capped mountain, looking up at the scarlet sky of sunset. His long cloak billows in the wind, and he holds a gleaming sword with runes. Ice clouds swirl around, creating a mysterious atmosphere. The art style is cinematic, inspired by the works of Frazetta and Dark Souls"

"A fantasy warrior in massive silver armor stands atop a snow-capped mountain, looking up at the scarlet sky of sunset. His long cloak billows in the wind, and he holds a gleaming sword with runes. Ice clouds swirl around him, creating a mysterious atmosphere. Hyper-realistic, ultra-detailed, 8K resolution, cinematic lighting, intricate armor textures, sharp focus, atmospheric depth, trending on Artstation, award-winning photography"

Можно заметить, что на втором изображении качество текстур получилось лучше, надписи на мече воина более четкие, свет и тени стали более реалистичными. Также улучшилась степень детализации доспехов и всё благодаря паре ключевых слов, добавленных в промпт.

Качественный промпт — залог точной и красивой генерации изображения. Чем детальнее и структурированнее запрос, тем лучше модель поймет вашу задумку. Короткие и расплывчатые описания дают случайные и непредсказуемые результаты, тогда как грамотно сформулированные промпты позволяют контролировать стиль, освещение, атмосферу и уровень детализации. Продуманная текстовая подсказка — это не просто описание объекта, а инструмент управления генерацией, который помогает получить именно тот результат, который вы хотите видеть.

Для тех, кто не хочет сильно запариваться с теорией написания промптов существуют, так называемые, автопромптеры [4, 5, 6, 7]. Вписываете в них на естественном языке то, что хотите получить, а сервис уже за вас сгенерирует хороший промпт.

Теперь рассмотрим основные параметры диффузионных моделей, которые можно настраивать для улучшения результатов генерации:

Количество шагов — чем больше шагов, тем качественнее, но медленнее происходит генерация. Рекомендуется выставлять значения порядка 20–25, можно и больше вплоть до 45, но главное избегайте значений между, скажем 20 и 25 (например 23), так как изображение не будет завершено и придется добавлять ещё 5 шагов, чтобы избавиться от мелких недостатков.

Guidance scale — этот параметр регулирует баланс между творческой вариативностью и соответствием текстовой подсказке. Высокое значение приводит к более точному следованию промпту, но может уменьшать разнообразие. Низкое значение наоборот оставляет пространство для «свободы» для модели.

Noise schedule — это правило, по которому шум изменяется на каждом шаге. Выбор расписания существенно влияет на конечное качество и стабильность генерации. Про важность выбора шумового расписания можно прочитать здесь.

Какие бывают Noise Schedule и как они влияют на изображение?

Линейное (Linear schedule)

Шум добавляется равномерно на каждом шаге
Довольно простой метод, работает стабильно
Но иногда может терять детали на поздних шагах

Косинусное (Cosine schedule)

В начале добавляет мало шума, а потом ускоряется
Восстановление идёт плавнее, улучшается качество деталей
Позволяет лучше передавать контуры и цвета

Сигмоидальное (Sigmoid schedule)

В начале и конце изменения шума минимальны, а в середине — максимальны
Дает более естественные и мягкие изображения
Может размывать границы

Контроль условий: Многие модели предлагают дополнительные возможности для контроля условий (например, стиль, композиция, поза и т. п.). Экспериментируйте с входными условиями, чтобы лучше контролировать генерацию.

Тип семплера (Sampler) — выбор сэмплера будет влиять на траекторию, по которой изображение создаётся из шума.

Какие бывают семплеры и как они влияют на изображение?

PLMS (Pseudo Linear Multistep)

Работает быстро, но иногда упрощает картинку
Хорош для чётких и предсказуемых изображений
Может терять детали

DDIM (Denoising Diffusion Implicit Models)

Позволяет уменьшать количество шагов без сильной потери качества
Быстрее обычных методов
Иногда делает изображения более «мягкими», размытыми

Euler и Euler A (Ancestral)

Хороший баланс между качеством и скоростью
Euler A делает изображения более разнообразными, но иногда даёт неожиданные результаты

DPM++ (Denoising Probabilistic Models++)

Самый качественный метод
Лучше сохраняет текстуры, цвета и детали
Дольше работает, но даёт более реалистичные изображения

Seed — Контролирует повторяемость генерации. Если задать фиксированный seed, модель выдаст одно и то же изображение при одинаковых настройках. Если оставить случайным — изображения будут уникальными при каждом запуске.

Negative prompt — важная вещь, про которую стоит упомянуть отдельно. Этот промпт есть не во всех моделях, но всё же у большинства. С его помощью можно избавляться от каких‑то мелких недостатков на изображении, четко прописывая, что бы вы не хотели видеть на нем. Можно использовать такие слова как «ugly, blurry» и подобные. Такой подход действительно иногда помогает улучшать качество генерируемых картинок, так что не забывайте пользоваться.

Также нам важно понять, под какие задачи лучше всего подходят те или иные современные диффузионные модели (как правило, для чего‑то серьезного чаще всего используются конечно Stable Diffusion, Flux и их производные) и сколько в среднем они будут занимать памяти (важно для инференса). Давайте сделаем такой чек‑лист из моделек, обсудим что они могут:

Stable Diffusion — одна из самых универсальных моделей. Она хорошо справляется с генерацией как реалистичных, так и стилизованных изображений. Отличается возможностью локального развертывания и высокой кастомизацией. Лучше всего подходит для художественных изображений, концепт‑арта и анимационных стилей. Однако требует тщательной настройки для генерации фотореалистичных изображений. Средний вес модели составляет от 4 до 16.5 ГБ (всё зависит от версии)
Juggernaut — модель, созданная для максимальной детализации и фотореалистичности. Отличается высокой четкостью генерации лиц, кожи и текстур. Хорошо подходит для генерации портретов, рекламных изображений и сцен с множеством деталей. Однако, как и другие модели, может испытывать трудности при генерации сложных объектов, таких как руки или текст. Средний вес модели составляет 7.11 ГБ
Flux — относительно новая модель, ориентированная на высокую фотореалистичность. Подходит для создания изображений с точными деталями и сложными текстурами. Хорошо справляется с генерацией людей, особенно в условиях сложного освещения, но пока уступает лидерам в художественном стиле. Средний вес модели составляет от 4 до 24 ГБ (зависит от версии)
Midjourney — специализируется на создании эстетически привлекательных художественных изображений. Отлично подходит для абстрактных, фэнтезийных и стилизованных сцен, обладает сильными творческими возможностями. Хотя Midjourney может генерировать реалистичные лица, он менее точен в сравнении с моделями, ориентированными на фотореализм (например, DALL‑E). Точный размер модели неизвестен. Предполагается, что она использует сложную архитектуру, схожую с SDXL, которая весит 6–10 ГБ. Однако для работы Midjourney требуется облачная инфраструктура, а значит, её размер может быть значительно больше
DALL‑E — флагманская модель от OpenAI, которая хорошо генерирует фотореалистичные сцены, людей и сложные композиции. Отличается мощным пониманием текстовых подсказок и может точно следовать сложным инструкциям. Особенно хороша для коммерческих приложений, требующих генерации изображений с высоким уровнем достоверности. Точные параметры модели OpenAI не раскрывает, но предположим, что в среднем её вес составляет 10–20 ГБ
Kandinsky — ориентирован на художественные и креативные изображения. Эта модель сильна в стилизации, создании абстрактных или сюрреалистичных картин. По качеству детализации уступает Stable Diffusion и DALL‑E, но её главная сила — в создании изображений с ярко выраженной художественной индивидуальностью. Версия 2.1 весит 3,3 ГБ (fp16), а Kandinsky 2.2 — порядка 4 ГБ. Более новая версия Kandinsky 3.0 занимает около 6 ГБ

Давайте теперь посмотрим на генерацию разными моделями при одинаковых условиях и с одинаковым промптом, чтобы провести небольшое сравнение.

Prompt: "An image of 2 plush toy octopuses sitting on a chair, one is blue, the other is orange. The octopuses have a funny smile. one of them has a little flower on his head"

Вот такие интересные результаты у нас получились. Мои личные фавориты — это результаты Flux и забавно улыбающиеся осьминожки сгенерированные моделью Phoenix 0.9. Такое сравнение демонстрирует, что каждая из моделей интерпретирует промпт по‑своему. Stable Diffusion дает гибкость в настройке параметров, но требует тщательной работы с промптами и fine‑tuning»а. Midjourney выделяется уникальным художественным стилем, но меньше контролируется пользователем. DALL‑E хорошо понимает текст, но иногда уступает в детализации. Flux демонстрирует отличную фотореалистичность, а Kandinsky больше подходит для художественных и креативных изображений.

Теперь мы переходим к наиболее интересной части этого обзора, а именно — опенсорс тулзы, через которые реализуется «прямое» взаимодействие с диффузионными моделями. Первый способ — использовать библиотеку Diffusers от Hugging Face, которая позволяет работать с сотнями предобученных моделей класса Stable Diffusion. Библиотека очень крутая, поддерживает широкий функционал для генерации, в частности: безусловная генерация, text‑to‑image, image‑to‑image, inpainting, depth‑to‑image. Работу вашего пайплайна можно тонко настраивать, загружая различные модели, сэмплеры, энкодеры, планировщики, адаптеры и даже готовые пайплайны. Разумеется, помимо архитектуры, также можно настраивать и параметры генерации такие как размеры выходного изображения, guidance_scale, количество шагов диффузии и т. д.

Интерфейс Automatic1111

Ещё очень хочется обратить ваше внимание на 2 невероятно крутых опенсорс тула. Начнем с Automatic1111 — очень популярный веб‑интерфейс для работы с диффузионными моделям, он завоевал свою популярность благодаря удобству использования и широким возможностям настройки. Поддерживает он кстати не только Stable Diffusion, но и другие модели, такие как Flux, Pony и многие другие. Automatic1111 предлагает гибкие настройки и кастомизации процесса генерации (text‑to‑image, image‑to‑image), а также есть и upscale, inpainting, outpainting и т. п. Инструмент действительно классный, уже обладает своим интерфейсом и отлично подойдет для боевых экспериментов.

Интерфейс ComfyUI

Вторым, но не менее мощным инструментом является ComfyUI — интерфейс для создания пайплайнов генерации изображений. Он предоставляет собой визуальную среду программирования на основе узлов, позволяющую пользователям создавать схемы любой сложности без необходимости написания кода, а техническая часть полностью реализована на Python. То есть, впоследствие всё то, что вы создавал на основе узлов можно будет переписать в виде кода и вполне себе использовать для инференса в ваших рабочих проектах. Также, для ComfyUI существует огромное множество гайдов и технической документации, вот пара ссылок [ссылка] [ссылка], первая на русском, вторая на английском.

В нём можно делать буквально всё, что касается генерации с применением диффузионных моделей (здесь можно использовать любые чекпоинты, даже загружать свои кастомные), можно загружать кастомные узлы или создавать свои узлы — всё ограничивается лишь вашим воображением. Кстати, в скором времени от моего коллеги выйдет классная статья‑гайд про ComfyUI, подписывайтесь чтобы ничего не пропустить!

Краткое резюме

Диффузионные модели представляют собой мощный инструмент генерации изображений, который открывает перед пользователями широкие возможности — от создания художественных иллюстраций до решения сложных индустриальных задач. Мы рассмотрели три подхода к изучению этой технологии: научный, практический и индустриальный, каждый из которых позволяет погрузиться в тему с разной степенью глубины. Независимо от выбранного пути, ключ к освоению диффузионных моделей — это практика и экспериментирование. Современные платформы, такие как Hugging Face, Civitai, OpenArt и другие, делают эти технологии доступными и удобными в использовании. А продвинутые инструменты, такие как Diffusers, Automatic1111 и ComfyUI, позволяют гибко настраивать процессы генерации и адаптировать модели под конкретные задачи.

Диффузионные модели продолжают активно развиваться, предлагая всё новые и более качественные способы создания контента. Начав с одного из предложенных треков, вы сможете не только разобраться в основах, но и найти свой уникальный стиль взаимодействия с этой захватывающей технологией. Так что не бойтесь экспериментировать, за этими моделями будущее генеративного искусства!

Дорогие читатели! Если у вас остались вопросы о диффузионных моделях или вы хотите поделиться своим опытом их использования, то смело оставляйте комментарий, мне будет очень интересно обсудить это с вами!

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26 февр. 2025 г.

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13.07.26 23:49 [email protected]

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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