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Три инженера, три месяца, три RTX 4090: как мы улучшили умную клавиатуру для планшетов KVADRA_T

Привет, Хабр. Меня зовут Вадим Воеводкин, я инженер по разработке ПО искусственного интеллекта в YADRO. Наша команда получила задачу улучшить предиктивный ввод на планшетах KVADRA_T. В B2B/B2G-сценариях счет идет на секунды: инспектор на рейде, врач в приемном покое или оператор в пункте обслуживания печатает быстрее, когда система ускоряет ввод текста. Поэтому улучшение предиктивного ввода — не просто фича, а реальный способ сэкономить время и повысить продуктивность. Расскажу, какой непростой, но интересный путь мы прошли и каких результатов добились.

16e67767f742aaac7d726be7ead577f2.jpg

Нейронные сети помогают нам при работе с гаджетами почти всегда: в приложениях камеры, расшифровка речи и разблокировка по лицу — все это примеры успешного применения нейронных сетей. Клавиатура здесь не исключение. Предиктивный ввод текста «на лету», подсказка с подходящим смайликом и исправление опечаток — все это работа нейросетей.

Word Prediction и Word Completion

Для начала разобьем общую задачу улучшения предиктивного ввода на простые подзадачи. В качестве примера будем использовать фразу «I saw a cat on a table».

2cc638861a931a51065ca0aed103014a.jpeg

Здесь наша задача делится на две:

Word Completion (WC) — подсказывает, какое слово вы хотите ввести, если введена хотя бы первая буква. Начинаем вводить «saw», и клавиатура уже предлагает подходящий набор слов.

Word Prediction (WP) — предсказание следующего слова, которое пользователь еще не начал набирать. Из примера видно, что предлог «on» клавиатура предсказала вполне успешно.

В этой статье подробно разберем обе задачи и рассмотрим модели, которые мы использовали для улучшения предиктивного ввода.

Бенчмарки: с чем мы сравнивали нашу клавиатуру

Чтобы проверить, насколько хорошо планшет KVADRA_T справится с рабочими задачами, мы взяли для сравнения наиболее качественные решения для планшетов и смартфонов. Конкретные названия по понятным причинам мы называть не будем, ограничимся условными: клавиатуры M, G и Y.

В качестве датасетов мы использовали приватные и open source-наборы данных, которые описывают стандартное использование клавиатуры пользователями: ввод сообщений, комментариев и небольших текстов.

Язык

Тексты из мессенджеров

Комментарии

Ru

≈ 14k уникальных диалогов из двух или трех сообщений. ≈ 95k строк

≈ 40k комментариев к фильмам, книгам и так далее

En

≈ 13k уникальных диалогов из двух или трех сообщений. ≈ 85k строк

≈ 32k комментариев к фильмам, книгам и так далее

Чтобы получить отправную точку для улучшения, то есть оценить дефолтную клавиатуру планшета KVADRA_T и конкурентов, нам нужно:

  • выбрать релевантные метрики,

  • создать единую методологию замеров,

  • протестировать клавиатуры на тестовых наборах данных.

Метрики и методология сравнения клавиатур

Разобраться в работе разных моделей предиктивного ввода нам помогли научные публикации. Все подзадачи предиктивного ввода так или иначе являются задачами моделирования языка (language modeling). Есть сформировавшийся набор метрик типа perplexity и cross-entropy, которые показывают вероятностную оценку качества предсказаний. Но мы решили, что с точки зрения пользовательского опыта самой показательной метрикой будет количество сэкономленных нажатий (keystroke savings, KSS) при вводе текста. Чем меньше «тапов» по клавиатуре сделает пользователь, тем лучше работает предиктивный ввод.

Для корпоративных сценариев это особенно важно: кассир в ритейле вводит несколько тысяч символов за смену, а инспектор ГИБДД может заполнять протокол в глубинке, без надежного интернет-соединения. Кроме скорости важна еще и работа модели в офлайне — это критичное требование многих госзаказчиков, где облако недоступно.

Мы вычисляли метрику KSS по этой формуле:

KSS = \frac{keys_{normal} - keys_{predicted}}{keys_{normal}}

В ней:

  • keys_{normal} — общее количество нажатий без предиктивного ввода,

  • keys_{predicted} — с предиктивным вводом.

KSS — основная и универсальная метрика, отражающая, насколько хорошо система угадывает слова как в задаче Word Prediction, так и в задаче Word Completion. KSS максимально точно передает восприятие клавиатуры пользователем и показывает, насколько эффективно работает предиктивный ввод. Поэтому мы выбрали KSS в качестве основной метрики. Также для анализа качества обученных моделей мы использовали дополнительные:

  • WPR — Word Prediction Ratio, процент предсказанных слов,

  • WCR — Word Completion Ratio, процент дополненных слов.

Если успешных предсказаний мало, то пользователь может перестать обращать внимание на эти подсказки.

Чтобы более детально проанализировать качество моделей и их работу на конкретных датасетах, мы добавили еще две метрики:

  • AWPL — Average Word Prediction Length, средняя длина предсказанного слова,

  • AWCL — Average Word Completion Length, средняя длина завершенного слова

Эти метрики особенно полезны для оценки ввода на русском языке: чем длиннее слово, тем лучше модель помогает с вводом сложных слов, а не только союзов и предлогов. Остальные метрики более важны на этапе обучения и валидации моделей.

Сравним клавиатуры по KSS. Замер производительности мы проводили с помощью автотестера, который создал мой коллега @masdevas Этот инструмент с помощью Android Studio и OCR автоматически запускает клавиатуры и собирает метрики.

Для сбора метрик определимся с подходом для подсчета keys_{normal} и keys_{predicted} и детально разберем пайплайн работы моделей предсказания и дополнения слов. Он включает две модели: Word Prediction и Word Completion. Этот пайплайн важно разобрать, чтобы понять, что Word Completion и Word Prediction не конкурируют друг с другом, а, наоборот, дополняют. Их работа четко разграничена, рассмотрим ее на примере фразы про кота:

818e1ca828d7d15effdb10ca11958381.gif

На анимированной схеме выше пользователь вводит текст (printed string), а модели WC и WP дают подсказки. Ниже — строка с конкретными подсказками (prompt set). Модель WC включается, когда пользователь начал набирать слово, а WP — после ввода пробела. Слева расположен счетчик с нажатиями (keys normal), сэкономленными «тапами» (keys saved), количеством введенных (total words) и предсказанных (words predicted) слов.

Получили нужную фразу, посмотрели на милого котика и переходим к анализу
Получили нужную фразу, посмотрели на милого котика и переходим к анализу

Рассчитаем метрику KSS:

KSS = \frac{11 – 5}{11} * 100 = 54.55\%$, $WPR = 25 \%

Здесь 11 — количество нажатий, а 5 — количество сэкономленных «тапов». Мы рассматриваем модели WC и WP в связке для расчета целевых метрик, так как они дополняют друг друга.

Сравниваем предиктивный ввод популярных клавиатур и KVADRA_T

Мы сформулировали условия и метрики оценки предиктивного ввода нескольких клавиатур, а также создали автоматическую систему подсчета метрик. Переходим к прямому сравнению умной клавиатуры KVADRA_T и других распространенных клавиатур на Android.

Напомню, что мы обозначили клавиатуры конкурентов как G, M и Y.

Метрики KSS для русского и английского языков
Метрики KSS для русского и английского языков

Автоматизированное тестирование показало, что дефолтная клавиатура нашего планшета отстает от конкурентов по метрике KSS: более чем в два раза по сравнению с лучшей клавиатурой Y для английского языка и почти в два раза для русского.

В дефолтной клавиатуре планшета KVADRA_T используется N-граммное решение, и мы полагаемся на вероятностный подход и подсчет частоты употребления слов. Поэтому было решено создать модель предиктивного ввода с нуля.

В последние годы задача моделирования языка вышла на передний план исследований и разработок — не в последнюю очередь благодаря успехам больших языковых моделей (LLM) и архитектуры трансформеров.

Мы не стали использовать трансформеры, так как на момент проведения экспериментов для достижения нужного качества было достаточно более простых архитектур. Кроме того, архитектуры, представленные ниже, показали себя более подходящими по производительности. Мы решаем прикладную задачу — ускорить набор текста на Android-клавиатуре, поэтому в нашем случае простота и скорость важнее масштабируемости модели.

Мы остановились на архитектуре RNN (Recurrent Neural Network) с некоторыми модификациями. Расскажу о том, что получилось у трех AI-инженеров YADRO за три месяца работы с тремя картами RTX 4090.

Какие модели мы исследовали и протестировали

Мы провели много экспериментов с той или иной степенью успешности, но я расскажу только о самых интересных и репрезентативных. Рассмотрим три семейства моделей. Каждое — это определенный архитектурно-концептуальный подход к решению задачи моделирования языка. Одно из ключевых различий между ними — минимальная неделимая единица. Она подается на вход модели и предсказывается на выходе.

Например, модель, которая работает с целыми словами, невозможно применить для завершения слов. Char based-модель можно использовать сразу для решения двух задач: WC и WP. Однако она требует более сложный пайплайн для генерации одного предсказания. Начнем обзор именно с этой модели.

Char based-подход: от букв к словам

На первый взгляд, все просто. Модель состоит из двух основных частей: энкодера и декодера. Энкодер как губка (RNN, GRU, LSTM или другие) впитывает информацию о входных символах, таких как буквы и знаки препинания, а затем преобразует ее в единый вектор. Этот вектор можно представить как компактное математическое описание входных данных. Для этого энкодер использует различные типы рекуррентных нейронных сетей (RNN), такие как LSTM или GRU, которые способны «запоминать» контекст и последовательность символов.

72eb5d7b0a8e6240e349eac683b5de9d.png

Декодер выполняет обратную задачу: он берет этот вектор и преобразует его в вероятности для каждого возможного символа из словаря. Например, если модель видит на входе буквы «ко», она с определенной вероятностью может предположить, что следующий символ будет «т» — как в слове с корнем «кот».

Проблемы предиктивного ввода

Предсказание целых слов. Здесь начинается самое интересное. Представьте, что вам нужно предсказать не одну следующую букву, а целое слово. Это уже гораздо более сложная задача. Почему? Потому что модель должна не только учитывать вероятности отдельных букв, но и находить комбинации, которые образуют осмысленные слова.

Например, если модель предсказывает буквы «к», «о», «т», то она должна понимать, что это законченное слово, а не начало чего-то другого, например «котенок». Чтобы справиться с этой задачей, нужно много раз вызывать модель для генерации каждой новой буквы, что требует значительных вычислительных ресурсов даже для относительно небольших моделей.

Ошибки и неточности. Еще одна сложность — сгенерированное слово может быть написано с ошибками. Например, вместо «кот» модель может выдать бессмысленное «кпт». Чтобы минимизировать такие ошибки, нужно внедрять дополнительные механизмы проверки, такие как словари или правила орфографии. Но это добавляет еще больше сложностей в работу системы.

«Жадные» алгоритмы и их ограничения. Для выбора наиболее вероятной последовательности символов часто используется «жадный» (greedy) алгоритм. На каждом шаге своей работы он выбирает символ с наибольшей вероятностью. Однако этот подход не всегда дает оптимальный результат. Давайте посмотрим на формулу:

arg \max_y (\prod_{t = 1}^{n}(p(y_t|y_{< t })) ) \neq \prod_{t = 1}^{n} arg \max_y (p(y_t|y_{< t }) )

В ней y_t — \text {предсказанный токен на шаге} t, n — \text {длина предложения или слова которое мы хотим предсказать моделью}.

Мы видим, что «жадный» алгоритм может выбрать локально лучший вариант на каждом шаге, но в итоге получить глобально худшее решение. Это приводит к экспоненциальному росту сложности задачи, так как для поиска лучшей последовательности нужно перебирать огромное количество вариантов.

Решаем проблемы с Beam Search

Чтобы решать эти проблемы можно использовать различные эвристические методы, один из них — Beam Search. Этот алгоритм работает следующим образом: вместо того чтобы выбирать только один самый вероятный символ на каждом шаге, он сохраняет несколько наиболее вероятных гипотез. Затем он продолжает развивать эти гипотезы, постепенно отсеивая менее вероятные варианты.

Пример работы Beam Search
Пример работы Beam Search

На схеме видно, как алгоритм отслеживает несколько параллельных путей и находит более качественные решения, чем «жадный» алгоритм. В нашем случае размер окна (beam width) составляет три слова. Beam Search не гарантирует идеального результата, но предлагает разумный компромисс между точностью и вычислительными затратами.

270fe0b86cc892fcd27e4e5243fb86cf.png

Основные особенности Сhar based-модели:

  • отсутствуют ограничения на язык и тексты словаря — работа на уровне символов делает модели универсальными,

  • компактность — один миллион параметров, что позволяет эффективно работать даже на мобильных устройствах,

  • обучить модель довольно просто, но построение эффективного пайплайна требует усилий,

  • обеспечивает значительную экономию нажатий — средний прирост метрики KSS в 1,63 раза для английского и 1,23 для русского языков.

Семейство Word RNN: когда слова важнее букв

Если семейство моделей Char RNN учится «думать» на уровне отдельных символов, то семейство моделей Word RNN поднимается на новый уровень абстракций и оперирует сразу целыми словами. Это концептуальное отличие открывает новые варианты решения задачи Word Prediction, однако для задачи Word Completion семейство Word RNN подходит не очень хорошо.

Схема работы модели Word RNN
Схема работы модели Word RNN

Концептуально модель максимально похожа на Char RNN и также состоит из энкодера и декодера. В основе декодера лежит словарь, размер которого является гиперпараметром. Он составлен на основе тренировочного и тестового датасетов и содержит несколько тысяч наиболее употребляемых слов.

Задача модели на первый взгляд проста: научиться предсказывать следующее слово в последовательности. Например, если модель видит начало фразы «я люблю», она должна предположить, что следующим словом может быть: «котиков», «кофе» или «рисовать».

Однако за этой кажущейся простотой скрывается более объемная модель. С увеличением размера словаря растет и количество параметров модели — в нашем случае до 4,5 миллионов при размере словаря в 20 тысяч слов. Это уже не Char RNN с его компактностью, а полноценная «тяжеловесная» система, требующая больше ресурсов для обучения и работы по сравнению с Char RNN-семейством.

Процесс обучения Word RNN можно описать как «легкий вход, но с некоторым трудом». Модель получает на вход слово и предсказывает следующее — все просто. Однако из-за большого количества параметров и необходимости обрабатывать длинные последовательности обучение становится более ресурсоемким по сравнению с Char RNN, хотя сам процесс остается достаточно прямолинейным и понятным.

Пайплайн также выглядит проще, чем в случае с Char RNN. Здесь нет необходимости решать сложные задачи комбинаторики букв или бороться с ошибками ввода. Модель работает с готовыми словами, что делает ее использование более удобным в реальных приложениях.

Отмечу, что модели Word RNN и Char RNN часто работают вместе и дополняют друг друга. Например:

  • Char RNN работает над завершением незаконченных слов (Word Completion): если пользователь ввел «прив», модель может предложить «привет»,

  • Word RNN сосредоточена на предсказании следующего слова целиком (Word Prediction): после «привет» модель может предложить «как дела?».

Такое разделение труда позволяет достичь максимальной эффективности. В результате совместной работы этих двух семейств моделей удалось добиться прироста KSS в 1,06 раз, что выводит наше решение для русского языка на уровень популярных клавиатур, таких как клавиатура G:

f9029cf1f238c01aa55583013161849b.png

Особенности модели Word RNN:

  • словарь содержит более 20 тысяч слов, чего хватает для большинства повседневных сценариев ввода текстов,

  • 4,5 миллиона параметров, которые помогают точнее предсказывать слова,

  • простое обучение модели и реализация пайплайна,

  • в связке с Char RNN модель позволяет догнать одну из популярных клавиатур, что подтверждает эффективность такого подхода.

Char CNN + RNN: когда символы встречаются со сверточными сетями

Представьте себе модель, которая сочетает в себе точность работы на уровне символов и мощь глубоких нейронных сетей. Именно так работает Char CNN+RNN — гибридная архитектура, объединяющая сверточные сети (CNN) для обработки символов и рекуррентные сети (RNN) для предсказания слов. Давайте разберем, как это работает и почему этот подход оказался настолько эффективным.

На вход модели подается Char ID vector — вектор фиксированной длины, например 25 символов. Это число выбрано не случайно: оно достаточно для покрытия большинства слов как в русском, так и в английском языках. Каждому символу из словаря соответствует уникальный порядковый номер (ID), который записывается в соответствующую позицию вектора. Например, для слова «saw»:

  1. На первую позицию ставится ID буквы «s».

  2. На вторую — ID буквы «a».

  3. На третью — ID буквы «w».

  4. Остальные позиции заполняются нулями.

На выходе модель возвращает вероятность выбора того или иного слова. Размер этого словаря — гиперпараметр, который можно настраивать для каждой задачи отдельно.

Архитектура Char CNN + RNN = идеальный тандем

Разделим эту архитектуру на две части, CNN и RNN, и рассмотрим каждую подробнее.

Архитектура Char CNN + RNN
Архитектура Char CNN + RNN

RNN-часть похожа на ту, что мы используем в Char RNN и Word RNN. Этот слой преобразует размерность вектора до необходимой для декодера CNN, поэтому модель может эффективно комбинировать преимущества обеих архитектур.

CNN-часть формирует вектор числовых значений (embedding vector), который содержит информацию о каждом слове. Входные данные содержат вектор из нулей и ID символов. Сначала они проходят через несколько сверточных слоев (convolutional layers), которые анализируют локальные зависимости между символами и выявляют паттерны: суффиксы, префиксы или повторяющиеся последовательности. Благодаря сверточным слоям мы можем отказаться от позиционного кодирования (positional encoding). Затем данные обрабатываются через слой pooling, который уменьшает размерность, но сохраняет ключевые особенности. Результирующие значения конкатенируются в единый вектор.

Чтобы улучшить качество представлений, мы добавили highway network — механизм, который позволяет модели «перепрыгивать» через сложные трансформации и извлекать больше полезной информации. Он дал заметный прирост по метрикам, которые мы раскроем ниже.

Раздельное обучение для Word Prediction и Word Completion

Особенность модели Char CNN + RNN в том, что мы обучаем ее решать две разные задачи: завершать вводимое слово (Word Completion) и предсказывать следующее слово (Word Prediction). Эти задачи требуют разных подходов, поэтому мы используем раздельное обучение для каждой.

Word Completion помогает быстро набрать слово, которое вы уже начали вводить: после набора «ко» модель должна предложить «кот», «котик» или другое подходящее слово.

Для решения этой задачи мы используем Char CNN-часть модели, которая работает на уровне символов по такому алгоритму:

  1. На вход подается частично введенный текст: например «ко».

  2. Модель преобразует его в вектор Char ID и обрабатывает через сверточные слои, чтобы выделить паттерны символов.

  3. Данные проходят через слой pooling и конкатенируются в единый эмбеддинг.

  4. Этот эмбеддинг используется для предсказания наиболее вероятного завершения слова.

Мы обучаем Char CNN-часть на задаче восстановления исходного слова: модель получает на вход неполное слово «ко» и учится восстанавливать его до полной формы «котик». Так она учится кодировать символы и извлекать полезные паттерны для завершения слов.

В отличие от Word Completion, задача Word Prediction заключается в том, чтобы предсказать следующее слово в последовательности слов. Например, после фразы «я вижу» модель должна предложить «котика», «щенка» или «котенка». Для этой задачи мы используем RNN-часть модели, которая работает на уровне контекста следующим образом:

  1. На вход RNN подается последовательность уже введенных слов, например «я вижу».

  2. Модель анализирует контекст и генерирует вектор, который содержит информацию о предыдущих словах.

  3. Этот вектор передается через двухслойную LSTM и fully connected linear layer, чтобы преобразовать его в размерность словаря.

  4. На выходе мы получаем вероятности для каждого возможного следующего слова.

Обучение RNN-части происходит отдельно от Char CNN: модель учится предсказывать следующее слово на основе контекста. Например, если входная последовательность — «я вижу», модель должна научиться предлагать слова, которые чаще всего следуют за этим выражением.

Результаты: мы обогнали клавиатуры G и M

Модель Char CNN + RNN показала впечатляющие результаты, особенно для английского языка. Мы заменили Char RNN на Char CNN + RNN для задачи Word Completion и добились дополнительного прироста в 21%. Это позволило не только догнать, но и обогнать популярные клавиатуры G и M:

ba33e40639ceb70d835c7850766ff866.png

Для русского языка прирост был менее значительным — 8%, но даже это позволило нам вплотную приблизиться к клавиатуре M. Отмечу, что работа с русским языком оказалась сложнее из-за его морфологической сложности, но результаты все равно вдохновляют.

Особенности работы с русским языком: нужно расширить словарь

Русский язык — это вызов даже для самых продвинутых языковых моделей. Одна из ключевых причин — его морфологическая сложность. В отличие от английского языка, где у слов относительно немного форм, русский язык характеризуется большим количеством словоформ, образуемых с помощью приставок, суффиксов и окончаний. Это создает уникальные трудности для моделей, работающих как на уровне символов, так и на уровне слов.

В английском языке у одного слова может быть лишь несколько форм (например, «run», «runs», «running»). В русском же языке это разнообразие многократно возрастает:

  • глаголы спрягаются по временам, лицам и числам, а в прошедшем времени — по родам,

  • существительные склоняются по падежам и числам, а также у них есть постоянный грамматический род,

  • прилагательные согласуются с существительными в роде, числе и падеже.

Это означает, что одно лексическое понятие, например глагол «читать», может породить десятки различных форм: «читаю», «читаем», «читаешь», «прочитал», «прочитала» и так далее. Для модели это серьезная проблема: чтобы корректно предсказывать или завершать такие слова, ей нужно либо обладать глубоким пониманием морфологии, либо иметь достаточно большой словарь, который покрывает все возможные варианты словосочетаний.

В наших экспериментах мы использовали словарь размером 20 тысяч слов, которого достаточно для работы с английским языком. Однако для русского языка такого размера мало. После частотного анализа многие редкие или специфические словоформы оказываются за пределами словаря. Из-за этого модель спотыкается на подобных случаях, что приводит к снижению общего качества предсказаний.

Например, если пользователь вводит «прочита», модель легко предложит такие формы, как «прочитаю» или «прочитал». Однако при вводе более редкой формы, такой как «прочитавши», модель может не справиться — такой вариант мог не попасть в словарь. Аналогично, сложные слова с приставками и суффиксами — например, «перечитывание» или «непрочитанный» — могут быть упущены, если они отсутствовали в тренировочном датасете.

Ключевые выводы по работе с моделью Char CNN + RNN:

  • словаря размером в 20 тысяч слов достаточно в большинства сценариев использования для английского языка, но для русского размер приходится увеличивать,

  • количество параметров составило 4,5 миллиона, но это оправдано качеством предсказаний,

  • средний уровень сложности обучения и реализации пайплайна, однако требуются ресурсы и время,

  • метрика KSS в среднем выросла в 1,21 раза для английского и в 1,08 раза для русского языков.

Результаты использования CNN RNN для Word Completion

Сразу скажу, что мы были приятно удивлены. В предыдущем лучшем решении использовалась Char RNN для Word Completion и CNN RNN для Word Prediction. Мы заменили для Word Completion модель на CNN RNN и добились прироста на 118% для английского языка по сравнению с дефолтной клавиатурой KVADRA_T. Это ключевой момент, на который стоит обратить внимание. Если раньше мы только стремились приблизиться к клавиатуре G, то теперь обогнали и ее, и клавиатуру M:

393891d45a4120f402dc88621e30b981.png

Обратите внимание, что увеличив размеров русского словаря до 40 тысяч слов мы добились прироста на 3% по метрике KSS: два крайних столбца CNN-RNN small и CNN-RNN big.

2d6877cd1d0785382ef65a6c197853b5.jpeg

Для русского языка прирост оказался менее значительным — 60%. Однако это тоже отличный результат, так как мы почти достигли уровня клавиатуры M. В английском языке мы уверенно показали прогресс, но в предсказании русских слов еще есть определенные трудности.

Особенности модели CNN RNN для Word Completion:

  • размер словаря мы увеличили до 40 тысяч слов,

  • количество параметров составило 4,5 миллиона,

  • процесс обучения и реализации пайплайна имеет среднюю сложность,

  • KSS в среднем вырос в 2,18 раза для английского и в 1,6 для русского языков.

Заключение

Мы провели экспериментами с разными моделями предиктивного ввода для русского и английского языка, чтобы оценить их по релевантным для пользователя метрикам. Нашей главной задачей было сократить количество нажатий и улучшить дефолтную клавиатуру планшета. Также отмечу, что инференс моделей по нашим тестам всегда был заметно быстрее 200 мс, то есть скорости реакции тренированного человека.

Мы уже интегрировали протестированные нами модели в приложение для KVADRA_T. Но это только начало долгого пути разработки SOA-решения. Параллельно мы развиваем собственный MlKit SDK, который помогает в сложных бизнес-кейсах: от аутентификации по лицу и вычислительной фотографии до интеллектуальной обработки документов, включая удаление теней и улучшение читаемости. Следите за нашим блогом — будем рассказывать о самых интересных разработках.

Наконец, хочу поблагодарить своих коллег: @alexgr52и @dok-luck. Вместе с ними мы улучшили умную клавиатуру и написали эту статью. Будем рады ответить на ваши вопросы в комментариях.

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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.

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  • 12.08.26 16:37 rssllhrnsb

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TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

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

  • 18.08.26 04:59 marcushenderson624

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

  • 19.08.26 14:50 BAYER7043

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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

  • 13.10.26 14:14 lisalisa22

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