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Jev 1.14: ищем объекты, проверяем документы и находим кошку среди 96 фотографий

В предыдущей статье я проверял Jev на текстовых задачах: классификации, уверенности ответов, длинном контексте и грязном входе. 14 октября TypeSafe анонсировала Jev 1.14 и открыла экспериментальные возможности: изображения, новый тип вопроса box и расширенный контекст. Захотелось посмотреть, что с их помощью можно сделать на практике и где возникают ошибки.

За быструю серию экспериментов удалось проверить поиск объектов по описанию, классификацию пород кошек и собак, вопросы по картинке, поиск банковских реквизитов на документах и запросы с десятками фотографий. Все вычисления вместе обошлись примерно в $2.6.

Самый показательный результат получился в задаче «найти кошку среди собак». При 32 и 96 фотографиях модель ни разу не выбрала правильную фотографию из середины массива. После изменения структуры запроса — те же картинки, тот же порядок — ответила правильно во всех проверенных случаях. Ниже расскажу, что именно изменилось и почему первый результат легко было неправильно истолковать.

Что теперь можно спросить у Jev

Если вы пропустили предыдущую статью: Jev — модель TypeSafe для структурированных решений. Вы передаёте данные и вопросы, а в ответ получаете значения заданных типов. choice выбирает вариант из списка, score оценивает по шкале, noul возвращает вероятность ответа «да». У choice и score есть распределение вероятностей и показатель уверенности confidence. Краткое описание подхода есть в документации TypeSafe.

С изображениями к этому добавляется box: можно попросить найти голову кошки, человека в красных очках или IBAN получателя на документе. В ответе — четыре координаты рамки в долях ширины и высоты изображения, а также confidence. Один вопрос возвращает одну рамку. Описание box.

Три объекта на одном фото: две кошки и пульт
Три объекта на одном фото: две кошки и пульт

Три вопроса к одной фотографии. Синим показаны рамки Jev и их confidence. Все три рамки выглядят точными, хотя уверенность в правой кошке — всего 0.12. Низкая уверенность сама по себе ещё не означает ошибку.

Изображения можно передавать в данных запроса, инструкциях и даже в описаниях вариантов ответа — например, задать каждый класс фотографией-примером. Для изображений и box нужен заголовок TypeSafe-Danger-Zone-Images: true; разработчики пока обозначают эти возможности как экспериментальные. Формат работы с изображениями.

В анонсе есть любопытная деталь: Jev 1.13 уже была мультимодальной, а теперь эту возможность открыли пользователям. Расширенный контекст тоже поддерживается в 1.13; box доступен только с 1.14. Разработчики включили экспериментальные функции через отдельные заголовки API и прямо говорят, что пока не готовы рекомендовать их для production.

У самой 1.14 также заявлены небольшие улучшения по разным направлениям, особенно в поддержке языков. Здесь я сосредоточился на изображениях и длинном контексте. Все результаты ниже получены 15 октября 2026 года на jev-1.14.0; межъязыковые улучшения и разница качества между версиями в этой серии не проверялись.

Что можно использовать на практике

Это краткая сводка по проверенным задачам. Числа относятся к нашим выборкам; условия и ограничения разобраны дальше.

Задача

Что получилось

Как использовать

Найти объект по описанию

Головы питомцев: 92% попаданий; люди и предметы RefCOCO: 74%. Критерий — IoU ≥ 0.5

Описывать конкретную цель; один вопрос box даёт одну рамку

Проверить, есть ли объект

box возвращает рамку и для отсутствующего объекта. Отдельный noul разделил 150 положительных и 40 отрицательных примеров без ошибок

Задавать noul рядом с box; дополнительно проверять на трудных отрицательных примерах

Отобрать надёжные рамки

При confidence ≥ 0.7 ошибок не было, но осталось лишь 24–31% рамок, по 12–47 на набор

Подбирать порог под задачу; при нескольких похожих объектах уточнять описание

Найти текст на документе

Поиск IBAN по точному тексту: 44% → 89% на чистых страницах, 51% → 75% на имитации скана

Нарезка и увеличение помогают. Цепочка «OCR → поиск по тексту» целиком ещё не проверена

Извлечь все реквизиты по номерам

Перебор «первый IBAN, второй…» даёт пропуски и лишние рамки; все реквизиты найдены лишь на 18 из 60 непустых страниц после нарезки

Для полного извлечения нужен другой способ получить кандидатов

Классифицировать фотографии

На 37 породах: Jev 89.5%, Gemini Embedding 2 95.4–95.9%. У Jev порог 0.9 оставляет 64% ответов с точностью 98.7%

Сравнивать с эмбеддингами; уверенность Jev полезна для отбора ответов

Найти нужное фото среди десятков

Именованные изображения: все ответы верны при 8, 32 и 96 фото, по 12 запросов на каждую позицию. Варианты с номерами давали сбои

Ссылаться на фотографии по имени; одна однозначная нумерация отдельно не проверялась

Обработать длинный текст

Запросы до 193k токенов прошли; сводное снижение точности — 4.8 п.п., середина сложнее

Сокращать лишний контекст; важное размещать в начале. Предел 262k не проверялся

Оценить стоимость изображений

Фото 640×480 — около 870 токенов, примерно $0.00004 без остальных частей запроса

По замерам проходили стороны 280–1568 px; изображения меньшего размера стоит подготовить заранее

Как проводилась проверка

Это обзор возможностей, выполненный за один день. Исследование я проводил с Claude. Использовались публичные фотографии и программно сгенерированные сцены и документы; реальные рабочие документы в Jev не отправлялись.

Что проверялось

Данные

Рамка вокруг головы

150 фотографий Oxford-IIIT Pet

Объект по описанию среди других

100 фотографий RefCOCO: 50 с людьми и 50 с предметами

Классификация

370 фотографий, 37 пород кошек и собак

Вопросы по изображению

Простые сцены и 100 усложнённых сцен с фигурами и текстом

Текст на документах

70 синтетических страниц, каждая в чистом виде и с имитацией скана

Длинный контекст

30 текстовых обращений; отдельно — наборы из 8, 32 и 96 фотографий

Отправлено около 4.5 тысячи запросов к Jev, включая отклонённые запросы, и получено 1110 эмбеддингов Gemini. Стоимость рассчитана по использованию токенов и тарифам, со счётом провайдеров не сверялась.

Сравнения методов проводились на одних и тех же примерах. Для долей использовались интервалы Уилсона, для парных сравнений — тест Макнемара с поправкой Холма внутри серии сравнений. В длинном контексте интервалы считались бутстрэпом по исходным обращениям: несколько вариантов одного обращения не считались независимыми примерами.

У части тестов с рамками было три повтора. Это проверка воспроизводимости ответа; число разных изображений от этого не увеличивается. В основных таблицах качества рамок ниже используется один прогон.

1. Найти объект по описанию

Для рамок использовалась стандартная метрика IoU: площадь пересечения предсказанной и эталонной рамки, делённая на площадь их объединения. Единица означает полное совпадение. Условным попаданием считался IoU ≥ 0.5.

Задача

Изображений

Средний IoU

Доля попаданий, 95% интервал

Голова кошки или собаки

150

0.76

92% [86.5; 95.4]

Человек по описанию, RefCOCO testA

50

0.73

80% [67.0; 88.8]

Предмет по описанию, RefCOCO testB

50

0.66

68% [54.2; 79.2]

Рамка вокруг головы кошки
Рамка вокруг головы кошки

«The head of the cat»: IoU 0.90. Синяя рамка — Jev, зелёная — эталон датасета.

Поиск человека в красных очках
Поиск человека в красных очках

«Person in red goggles at far left»: IoU 0.86. Здесь нужно выбрать человека по описанию среди нескольких людей.

Что даёт уверенность

Точность рамок до и после отбора по уверенности
Точность рамок до и после отбора по уверенности
Точные числа: порог, доля принятых ответов и точность

Задача

Все ответы: доля попаданий

При confidence ≥ 0.5: осталось / попадания

При confidence ≥ 0.7: осталось / попадания

Головы питомцев

92%

76% / 98.2%

31% / 100%

Люди RefCOCO

80%

64% / 87.5%

24% / 100%

Предметы RefCOCO

68%

56% / 92.9%

28% / 100%

Порог 0.7 убрал все ошибки на этих выборках, но оставил лишь 12–47 рамок на набор. Например, 12 верных рамок из 12 дают 95% интервал примерно от 76% до 100%. Оснований обещать безошибочную работу нет.

Практическая польза показателя всё же видна: можно принимать часть рамок автоматически, а остальные отправлять на дополнительную обработку. При этом шкала box заметно отличается от классификации: уверенность ≥ 0.9 встретилась лишь у одной из 150 рамок вокруг головы. Порог нужно подбирать для конкретной задачи.

Если объекта нет

На фотографиях питомцев я спрашивал про самолёт, жирафа, велосипед и другие отсутствующие объекты. Рамка возвращалась и для них. Такое поведение прямо описано в документации: у box нет ответа «не найдено».

Поэтому рядом задавался noul — вопрос о присутствии объекта. На 150 положительных и 40 отрицательных примерах результаты полностью разделились: для присутствующих объектов вероятность была не ниже 0.91, для отсутствующих — не выше 0.21. Собственный confidence рамки разделял их хуже: у одной рамки для отсутствующего объекта он доходил до 0.80.

В запросе это выглядит так — фрагмент поля questions, если фотография уже передана в state.photo:

{
  "present": {
    "type": "noul",
    "instructions": "Is there a cat in `photo`?"
  },
  "location": {
    "type": "box",
    "instructions": "the cat in `photo`"
  }
}

В этой проверке отрицательные примеры были простыми. На перекрытых объектах, силуэтах или похожих предметах ошибок может быть больше. Но уже на них видно, почему использовать один confidence рамки для проверки присутствия — слабое решение.

Если одинаковых объектов несколько

На синтетических сценах с яблоками запрос «the apple» обычно выбирал одно яблоко. При трёх яблоках стало много промахов, а медианная уверенность упала с 0.69 для одного яблока до 0.19 для трёх.

Уточнение «самое левое яблоко» помогало: верные рамки получились в 100% ответов при двух яблоках и в 92% при трёх. На каждое количество было только 12 разных сцен с тремя повторами, поэтому это предварительное наблюдение. Оно показывает ценность однозначного описания цели.

2. Документы: найти строку проще, если увеличить её

Сначала задача выглядела обнадёживающе. На простых синтетических платёжных документах Jev находила строку IBAN, хотя рамка часто смещалась по вертикали. После расширения рамки вверх и вниз на высоту строки нужный реквизит оказывался внутри в 98–100% ответов. Плательщика с получателем модель не перепутала.

У этого результата две существенные оговорки: всего было по 15 документов с одним и с двумя IBAN; критерий пригодности кропа появился после просмотра ответов. При строгом IoU ≥ 0.5 результаты составляли лишь 27–47% в зависимости от вопроса. Расширение рамки выглядело полезным приёмом, который стоило проверить дальше.

Следующая серия была сложнее: страницы 1100×1556 пикселей с абзацами, таблицей, реквизитами и отвлекающими номерами. На странице — от нуля до 12 синтетических IBAN. Каждая страница проверялась в чистом виде и с поворотом, размытием, шумом и JPEG-сжатием, имитирующими скан.

Здесь критерий успеха зафиксирован до прогона: после расширения по вертикали на высоту строки рамка должна покрывать не менее 80% нужного IBAN и менее половины любого другого. Дополнительно ограничивалась площадь исходной рамки, чтобы ответ «вся страница» не считался успехом.

На целой странице модель часто возвращала рамки высотой в две-три строки со сдвигом примерно на строку. Тогда та же страница была разрезана на четыре горизонтальные полосы с перекрытием 60 пикселей, каждая увеличена в 1.4 раза. Ответы переводились обратно в координаты страницы.

Поиск текста на целой странице и после нарезки на полосы
Поиск текста на целой странице и после нарезки на полосы
Числа для целых страниц и полос

Задача

Целая страница

Четыре полосы

IBAN по полному тексту, чистая страница

44%

89%

IBAN по полному тексту, имитация скана

51%

75%

Однозначное слово абзаца, чистая страница

27%

58%

Однозначное слово абзаца, имитация скана

30%

59%

Для IBAN сравнивались те же 150 целей в каждом варианте документа; для слов — 179 однозначных целей. Улучшения статистически значимы в парном сравнении. На этих страницах увеличение текста помогло сильнее, чем мешала имитация сканирования.

Поиск IBAN на увеличенной полосе документа
Поиск IBAN на увеличенной полосе документа

Синтетический документ: компании и реквизиты сгенерированы программой. Для каждого IBAN модель получила его полный текст. Это пример успешной локализации известных строк.

89% — результат поиска строки, текст которой уже известен. Вопрос содержал полный IBAN из эталона. Ошибки OCR и полнота предварительного распознавания в эту цифру не входят.

А что, если попросить «первый IBAN», «второй IBAN» и так далее? Этот путь оказался слабым. Правильный i-й реквизит находился примерно в 11% случаев на целой странице и в 31–37% внутри полосы. Даже с дополнительным noul «есть ли i-й IBAN» все реквизиты были найдены лишь на 18 из 60 непустых страниц после нарезки. Оставалось и много лишних рамок.

Поэтому следующий эксперимент я бы строил так: полосы → OCR находит кандидатов → Jev локализует кандидата по его тексту. В этой серии проверено последнее звено при идеальном тексте кандидата. Весь конвейер, включая чтение и проверку реквизитов, ещё предстоит измерить.

3. Классификация: эмбеддинги оказались сильным соперником

Для классификации использовался Oxford-IIIT Pet: 37 пород кошек и собак, по 10 тестовых фотографий каждой породы.

Jev получала список пород с короткими описаниями вида «название — порода кошек/собак». У Gemini Embedding 2 считалось сходство эмбеддинга фотографии с эмбеддингами текстовых описаний классов. Это сравнение без обучающих примеров, то есть zero-shot.

Отдельно проверялся one-shot: в описание каждого варианта Jev добавлялась одна фотография-пример из обучающей части датасета.

Точность определения породы: Jev и Gemini Embedding 2
Точность определения породы: Jev и Gemini Embedding 2
Числа сравнения классификаторов

Метод

Примеров на класс

Точность

Jev zero-shot

0

89.5%

Jev с фотографией-примером в каждом варианте

1

91.6%

Gemini Embedding 2: сходство с текстом класса

0

95.4–95.9%

Диапазон Gemini получился при двух шаблонах описаний и двух размерностях эмбеддинга. Её преимущество перед Jev zero-shot подтвердилось в парных сравнениях с поправкой Холма. Улучшение Jev от одного примера на класс — на 2.1 процентного пункта — статистически подтвердить не удалось.

Примеры при этом увеличили медианный объём запроса примерно с 2.3 до 14.3 тысячи токенов, а время ответа — с 0.34 до 1.28 секунды. Замеры времени здесь побочные, в шести потоках; на точное сравнение производительности они не претендуют.

Ни одна из моделей ни разу не перепутала кошку с собакой. Ошибки происходили между похожими породами: например, стаффордширский бультерьер и питбуль, бирманская кошка и рэгдолл.

У Jev полезной оказалась уверенность ответа:

Минимальный confidence

Доля принятых ответов

Точность среди принятых

Без отбора

100%

89.5%

0.7

82%

97.7%

0.9

64%

98.7%

0.99

33%

100%

Это позволяет построить обработку с дополнительной проверкой сложных случаев. Пороговые показатели посчитаны на той же тестовой выборке; качество заранее выбранного порога на новых данных здесь не проверялось. Также это не отдельная проверка калибровки вероятностей: в этой серии измерено, насколько уверенность помогает отбирать более точные ответы.

Oxford Pets — широко используемый публичный датасет; пересечение с обучающими данными моделей я проверить не могу. Описания пород у Jev были минимальными, улучшать их я не пробовал. Вывод относится к этой задаче и этим настройкам.

4. Что модель видит на картинке — и где ошибается

Чтобы отделить трудности зрения от трудностей самой задачи, каждая синтетическая сцена передавалась двумя способами: как картинка и как текстовый список тех же объектов с координатами. Вопросы оставались одинаковыми.

На простых сценах с крупными контрастными фигурами точность по картинкам была 99.3%. Затем сцены усложнили: 8–20 фигур, три размера, десять цветов, мелкий текст.

Ответы на одни и те же вопросы по картинке и текстовому описанию сцены
Ответы на одни и те же вопросы по картинке и текстовому описанию сцены
Числа по основным типам вопросов

Вопрос

Картинка

То же содержание текстом

Сколько всего фигур

46%

61%

Сколько фигур заданного цвета

94%

100%

Есть ли фигура заданных цвета и формы

98%

100%

Какого цвета фигура заданных размера и формы

74.5%

100%

Какое слово написано, выбор из похожих вариантов

100%

100%

Какое 22-значное число написано, выбор из четырёх

100%

100%

После поправки на несколько сравнений значимыми остались различия в точном подсчёте всех фигур и в вопросах о цвете фигуры заданного размера.

Разбор ошибок оказался интереснее общей точности. Все 25 ошибок в вопросах о цвете относились к фигуре среднего размера. На маленьких и больших фигурах ошибок не было. В каждом ошибочном ответе модель выбирала цвет фигуры той же формы, но другого размера. То есть затруднение возникало при выборе объекта по относительному размеру.

Со счётом картина другая: точное количество угадывалось плохо и по картинке, и по тексту. Если разрешить ошибку на единицу, обе версии дают 96%. Модель часто была близка к ответу, но для точного подсчёта этого недостаточно.

А 100% на длинных числах требуют аккуратного прочтения: модель выбирала из четырёх готовых вариантов, отличавшихся одной цифрой. Шрифт был 16–22 пикселя, сцены — синтетические. Свободное распознавание текста без вариантов ответа этот тест не проверяет.

5. Кошка среди 96 фотографий: почему важны имена

В одном запросе передавались фотографии собак и одна кошка. Нужно было выбрать фотографию с кошкой. Проверялись наборы из 8, 32 и 96 изображений, кошка стояла в начале, середине или конце. На каждую комбинацию — 12 запросов.

В первой версии фотографии лежали массивом, а описания вариантов ответа содержали сразу две нумерации: photo k of n (item k−1 of the array).

Фотографий

Кошка в начале

В середине

В конце

8

100%

100%

100%

32

100%

0%

100%

96

100%

0%

100%

Результат похож на потерю информации в середине длинного контекста. Но при 32 фотографиях все 12 ошибок указывали на соседнюю позицию. Это повод проверить, что именно модель не смогла сделать.

Во второй версии те же фотографии в том же порядке были переданы объектом со случайными именами. Варианты ответа ссылались на пути вроде photos.<имя> — без порядкового номера.

После этого все ответы стали верными: 8, 32 и 96 фотографий, любая из трёх позиций кошки. Уверенность во всех этих ответах — 1.0.

Поиск кошки в наборе фото: варианты с номерами против вариантов по имени изображения
Поиск кошки в наборе фото: варианты с номерами против вариантов по имени изображения

Набор из 96 фотографий занимал около 117 тысяч токенов, медианное время ответа было около семи секунд. Для 8 фотографий — около 10 тысяч токенов и 0.6 секунды.

Этот эксперимент позволяет сказать, что в проверенной задаче модель находила кошку и в середине набора. Причину провала первой схемы однозначно установить нельзя: одновременно изменились структура данных и способ ссылки на изображение. Двойная нумерация могла запутать модель; вариант с одной недвусмысленной нумерацией отдельно не проверялся. При 96 фотографиях вероятности были распределены шире, и объяснения только сдвигом на единицу недостаточно.

Для своих запросов я бы выбрал именованные изображения. А 12 успешных ответов на комбинацию пока воспринимал бы как хороший результат пилота, который стоит проверить на более сложном поиске.

6. Длинный текст: середина по-прежнему сложнее

Отдельно проверялось обращение клиента банка среди большого объёма нейтрального текста. Нужно было выбрать один из десяти интентов. Использовались 30 обращений из предыдущей серии, каждое помещалось в начало, середину или конец наполнителя.

Расширенный контекст включался заголовком TypeSafe-Danger-Zone-Long-Context: true. По документации он поднимает лимиты запроса и отдельного вопроса до 262 тысяч токенов; здесь проверено только до 193 тысяч.

Точность и уверенность при росте текстового контекста
Точность и уверенность при росте текстового контекста
Точные числа и время ответа для длинного текста

Объём запроса

Время ответа p50

Обращение в начале

В середине

В конце

Без наполнителя, около 0.6k токенов

0.3 с

96.7%

—

—

Около 32k токенов

0.5 с

96.7%

93.3%

93.3%

Около 99k токенов

1.2 с

96.7%

83.3%

90.0%

Около 193k токенов

2.8 с

93.3%

86.7%

93.3%

Тридцати обращений мало для уверенных выводов по каждой ячейке: после поправки Холма ни одно отдельное сравнение с базой не стало значимым. Более высокая точность на 193k, чем на 99k, также не доказывает улучшение от длины.

При объединении всех длинных вариантов точность снизилась в среднем на 4.8 процентного пункта, 95% интервал — от −9.6 до −1.1. Уверенность снизилась на 0.10 [−0.16; −0.05]. Для средней позиции оценка падения точности — 8.9 п.п. [−17.8; −2.2].

Это согласуется с наблюдениями из предыдущей статьи: посторонний текст ухудшает результат, особенно если полезный фрагмент находится в середине. Здесь наполнитель был нейтральным, а на максимальной длине часть предложений повторялась. Длинные реальные документы могут вести себя иначе.

Несколько деталей для тех, кто захочет повторить

По тарифу TypeSafe, миллион входных токенов стоит $0.042, выход бесплатен. В этих замерах изображение 640×480 занимало примерно 870 токенов — около $0.00004. Поэтому даже широкая обзорная проверка стоила недорого. Полный запрос стоит больше: в нём есть инструкции, варианты ответа и, возможно, фотографии-примеры.

Размер изображений лучше проверять заранее. В документации указаны стороны от 256 до 1568 пикселей и отдельное ограничение по площади. Но в день замера API отвергал не только 256×256: 279×400 и 256×1000 тоже получили 400 Invalid image dimensions, хотя по площади проходили. 280×280 и 280×400 принимались. Для этих тестов использовалась минимальная сторона 280 пикселей. Это наблюдение о конкретном API на дату проверки.

В запросах я явно указывал jev-1.14.0: box на 1.13 в проверке вернул ошибку 400. Фиксация версии также помогает воспроизводить результаты и пороги уверенности.

Что хочется проверить дальше

Из этой серии я бы первым продолжил эксперимент с документами: взять реальные или более разнообразные размеченные страницы и измерить всю цепочку от OCR до рамки нужного реквизита. Сейчас видно, что масштаб изображения сильно влияет на результат, а перебор объектов по номеру даёт слишком много пропусков и лишних рамок.

На фотографиях уже получился полезный набор возможностей: найти объект по описанию, проверить его присутствие, отобрать более уверенные ответы. Для каждой операции есть измеримые ограничения — и возможность поменять запрос или обработку, когда качества недостаточно.

История с кошкой среди 96 фотографий особенно хорошо показывает, зачем разбирать неудачные ответы. Один результат выглядел как провал длинного визуального контекста, а повторная проверка показала, что модель видела нужную картинку. Способ указать на неё оказался существенной частью задачи.

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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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

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..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.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 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

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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

  • 13.10.26 14:14 lisalisa22

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

  • 13.10.26 14:14 lisalisa22

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

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