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Использование LLM в автоматизации рутинных задач

Использование мультимодальной модели для навигации в браузере
Использование мультимодальной модели для навигации в браузере

Всем привет!

На связи Георгий Бредис, Deep Learning Engineer из команды Intelligent Content в SberDevices. Наша команда занимается задачами автоматизации бизнес-процессов путем извлечения информации из неструктурированного контента и созданием сервисом суммаризации и поиска на основе LLM. В данный момент мы исследуем новые способы извлечения информации из интерфейсов, что открывает новые возможности для автоматизации процессов в сфере RPA.

В этой статье речь пойдет об использовании больших языковых моделей для работы с браузером, как одного из самых распространенных примеров интерфейса.

В первой части я расскажу, как такие модели строятся, чем отличаются разные подходы и какие проблемы они решают.

Во второй части проведу обзор существующих бенчмарков и подходов для данной задачи.

Наконец, в заключении, я поделюсь нашими собственными разработками. Это:

  • Мультимодальный инструктивный бенчмарк на скриншотах на русском языке;

  • Domain-based LLM, решающая подобные задачи.

Базовая идея

При правильной подготовке большие языковые модели, работающие в браузере, способны автоматически выполнять задачи в интернете, имитируя действия человека. Подобные модели могут переходить по веб-страницам, заполнять формы, кликать по ссылкам и собирать данные, и всё это без прямого участия пользователя. Основная идея заключается в том, чтобы автоматизировать рутинные задачи. Далее мы обсудим, как эту задачу можно решить, и проведём обзор возможных подходов.

Основные подходы

Веб-страницы можно описать несколькими способами:

  1. HTML (а также CSS и JavaScript) — используется для создания и структурирования контента на веб-страницах, включая текст, изображения и ссылки.

  2. DOM-структура — графовое (более точно — древовидное) представление веб-страницы. Служит для более эффективного взаимодействия со структурой страницы.

  3. Изображение — в конечном итоге пользователь, как правило, взаимодействует только с визуальным отображением веб-сайтов, что представляется в виде наборов изображений.

Каждый из описанных выше способов может представлять входные данные для модели. На выходе ожидается текст, который нужно использовать для совершения действий и планирования. Так что базово любая модель представляет собой комбинацию энкодера (кодировщика) определённой модальности (или нескольких модальностей, например HTML и изображения) и текстового декодера.

В зависимости от выбора входных данных будет меняться и структура модели, а также формат и процедура сбора данных для дообучения. Модели на веб-домене можно разбить на две группы: те, что работают на изображениях (image-based), и те, что работают с текстом в виде HTML (text-based). Ниже мы более подробно рассмотрим каждый из видов моделей, обсудим их сильные и слабые стороны, а после перейдём к конкретным подходам.

Image-Based Models (скриншоты)

Модели, работающие с изображениями, нарезают изображения на мелкие кусочки (патчи, англ. patches), которые затем подаются в визуальный энкодер или в текстовую модель (через проекцию). У данных подходов есть несколько ограничений. Среди них основные следующие.

  • Ограниченность контекста на одном изображении. Это вводит дополнительную ось взаимодействия с прокруткой страницы (scroll).

  • Так как подобным моделям нужно оперировать с признаками низких уровней (веб-элементы, текст на изображении), то необходимо использовать энкодеры высоких разрешений. Чем больше разрешение у энкодера, тем больше токенов поступят на вход модели. Это сильно ограничивает возможность общаться с моделью и задавать дополнительные вопросы. При использовании энкодеров на маленьком разрешении модель не может найти правильные элементы для взаимодействия. Вдобавок к предыдущим проблемам, энкодеры на маленьком разрешении больше и имеют более качественные фичи.

  • Способ идентификации. По идее, каждый элемент веб-страницы имеет уникальный идентификатор, но при использовании исключительно изображения мы должны предсказывать координаты элементов без возможности использовать идентификатор напрямую. Это приводит к ряду проблем, таких как способ определения элемента (центр или ограничивающую рамку) и вложенность.

Text-Based Models (HTML)

Модели, работающие на HTML-страницах, как правило, обрабатывают HTML-код страницы перед тем, как отдать её декодеру (LLM). Это нужно, чтобы ненужная информация из HTML не забивала контекст, так как очень часто код страницы содержит большое количество шума. Часть подходов основывается на фильтрации HTML-документа, другие используют сложные механизмы внимания и эвристики, чтобы обходить сложность обработки HTML. Среди основных ограничений выделим следующие.

  • Шум. как упоминалось выше, HTML-код одной страницы наполнен большим количеством ненужной информации. Так что его необходимо дополнительно обрабатывать.

  • Неподходящие стандартные способы обучения моделей. Поскольку для анализа HTML необходимо ориентироваться в иерархической структуре страницы (модель должна понимать отношения между элементами дерева и текстами внутри них), обучение таким задачам, как span corruption или fill-in-the-middle с относительно короткими спанами не позволяет добиться появления желаемых свойств.

  • Ограниченность на домене. HTML-код встречается только в браузере. Несмотря на изначально поставленную задачу, мы хотим получить обобщаемую модель, которая сможет взаимодействовать не только с веб-страницами, но и с мобильными интерфейсами, десктопными приложениями, документами. Также HTML-код плохо передает визуальные свойства изображения.

Mixed Models

Помимо упомянутых способов обработки веб-страниц, существуют комбинированные подходы, а также есть возможность добавлять токены от DOM-структуры страницы. Из-за слишком узкой направленности и сложного инференса подобных моделей мы не будем останавливаться на них в этой статье. Если вам интересно узнать больше о таких подходах, напишите об этом в комментариях.

Далее перейдём к обсуждению бенчмарков, ведь ни одна модель машинного обучения не строится без правильных метрик.

Бенчмарки

Среди бенчмарков можно выделить несколько категорий:

  • web VQA — вопросы для одной страницы (очень похожие по домену на DocVQA. Кстати, DocVQA наша команда тоже занималась, ссылка1, ссылка2);

  • single-hop взаимодействие со страницей (например, нажать на нужную кнопку);

  • multi-hop взаимодействия. Которые, в свою очередь, подразделяются на оффлайн и онлайн. Первые предполагают оценку модели на изображениях и заранее отобранной стратегии взаимодействия с сайтом. Вторые предполагают оценку в среде, то есть оценку качества достижения цели, а не следования конкретному маршруту.

Ниже мы обсудим основные на данный момент англоязычные бенчмарки и способы их перевода. Основной фокус будет сделан на десктопных сайтах, с некоторыми отсылками на мобильные приложения. Также, несмотря на полноту работы, будут упущены некоторые знакомые многим бенчмарки (такие как MiniWob++), так как они не позволяют оценить качество модели на реальной задаче.

Web VQA

В данном разделе обсудим основные способы оценки качества понимания веб-страниц, возможность извлечения информации и связь с похожими доменами. Во избежание громоздкости этого раздела упустим бенчмарки общего VQA, так или иначе имеющие пересечения с веб-доменом.

WebSRC

Основной бенчмарк по извлечению информации для моделей на веб-домене по формату очень похож на DocVQA, ChartQA и т. д. Фокус в работе сделан на нахождение информации на веб-странице и создании базовых моделей для решения этой задачи. Это главный бенчмарк для оценки возможности моделей извлекать информацию из веб-страниц.

Web Navigation

Рассмотрим несколько базовых (иногда совсем новых) работ по оценке различных аспектов веб-навигации у моделей.

ScreenSpot

Довольно новый датасет, представленный в работе SeeClick. Представляет из себя single-hop вопросы на составление пары координата-действие по заданной инструкции. Подобный бенчмарк позволяет оценить базовое качество модели, не переходя к более сложным офлайновым бенчмаркам.

Untitled
ScreenSpot

Mind2Web

В данный момент ключевой бенчмарк для любых систем, стремящихся автоматизировать взаимодействие с браузером. Он представляет из себя офлайн-среду для оценки ряда действий возвращаемых моделью. Включает качество оценки определения элемента взаимодействия, определения типа взаимодействия и их сочетание. Покрывает довольно большое кол-во доменов и хорошо задокументирован.

Этот multi-hop бенчмарк является примером офлайновой оценки модели, что не позволяет действительно оценить качество последней и является только прокси-метрикой, так как на реальных сайтах достичь цели можно множественными траекториями. Для решения этой проблемы используются так называемые онлайн-бенчмарки, но их невозможно использовать без среды, что также ограничивает их применение.

В последнее время появляется все больше бенчмарков наподобие Mind2Web, среди которых можно выделить довольно примечательный OmniACT, оценивающий качество понимания моделью среды при помощи генерации кода (что в будущем может стать основным способом взаимодействия с интерфейсами!).

Open-Source and Papers

Среди всех работ по взаимодействию с веб-страницами можно выделить два основных направления, первый — на основе GPT4V (возможно, в скором времени к ним добавятся и новые модели с возможностью вызова по API, но пока не позволяет качество), второй — создание отдельных доменных моделей.

API-Based модели

Эта категория подходов использует API GPT4V (пока только эта модель), подаёт изображения или отфильтрованный HTML-текст на вход модели, а получает действие и какой-то способ определить элемент. Основной проблемой является необходимость определения элементов взаимодействия, поэтому используются различные способы граундинга (от англ. grounding — приземление) предсказаний модели на интерфейс. Далее пройдёмся более подробно по каждому из них:

Image Annotation (Set-of-Marks)

В данном случае на вход модели поступают скриншоты с подсвеченными элементами для возможного взаимодействия. Это можно сделать через инструменты управления браузером (playwright) или при помощи расширений (например, через vimium, как это делает VimGPT, что, по сути, очень похоже на предыдущий подход). В таком случае изображение выглядит так (в примере использован vimium), а модель должна вернуть выбор элемента (в виде набора символов) и тип действия.

Из довольно известных данный подход использован в работах WebVoyager, VimGPT и SeeAct (оставшиеся два метода предложены в этой же работе и ее предшественнике).

Untitled
Звук Set of marks

Element Attributes

В данном подходе модели предлагается сгенерировать детальное описание элемента для взаимодействия, после чего происходит поиск по данной DOM-структуре на наличие подобных элементов. Этот метод также рассматривался как один из основных в работе SeeAct.

Textual Choices

Подход, берущий идею из Mind2Act. Основная идея — возьмём возможные кликабельные элементы из HTML-страницы, выберем лучшие (например при помощи энкодера по типу DeBERTa) и подадим на вход LLM с просьбой выбрать лучшие. В результате из подходов на основе API модель показывает лучшее качество. Ограничением является многостадийность и необходимость создания отдельной модели ранжирования.

Несмотря на кажущуюся простоту использования подходов на основе API, у них есть существенные недостатки: необходимость эвристик для правильной подачи данных в LLM. Так что существует желание сделать отдельную веб-модель, которую можно будет эффективно и несложно использовать.

Standalone-модели

Среди standalone-моделей также существует некоторая дихотомия на модели, работающие с изображениями, и на модели, работающие с текстом.

CogAgent

На данный момент одна из самых интересных работ по созданию модели, работающей на интерфейсе. Как упоминалось выше, при стандартном кодировании изображения и подаче его в текстовый декодер посредством эмбеддингов патчей (фактически токенов изображения) мы сталкиваемся с двумя фундаментальными ограничениями:

  • невозможно эффективно использовать высокое разрешение (забьётся контекст);

  • невозможно использовать энкодеры только маленького разрешения: на вход декодеру будет поступать малое количество полезной информации для низкоуровневых действий.

CogAgent решает обе проблемы посредством создания энкодера высокого разрешения и добавления его в модель посредством кросс-внимания (англ. cross-attention) со слоями декодера. Это позволяет эффективно использовать контекст и одновременно с этим обрабатывать изображения высокого разрешения. Архитектура модели представлена ниже.

Untitled
CogAgent

Основным ограничением такого подхода является долгое предобучение модели на большом количестве данных, чтобы слои кросс-внимания правильно встроились в декодер. CogAgent показывает лучшее качество на Mind2Web из числа image-based моделей, а также хорошее качество на стандартных text-rich VQA-бенчмарках.

SeeClick

Можно сказать, что данная работа является CogAgent на минималках. В ней авторы используют стандартный подход в стиле LLaVA к подаче изображения в декодер (а если быть точнее, то используют уже готовую QWEN-VL), кодируют изображение среднего разрешения (448×448) и подают напрямую в декодер. Несмотря на простоту модельного подхода, авторы собирают качественный датасет, направленный на понимание скриншота и координат, что в конечном счета и даёт основной прирост. В него входят такие задачи, как text2point, point2text (где модель просят восстановить координаты по тексту и текст по координатам). Модель показывает не очень высокое качество на бенчмарке Mind2Web, но довольно хорошо справляется с задачей ScreenSpot, где нужно найти элемент и действие, а не понимать, на какой стадии выполнения задачи находится модель.

ScreenAI

В данной работе используется довольно простая идея от схожих моделей для обработки скриншотов (pix2struct) и документов (UDOP). Нарезаем изображение с учётом отношения сторон (pix2struct patching), представляем патчи в виде эмбеддингов, конкатенируем с текстом и отправляем в мультимодальную T5. Модель учится на нескольких задачах восстановления структуры изображения на большом количестве разнообразных веб-данных и изображениях графиков. В результате модель показывает хорошее качество на классических DocVQA-бенчмарках и WebSRC.

HTML-T5-XXL

Текстовая T5-модель, работающая на HTML, на данный момент имеет самые высокие метрики на бенчмарке Mind2Web. Из предположения о двух проблемах при работе с HTML: семантической сложностью соотношения тегов с текстом и необходимостью специфически понимать контекст (так как структура вложенная) — авторы применяют два основных подходы для их решения. Для решения первой проблемы авторы увеличивают длину спанов для денойзинга. Это позволяет модели лучше понимать структуру HTML. Для решения второй — комбинируют глобальное и локальное внимание для обработки вложенной структуры в HTML.

Cуществует ещё несколько работ, созданных для работы с веб-страницами, но они либо неинтересные (например, DualVCR) в рамках данной статьи, либо устарели и имеют преемников (Mind2Act → SeeAct).

Связанные и достойные упоминания

Работы выше создавались для взаимодействия с интерфейсным доменом, поэтому их важно было рассмотреть отдельно. Но помимо них есть ряд идей из других работ, достойных обсуждения.

FUYU

Работа от Adept.ai (основатели — авторы статьи «Attention Is All You Need»). Изображения нарезаются на патчи, обрабатываются линейным слоем и отдаются на вход авторегрессионному декодеру. Основной плюс — можно использовать изображение любого разрешения.

LLaVA-Next (изначально LLaVA-1.6)

Продолжение линейки модели LLaVA, в этот раз нарезаем изображение на кропы (например, 800×800 → 672×672 → 4×(336×336)), и каждый из кропов обрабатываем моделью типа ViT. Модель не разрабатывалась непосредственно для веб-домена, но является важной вехой в обработки text-rich изображений.

LaVague

Открытая текстовая модель для взаимодействия с браузером. Авторы используют Gemma-7b для непосредственных взаимодействий, а решают проблему зашумленности HTML-документа посредством RAG. В итоге решение работает, и довольно неплохо.

skyvern

Фреймворк из последнего батча YC, в котором большое внимание уделяется возможности конфигурировать пайплайн. Основное достоинство работы — это грамотная инженерная смесь разных практик. Взаимодействие происходит благодаря комбинации из подходов image annotation и textual choices с многоэтапной обработкой. В конечном итоге фреймворк способен совершать сложные действия.

Closed-Source

Помимо большого количества академических и открытых работ, выделим несколько компаний, которые занимаются подобными задачами автоматизации. Несмотря на растущее число подобных стартапов, на текущий момент, хочется отметить несколько наиболее интересных. Также не включены стартапы, на продукты которых (на данный момент) нельзя посмотреть, например в виде демо-видео или небольшого приложения.

Adept.AI

Компания от авторов «Attention Is All You Need», подарила нам работу Fuyu-8B, а также несколько других открытых моделей для работы с интерфейсами, пока не релизили продукт, но обещает быть очень интересным.

HyperWrite.AI

Ребята делают «Self-Operating-Computer» и даже готовят свою модель. Помимо интересного демо, есть возможность записаться в waitlist. Есть обертки над разными LVLM-моделями и даже возможность поднять всё локально (тут конечно LLaVA-модели).

Induced.AI

Интересная работа с красивым демо, но с малым количеством технических деталей. По результатам сильно напоминает VimGPT, хотя авторы на своем дискорд сервере говорят, что решение построено на отдельных моделях и не привязано напрямую к GPT4V. Интересно посмотреть что получится у них дальше, компания уже подняла раунд у солидных инвесторов.

Проделанная работа

Как было сказано ранее, мы разработали модель на базе текстового декодера GigaChat и собрали бенчмарк. Далее расскажем подробнее о самой модели и бенчмарке, а также покажем демо взаимодействия текущей модели с реальным веб-интерфейсом.

Бенчмарк

Для разработки веб-моделей (как, в общем-то, и для разработки любого рода моделей машинного обучения) необходим валидационный сет. Задачи, решаемые в браузере, требуют оценивать точность взаимодействия и качество планирования, для этого мы разработали два способа оценки.

Первый наподобие ScreenSpot, в котором наибольшее внимание уделяется нахождению элемента взаимодействия и способа взаимодействия с ним. Данный сет был собран при помощи рендеринга скриншотов и выделения кликабельных элементов. Также данный бенчмарк можно улучшить посредством добавления человеческих описаний элементов (для перехода модели в домен естественного языка).

Для оценки возможности модели работать в веб-среде мы разработали фреймворк WebFollower для сбора offline multi-hop взаимодействия с сайтами. Основная идея заимствована из Mind2Web. Пример разметки сайта можно найти ниже:

В рамках данного демо было решено отключить возможность оставлять комментарии. Но в общем случае они предполагаются на каждом действии — такая возможность необходима для простого перехода из multi-hop в single-hop. В итоге мы собрали около 500 демонстраций на различных доменах и сайтах и в скором времени собираемся опубликовать их.

Мы планируем выложить часть бенчмарков в открытый доступ (некоторые из них можно будет найти в MERA) и опубликовать код для создания разметки своего сайта в формате Mind2Web.

Подход и сбор данных

Представляем разработанную модель. В процессе разработки мы опробовали несколько разных подходов. В данной статье решили представить метод с координатами как наиболее интересный для визуализации.

Для непосредственного обучения модели мы адаптировали подход из LLaVA и обучили модель на двух задачах: планирование взаимодействия с интерфейсом и нахождение подходящего элемента. Для улучшения понимания моделью высокого разрешения использовали подход с нарезкой изображения, как в LLaVA-Next.

Архитектура:

Untitled
Untitled

Во время обучения модели мы активно взаимодействовали с коллегами из AIRI FusionBrain, благодаря чему нам удалось добиться лучшего качества модели, за что им большое спасибо. Кстати ребята разрабатывают свой фреймворк для мультимодального обучения, а недавно у них состоялся релиз OmniFusion 1.1.

Для задачи ориентирования на веб-странице мы подготовили обучающий набор данных на понимание веб-страницы. Во многом опирались на работы коллег и опыт команды в разработке мультимодальных text-rich моделей. В результате были включены четыре задачи:

  1. описание веб-элемента;

  2. нахождение координат веб-элемента по описанию;

  3. нахождение веб-элемента по координатам;

  4. перевод изображения в HTML-код.

В будущем мы планируем расширить сет данными из классических OCR-задач, но на веб-домене, а также добавить задачи на суммаризацию информации. Подобную работу проделывали коллеги в статье Enhancing Vision-Language Pre-training with Rich Supervisions.

Для сбора скриншотов мы использовали playwright, где с каждого сайта собирали изображение, HTML и VDOM (DOM c координатами). После, изображения были нарезаны и отфильтрованы для грамотного соотношения с веб-элементами. Также данные такого формата можно использовать и для создания Set-of-Marks на изображении, что было сделано в части экспериментов.

Примеры обучающих данных:

Untitled
Untitled
{
    "tag_name": "button",
    "text": "Все о товаре",
    "bbox": {
        "x": 608,
        "y": 490,
        "width": 148.16668701171875,
        "height": 40
    },
    "center": {
        "x": 682.0833435058594
        "y": 510
    }
    "segment": 0
}

В итоге нам удалось добиться понимания моделью координат. Это позволило перейти к следующим этапам и опробовать несколько гипотез.

  • Навыки извлечения информации (как в стандартных экстрактивных VQA-задачах).

  • Навыки чтения веб-страницы.

  • Понимание координат элементов и умение соотнести информацию об элементе и изображении.

Далее пришло время инструктивных данных для планирования. Для этого мы использовали внутренние данные, собранные в формате Mind2Web, а также перевели Mind2Web в multi-hop парадигме. После обучения на итоговых инструкциях у модели появились базовые возможности к планированию и соотношению действий с необходимым элементом.

Демо работы итоговой модели:

Что дальше?

Качество модели складывается из многих составляющих. Из них можно выделить те, на которые мы сделаем упор в ближайшее время:

  • Качество извлечения информации из изображений. Это необходимо для лучшего нахождения элементов и out-of-domain возможностей модели.

  • Навыки модели к планированию. Для этого нужно собрать больше качественных инструктивных данных, которые описывают декомпозицию комплексной задачи на простые действия.

  • Возможности рефлексии, чтобы на каждом шаге взаимодействия модель смогла перестроить план, согласно текущему состоянию среды.

Помимо этого мы планируем опубликовать бенчмарк, сравнение разных моделей на нем, а также больше информации о нашей модели и процессе обучения. Для большего количества технических деталей следите за будущими новостями.

На связи с вами

Такжы мы сейчас активно нанимаем! Откликайтесь на вакансию, если хотите присоединиться к нашей команде.

Статью подготовил: Георгий Бредис. Помогали в редакции: Даниил Водолазский, Дмитрий Головин, Максим Брегеда, Игорь Галицкий, Сергей Марков. Обложку подготовила: Александра Гаскевич. За помощь в технической части спасибо Елизавете Гончаровой.

Также напомню о том, что в Telegram-канале Salute AI мы с коллегами начали делиться наработками в области машинного обучения и другими рабочими моментами. А в соответствующем чатике Salute AI Community можно пообщаться с нами лично.

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  • 22.06.26 21:51 kimberlyhebert786

    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

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    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

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  • 24.06.26 14:16 Universina da Mota

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  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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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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  • 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.

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  • 23.08.26 20:02 leslieyee

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  • 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

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  • 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

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  • 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

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  • 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

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