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Codia AI: скрины в дизайн и дизайн в код

Факт, что сейчас искусственный интеллект занимает центральное место в различных аспектах нашей повседневной жизни, делает его одной из самых важных и динамично развивающихся технологий нашего времени. Они поджидают нас и в автоматизации процессов, и в анализе данных, и в обработке естественного языка, и в медицинской диагностике, и в финансовых прогнозах и во многом другом. Но я бы хотела поговорить и о дизайне.

b0b76aab130e1db099ee2832b7402a2b.png

Компания Codia, из технологического центра Сингапура, идет, нет, даже бежит на свет в темноте, в виде искусственного интеллекта.

Команда предлагает нам интересные продукты: Codia AI Design и Codia AI Figma to code, где первый способен воспроизвести наш набросок и фотографию в драфт, а второй способен подобный драфт воспроизвести в код.

Предлагаю рассмотреть эти плагины и концепцию их работы.

Приступим(:

Codia AI Design

Попробуем использовать в действии технологии искусственного интеллекта для преобразования изображений в макеты дизайна, включая распознавание ИИ, интеллектуальную генерацию макетов и сценарии применения.

Но сначала вводные.

Распознавание

Codia AI решила попробовать себя на поле распознавания ИИ, да это в принципе является ключевым шагом для преобразования наших скринов в драфты (а если иначе, то как?). Что нам, а точнее им, нужно было почерпнуть из алгоритмов машинного обучения? Конечно: OCR, сегментация изображений и распознавание объектов.

Начнем со схемы для распознавания:

b017dc7da1f79668472f14d37a386e72.png

Каждый шаг по порядку, начнем с сегментации изображений:

  • Сегментация изображений – это процесс идентификации и разделения каждого отдельного элемента на изображении. Обычно это достигается с помощью deep learning, например CNN. Популярная архитектура сети для этой цели - U-Net, которая особенно хорошо подходит для задач сегментации изображений.

  • С точки зрения реализации:

  1. Сначала нам нужно собрать большое количество аннотированных изображений элементов дизайна, с аннотациями, включающими границы каждого элемента.

  2. Далее необходимо обучить модель с использованием архитектуры U-Net, чтобы она могла распознавать различные элементы дизайна.

  3. И в конце нам нужно применить обученную модель к новым изображениям, чтобы получить точное местоположение и границы каждого элемента.

  4. Пример:

    import tensorflow as tf

from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, UpSampling2D, concatenate

from tensorflow.keras.models import Model

def unet_model(input_size=(256, 256, 3)):

    inputs = Input(input_size)

    # Архитектура U-Net

    # ... (код конкретной конструкции U-Net опущен)

    outputs = Conv2D(1, (1, 1), activation='sigmoid')(conv9)

    model = Model(inputs=inputs, outputs=outputs)

    model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])

    return model

# Код для загрузки набора данных, обучения модели и применения модели должен быть реализован здесь

Далее к распознанию объектов:

  • Обнаружение объектов подразумевает идентификацию конкретных элементов на изображении, таких как кнопки, иконки и т. д., и соотнесение их с заранее определенной библиотекой элементов.

  • С точки зрения реализации:

    from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input

from tensorflow.keras.preprocessing.image import ImageDataGenerator

from tensorflow.keras.layers import Dense, GlobalAveragePooling2D

from tensorflow.keras.models import Model

# Загрузка предварительно обученной модели ResNet50

base_model = ResNet50(weights='imagenet', include_top=False)

# Добавление пользовательских слоев

x = base_model.output

x = GlobalAveragePooling2D()(x)

x = Dense(1024, activation='relu')(x)

predictions = Dense(num_classes, activation='softmax')(x)

# Создание окончательной модели

model = Model(inputs=base_model.input, outputs=predictions)

# Замораживание слоев ResNet50

for layer in base_model.layers:

   layer.trainable = False

# Компиляция модели

model.compile(optimizer='rmsprop', loss='categorical_crossentropy')

# Код для обучения модели будет реализован здесь

И OCR:

  • Если коротко, то это возможность распознавать текст и символы на изображениях, фотографиях или скриншотах.

  • С точки зрения реализации:

  1. Используем инструменты OCR (например, Tesseract) для распознавания текста на изображениях.

  2. Работаем с постобработкой распознанного текста, включая коррекцию языка и настройку формата.

  3. И импортируем обработанный текст в макет дизайна Figma.

  4. Пример:

import pytesseract

from PIL import Image

# Настройка пути к Tesseract

pytesseract.pytesseract.tesseract_cmd = r'путь_к_tesseract'

# Загрузка изображения

image = Image.open('пример.png')

# Применение OCR

text = pytesseract.image_to_string(image, lang='eng')

# Вывод распознанного текста

print(text)

# Код для импорта распознанного текста в Figma будет реализован здесь

Генерация макета

Преобразование изображения в макет дизайна в Figma включает восстановление элементов, распознанных ИИ, в объекты в Figma, и применение соответствующих стилей и компоновок. Рассмотрим этапы.

001921e07adfc66a275cc2f48b21ce38.png

Начнем с восстановления элементов:

  • На этапе распознавания с помощью искусственного интеллекта мы уже получили информацию о границах и категориях каждого элемента на изображении. Теперь необходимо воссоздать эти элементы в Figma.

  • Техническая реализация:

  1. Сначала используем API Figma для создания соответствующих форм и текстовых элементов.

  2. Устанавливаем размер и позицию элементов на основе данных, полученных от ИИ.

  3. При наличии текстового элемента определяем шрифт, размер и цвет.

  4. Пример:

    // Предположим, что у нас уже есть информация о элементе, включая тип, позицию, размер и стиль

const elementInfo = {
  type: 'rectangle',
  x: 100,
  y: 50,
  width: 200,
  height: 100,
  fill: '#FF5733'
};

// Используем fetch API для вызова REST API Figma для создания прямоугольника

fetch('https://api.figma.com/v1/files/:file_key/nodes', {
  method: 'POST',
  headers: {
    'X-Figma-Token': 'ВАШ_ТОКЕН_ДОСТУПА'
  },

  body: JSON.stringify({
    nodes: [
      {
        type: 'RECTANGLE',
        x: elementInfo.x,
        y: elementInfo.y,
        width: elementInfo.width,
        height: elementInfo.height,
        fills: [{ type: 'SOLID', color: elementInfo.fill }]
      }
    ]
  })
})

.then(response => response.json())
.then(data => console.log(data))
.catch(error => console.error('Ошибка:', error));

Теперь перейдем к сопоставлению стилей:

  • Процесс сопоставления стилей заключается в передаче информации о стиле, обнаруженной искусственным интеллектом, к элементам в Figma, включая цвета, отступы, тени и прочее.

  • C точки зрения реализации:

  1. Производим анализ данных о стиле, обнаруженных искусственным интеллектом.

  2. Используем API Figma для обновления свойств стиля элементов.

  3. Пример:

// Предположим, что у нас уже есть информация о стиле

const styleInfo = {
  color: { r: 255, g: 87, b: 51 },
  fontSize: 16,
  fontFamily: 'Roboto',
  fontWeight: 400
};

// Обновление стиля текстового элемента

fetch('https://api.figma.com/v1/files/:file_key/nodes/:node_id', {
  method: 'PUT',
  headers: {
    'X-Figma-Token': 'ВАШ_ТОКЕН_ДОСТУПА'
  },

  body: JSON.stringify({
    nodes: [
      {
        type: 'TEXT',
        characters: 'Пример текста',
        style: {
          fontFamily: styleInfo.fontFamily,
          fontWeight: styleInfo.fontWeight,
          fontSize: styleInfo.fontSize,
          fills: [{ type: 'SOLID', color: styleInfo.color }]
        }
      }
    ]
  })
})
.then(response => response.json())
.then(data => console.log(data))
.catch(error => console.error('Ошибка:', error));

И автоматизация(интеллектуальная компоновка):

  • Под интеллектуальной компоновкой понимается умное распределение элементов на основе их взаимных пространственных отношений в Figma.

  • C точки зрения реализации:

  1. Сначала производим анализ пространственных взаимосвязей между элементами.

  2. Используем API Figma для установки ограничений и сеток компоновки для элементов.

  3. Пример:

// Предположим, что у нас уже есть данные о пространственных взаимосвязях между элементами

const layoutInfo = {
  parentFrame: 'Frame_1',
  childElements: ['Rectangle_1', 'Text_1']

};

// Установка ограничений для элементов внутри плагина Figma

const parentFrame = figma.getNodeById(layoutInfo.parentFrame);

layoutInfo.childElements.forEach(childId => {
  const child = figma.getNodeById(childId);

  if (child) {
    child.constraints = { horizontal: 'SCALE', vertical: 'SCALE' };
    parentFrame.appendChild(child);
  }
});

Итак, мы рассмотрели основные этапы работы в Codia AI Design для преобразования наших, например, скетчей в рабочие драфты посредством ИИ.

Design2Code

Теперь обратимся ко второй фишке Codia AI, а именно к возможности преобразования нашего дизайн в код с помощью нейросети. Звучит, конечно, очень заманчиво.


Сразу перейдем к делу, я думаю.

Стек у Codia AI следующий:

  • Для веба: HTML, CSS, JavaScript, TypeScript, Tailwind, React, Vue, with ongoing expansions.

  • Приложения: iOS, Android, Flutter, Swift, SwiftUI, Objective-C, Java, Kotlin, Jetpack Compose UI.

Распознание макета

В основе – DOM, что это?

Document Object Model(DOM) – программный интерфейс для веб-документов, который дает возможность изменения структуры/стиля/содержимого документа. За счет чего это происходит? DOM представляет страницу как дерево объектов, где каждый объект является частью документа(например, атрибут).

Пример ниже, то есть вместо того чтобы у нас все было в столбик по порядку, мы имеем группировку объектов, что значительно упрощает работу.

38fa830489777a4a0377f9d6745bb11f.png

Схематически весь процесс распознавания можно изобразить так:

15c0d68876ad7b75508955f95c81c148.png

  • Начнем с анализа дерева DOM:

Путем анализа HTML и CSS страницы формируется древовидная структура DOM, которая представляет собой иерархию всех элементов на странице. Каждый элемент (узел) в этом дереве соответствует определенной части документа, например, заголовку.

  • Перейдем к распознавание макета:

Здесь нам нужно понять, как элементы визуально представлены на странице, в том числе их расположение, размеры или расстояние от других элементов. Здесь используются алгоритмы и ML для анализа макетов, особенно в случае сложных веб-страниц с динамически генерируемыми или изменяемыми элементами.

  • Машинное обучение и искусственный интеллект:

Применение алгоритмов машинного обучения позволяет лучше понимать и предсказывать структуру и макет веб-страниц. Эти алгоритмы обучаются на больших наборах данных веб-страниц.

  • Взаимодействие с механизмом визуализации браузера:

Важно понимать, как разные веб-браузеры интерпретируют и отображают HTML и CSS, поскольку каждый браузер может иметь небольшие различия в отображении. Поэтому необходимо распознавать, как DOM преобразуется в видимый макет в различных браузерах для обеспечения совместимости между платформами.

  • Обработка динамического контента:

Современные веб-приложения часто динамически загружают контент с использованием JavaScript. Это вызывает необходимость распознавания и понимания этих изменений в реальном времени, что требует постоянного мониторинга и обновления распознанного макета.

  • Доступность и семантический HTML:

При распознавании DOM также важно понимать семантическое значение HTML-элементов для обеспечения доступности веб-контента для всех пользователей, включая тех, кто использует программы чтения экрана и другие вспомогательные технологии.

Переменные

4ac21047805ae6936bd28aceb518e73f.png

Проиллюстрировать шаги можно так:

2ab465695be24c0ba3ae27200b60ca00.png

Концепция понимания структуры DOM включает несколько ключевых шагов.

В начале происходит анализ содержимого, что подразумевает изучение текстового содержимого элементов DOM и контекстное толкование, где учитывается окружающий контекст и генерируются соответствующие имена переменных.

Затем используются техники машинного обучения и обработки естественного языка для интеллектуального назначения имен переменным на основе содержимого DOM.

Следующим шагом является семантический анализ, в ходе которого происходит анализ типов элементов, атрибутов и их взаимосвязей для получения семантического понимания элементов и использования этой информации при генерации имен переменных.

Далее сосредотачиваемся на поддержании читаемости кода и удобстве его сопровождения, обеспечивая генерацию информативных имен переменных.

Затем происходит интеграция инструментов интеллектуального назначения имен переменных в редакторы кода и предоставление поддержки в реальном времени для разработчиков.

Наконец, рассматриваются возможности настройки и конфигурации, включая определение соглашений об именовании переменных и соответствие стандартам кодирования, принятых в проекте или организации.

Объединение слоев и сжатие

Рассмотрим ключевые концепции разделения и сжатия изображений, которые спасают нас посредством оптимизации веб-производительности:

  1. Разбиение изображений на более мелкие части - это важный аспект в веб-дизайне. При усовершенствованном разделении учитываются следующие аспекты:

    • Точное сегментирование: Использование алгоритмов для точного выделения частей изображения в соответствии с его содержанием, композицией или требованиями дизайна.

    • Учет намерений разработчика: Понимание контекста и назначения изображений (например, фоновые изображения, иконки или функциональные графические элементы) для их оптимального разделения в соответствии с требованиями веб-макета.

  1. Автоматическое сжатие изображений с сохранением качества - это еще один важный аспект. Оно включает:

    • Адаптивные алгоритмы: Алгоритмы, которые регулируют уровень сжатия в зависимости от содержания изображения, чтобы сохранить важные детали.

    • Выбор формата: Автоматический выбор наилучшего формата файла (например, JPEG, PNG, WebP) в зависимости от содержания изображения и его использования.

  1. Эффективное разделение и интеллектуальное сжатие изображений помогают ускорить загрузку веб-страниц, что крайне важно для улучшения пользовательского опыта, особенно на мобильных устройствах с медленным интернетом.

  2. Также важно найти правильный баланс между качеством изображения и его размером файла. Усовершенствованное разделение и интеллектуальное сжатие обеспечивают визуально привлекательные изображения, которые не замедляют загрузку страниц.

  3. Улучшенное разделение изображений может быть интегрировано с принципами отзывчивого веб-дизайна, что позволяет загружать различные версии изображений в зависимости от устройства пользователя и его разрешения.

  4. Внедрение машинного обучения помогает сделать процесс еще более точным, учитывая различные типы изображений и их оптимальное разделение и сжатие для лучшей производительности веб-страниц.

  5. Функции могут быть встроены в рабочие процессы веб-разработчиков, что обеспечивает автоматическую обработку изображений и сохранение единого стиля на всем веб-сайте.

  6. Оптимизированные изображения улучшают SEO, а правильное разделение и обозначение изображений способствуют лучшей доступности веб-сайта для пользователей с ограниченными возможностями.

94b5a9be4e6d14416ec8ed84da840988.png

То есть, условно, на картинке выше – результат работы Codia AI. Вместо нескольких слоев, которые нам бы понадобились для создания этой иконки, на выходе мы получаем комплексное изображение.

UI

42f38b2dd9b601103cadca4311542568.png

  • Обнаружение компонентов, включающее использование алгоритмов и методов машинного обучения для сканирования и анализа макетов пользовательского интерфейса с целью идентификации распространенных компонентов, таких как кнопки, текстовые поля, выпадающие меню и другие.

  • Путем обучения моделей машинного обучения на большом наборе примеров пользовательского интерфейса система может научиться точно распознавать и классифицировать различные элементы пользовательского интерфейса. Это обучение может включать разные стили, конфигурации и расположения компонентов.

  • Система проверяет наличие основных компонентов пользовательского интерфейса, которые обычно ожидаются в определенном контексте. Например, на экране входа в систему она будет искать поля для ввода имени пользователя и пароля, кнопку отправки и так далее.

  • Технология понимает контекст, в котором функционирует пользовательский интерфейс. Например, в приложении электронной коммерции она будет проверять наличие строки поиска, списка продуктов и значков корзины.

  • Обнаружив и предлагая необходимые компоненты пользовательского интерфейса, система значительно улучшает UX, обеспечивая интуитивно понятный, удобный в использовании и функциональный интерфейс.

  • Гарантия соблюдения стандартов доступности пользовательского интерфейса, таких как включение элементов, удобных для программ чтения экрана, и обеспечение легкой навигации по интерактивным компонентам.

  • Интегрированная в среды разработки, эта технология может предоставлять разработчикам обратную связь и рекомендации в реальном времени, помогая создавать более полные и надежные пользовательские интерфейсы.

  • Система может быть настроена на распознавание компонентов пользовательского интерфейса, специфичных для различных платформ, таких как веб-сайты, мобильные или десктопные приложения, учитывая уникальные стандарты дизайна и ожидания пользователей каждой платформы.

  • Возможность предсказывать необходимость определенных компонентов пользовательского интерфейса на основе поведения пользователя и образцов взаимодействия, дополнительно улучшая удобство и эффективность интерфейса.

  • Возможность интеграции в существующие инструменты дизайна и разработки пользовательского интерфейса, делая ее неотъемлемой частью процесса разработки.

Пример использования

Итак, вначале залетаем в фигму и добавляем себе плагин “Codia AI Design” и загружаем свой скрин, я решила взять пример, который они предлагают и ждем, пока плагин преобразует наш скрин в редактируемый прототип:

e68dc21c15f5aef35cbca1cd4f39c845.png

Итак, нейросеть проявила себя в действии и создала нам редактируемый шаблон:

7a00d1c1f72b6e377254b68010b114f6.png7b6fab67d5c1db7ff3019b3c043d0868.png

Далее, для того, чтобы мы могли получить код, нужно добавить плагин “Codia-AI Figma to code” и выпавшем окне выбираем язык и настраиваем конфигурацию:

7d07ec13553aee247ed5f22925559e2e.pnge6d5efe26e7c1391121ebf0be5ba3c47.png

Затем, когда код сгенерирован, мы можем открыть его в песочнице:

8cd74140d4b5255955c89bbe8a47197c.png

Заключение

Итак, мы рассмотрели нововведение в виде Codia AI, которая позволяет преобразовывать наши, например, скриншоты в драфты, что значительно позволяет ускорить работу дизайнерам. Я, например, частенько юзаю различные редакторы, чтобы распознать текст с пдф файлов, у меня есть какие-то фавориты в этом отношении, однако при работе с фигмой, до знакомства с Codia AI, я даже не подозревала, что можно реализовать свой набросок в полноценный Figma Design. Мне кажется, что это очень полезный плагин, который в будущем будет только развиваться и расти, и снижать потраченное время человеком за компуктером.

Также рассмотрели преобразование фигмы в код, как мне кажется – тоже интересная функция для плагина, которая помогает оптимизировать наши процессы, однако, конечно, которая оставляет за собой некоторые вопросы. Хотя мы и не проверяли код, однако мне кажется, что все-таки рука опытного программиста все-таки должна быть приложена к результату работы плагина, хотя, не берусь утверждать. Все-таки, в любом случае, это очень интересная разработка, которая воодушевляет(:

Что же, была рада подготовить материал, всем спасибо и рады видеть в комментариях!(:

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  • 30.06.26 15:08 wendytaylor015

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 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] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:53 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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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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  • 23.08.26 20:02 leslieyee

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  • 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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  • 25.10.26 14:35 lydiasmitth456

    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

  • 25.10.26 14:35 lydiasmitth456

    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

  • 27.10.26 01:58 KATHLEEN

    Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.

  • 27.10.26 02:22 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

  • 27.10.26 02:22 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

  • 27.10.26 02:25 KATHLEEN

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