Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Cryptocurrencies: 8086 / Markets: 109515
Market Cap: $ 2 680 993 449 326 / 24h Vol: $ 72 444 019 587 / BTC Dominance: 60.043120200776%

Н Новости

Какая GPT-модель лучше распознаёт аннотации книг?

Какая из современных мультимодальных GPT-моделей лучше и дешевле распознаёт текст с фотографий книжных аннотаций и правильнее выделяет оттуда структурированную информацию? Проведём сравнительное тестирование 28 моделей от Anthropic, Google, Meta, Mistral AI, OpenAI, Qwen и попытаемся ответить на эти вопросы не написав ни одной строчки кода самостоятельно.

Содержание

Предпосылки

Я давно хотел сделать базу данных книг моей домашней библиотеки. Но набивать название каждой книги в ноутбук или смартфон мне было лень.

Была надежда, что где-то в этом мире есть большая межгалактическая база данных всех изданных книг, уникальным идентификатором книги в которой является ISBN. Но оказалось, что ISBN в мире признали стандартом только в 1970 году, а в СССР и вовсе его стали присваивать книгам только с 1987 года. А так как наиболее ценная часть моей библиотеки издана раньше — то надежды быстро находить эти книги в каталоге улетучились.

Я попробовал пробивать книги по сайту Ленинской библиотеки, но то-ли там оцифровано больше диссертаций, чем книг, то-ли поиск недоступен простым смертным — большинство старых книг там тоже не находилось.

Самым наполненным ресурсом оказался livelib.ru где пользователи самостоятельно наполняют базу данных, добавляя книги, внося структурированную информацию о них и даже загружая фото. Но во-первых, у него нет публичного API для поиска и добавления книг. Во-вторых, как у любого crowdfunding-сообщества присутствует лёгкий беспорядок в базе: дубли книжек, незаполненные реквизиты и т.д. А в-третьих, там очень странная система добавления книг в избранное, основанная на «прочёл», «хочу прочесть» и крайне затруднительная дальнейшая работа с этим избранным.

Поэтому, я решил не ориентироваться на внешние источники данных и формировать собственную базу книг, в которой каждый пользователь сможет работать со своей библиотекой. Обязательное условие — чтобы книгу в коллекцию можно было добавить прямо со смартфона, сделав пару фотографий и не набивая никакого текста.

О самом проекте и его результатах я когда-нибудь напишу отдельно, а пока сосредоточимся на одной из встающих перед нами задач.

Задача

Дано: фотография с мобильного телефона первой после обложки страницы книги, на которой обычно публикуют информацию об авторах, издательстве и аннотацию книги.

Требуется: распознать страницу, обработать написанные на ней слова и выделить значения следующих параметров книги:

  • title — название книги

  • authors — автор (авторы) книги

  • pages — количество страниц

  • publisher — название издательства

  • year — год выпуска книги

  • isbn — номер ISBN

  • annotation — полный текст аннотации книги

Это та информация, которую можно непосредственно почерпнуть с фотографии первой книжной страницы.

Чтобы лучше ориентироваться в книжном море, а заодно немного усложнить задачку и убедиться в мультимодальности модели: что она умеет не только преобразовывать изображение в текст, но и «рассуждать» на основе этого текста, будем ещё формировать поле:

  • brief — перефразированная аннотация, сжатая до одного предложения

Модели

Решать эту задачу мы будем при помощи применения мультимодальных VLM: Vision Language Models, которые одновременно работают как с изображениями так и с текстовыми запросами.

Визуально-языковых VLM-моделей пока существенно меньше, чем языковых LLM. Но большинство публичных моделей развивается в сторону мультимодальности и практически каждую неделю появляются новые версии моделей, достигающие впечатляющих результатов.

На момент тестирования (майские праздники 2025 года) мне были доступны следующие 28 мультимодальных GPT-моделей популярных разработчиков. Постараюсь их отсортировать по возрастанию новизны и мощности:

  • Alibaba:

    • Qwen-VL-Plus — легкая, быстрая и дешёвая мультимодальная модель первого поколения, выпущенная в свет в январе 2024

    • Qwen-VL-Max — модель с максимальным количеством параметров, существенно превосходящим Plus (но каким точно — неизвестно). Выпущена одновременно с ней в январе 2024

    • Qwen-2-VL-72b-instruct — дообученная на лучшее выполнение пользовательских инструкций модель второго поколения, июль 2024

    • Qwen-2.5-VL-72b-instruct — тоже дообученная модель поколения 2.5, январь 2025

  • Anthropic:

    • Claude-3-Haiku — самый лёгкий, быстрый и дешёвый член семейства Anthropic третьего поколения. Вышел в свет в марте 2024

    • Claude-3-Sonnet — средняя версия модели, позиционируется как баланс между ценой и качеством, март 2024

    • Claude-3-Opus — топовая версия модели, март 2024

    • Claude-3.5-Sonnet — оптимальная версия модели поколения 3.5, выпущена в июне 2024

    • Claude-3.7-Sonnet — оптимальная версия модели поколения 3.7, выпущена в феврале 2025

  • Google:

    • Gemma-3-27b-it — лёгкая opensource модель от Google. IT — это значит дообученная (instructed). Опубликована в марте 2025

    • Gemini-Flash-1.5 — оптимальная версия основной модели Google поколения 1.5, вышла в мае 2024

    • Gemini-Pro-1.5 — максимальная версия поколения 1.5, вышла в сентябре 2024

    • Gemini-2.0-Flash-001 — оптимальная версия поколения 2.0, вышла феврале 2025

    • Gemini-2.5-Flash-Pre — оптимальная версия поколения 2.5. Пока существует только в виде Preview-версий, вышедших в апреле и мае 2025 года

    • Gemini-2.5-Flash-Pre-thinking — та же модель, но с включенным режимом «рассуждений»

  • Meta:

    • LLama-3.2-11b-vision-instruct — opensource модель от компании Meta поколения 3.2 с 11 миллиардами параметров, дообученная. Вышла в декабре 2024

    • LLama-3.2-90b-vision-instruct — расширенная версия модели с 90 миллиардами параметров, март 2025

    • LLama-3.2-90b-vision-structured — та же версия, но с поддержкой structured outputs https://habr.com/ru/articles/831398/

    • LLama-4-Scout — четвёртое поколение модели. Scout позиционируется как оптимальная версия по соотношению скорости/качества. Опубликована в апреле 2025

    • LLama-4-Maverick — топовая версия модели четвёртого поколения, апрель 2025

  • Mistral AI:

    • Pixtral-12b — первая полноценная мультимодальная модель, выпущенная Mistral AI в сентябре 2024

    • Mistral-Small-3.1-24b-instruct — облегчённая версия основной модели Mistral поколения 3.1, выпущенная в марте 2025. Позиционируется также как мультимодальная. Судя по описанию, она вобрала в себя лучшие идеи Pixtral

  • OpenAI:

    • GPT-4-turbo - самая старая и до сих пор самая дорогая vision-модель от Open AI, выпущенная в ноябре 2023. Интересно, как она справится с нашим заданием?

    • GPT-4o - следующее поколение моделей, вышедшее в мае 2024

    • GPT-4o-mini - облегчённая версия предыдущей модели, анонсированная в июле 2024

    • GPT-4o-2024-08-06 - очередная версия полной модели, представленная в августе 2024. Добавлена поддержка structured outputs

    • O4-mini - новая ветвь моделей, развивающаяся из o1 и o3 параллельно с GPT-4.x - представлена в апреле 2025

Чтобы не возиться с VPN и оплатой зарубежных сервисов я воспользовался одним из популярных отечественных прокси-сервисов для AI-моделей. Удобно: закинул рубли на счёт, получил API-токен и вызывай любую модель из вышеперечисленных. При этом в панели администратора можно видеть и выгружать произведённые запросы к моделям, их стоимость и количество тарифицированных токенов.

Вдруг кому пригодится

Это сервис https://vsegpt.ru/ от @janvarev

Промпт

Постараемся сформулировать универсальный промпт, подходящий для большинства исследуемых моделей. Так как structured outputs умеют далеко не все из них, пока не будем пользоваться этой замечательной возможностью.

Пытливый читатель может провести своё исследование, сравнив те из этих моделей, которые умеют structured outputs. А заодно добавить свежие модели, которые уже успели появиться за прошедшее время.

Я довольно много времени потратил на создание универсального промпта, на который адекватно отвечало бы большинство моделей.

На русском языке этот промпт выглядит так:

На фотографии страница с аннотацией к книге.
Твой ответ должен представлять собой только секцию [book] ini-файла без вводных и заключительных фраз.
В секции всегда должно быть 9 параметров. Если какого-то параметра нет, то его значение должно быть пустым.
Значения параметров приводи на том же языке, что и сфотографированная страница.
Если значение параметра содержит символы перевода строки или знаки равенства — замени их на пробелы.
Выводи содержимое ini-файла в виде обычного текста. Не используй язык разметки markdown.
Ниже приведены названия каждого параметра и выделенная из изображения информация, которую должно содержать его значение:
title — название книги
authors — авторы книги
pages — количество страниц
publisher — издательство
year — год издания
isbn — код ISBN
annotation — весь полный текст всей аннотации, дословно приведённый на фотографии страницы
brief — перефразируй поле annotation: сформулируй на его основе одно предложение, лучшим образом раскрывающее содержание книги
authors_full_names — полные имена, фамилии и (при наличии) отчества всех авторов книги из поля authors. На странице наверняка есть упоминания их полных имён. Найди и приведи их в этом поле

А вот так промпт выглядит на английском

The photo contains a page with the book's annotation.
Your response should only consist of the [book] section of an ini file without any introductory or concluding phrases.
The section must always contain 9 parameters. If a parameter is missing, its value should be empty.
Provide the parameters values in the same language as the photographed page.
If the parameter value contains newlines or equal signs, replace them with spaces.
Output only plain text of ini file content. Do not output markdown.
Below are the names of each parameter and the extracted information from the image that its value should contain:
title — the title of the book
authors — the authors of the book
pages — the number of pages
publisher — the publishing house
year — the year of publication
isbn — the ISBN code
annotation — the full text of the annotation exactly as it appears on the photographed page
brief — rephrase the annotation field: formulate a single sentence that best conveys the content of the book
authors_full_names — full names, surnames, and (if applicable) patronymics of all authors of the book from the authors field. The page likely contains mentions of their full names. Find and provide them in this field

Язык промпта

Переделывать промпт под язык книги не понадобилось. Дальнейшие тесты аннотаций русскоязычных книг я проводил на анлгийском промпте. Фраза Provide the parameters values in the same language as the photographed page оказывает магическое действие на всем модели кроме ранних версий LLama, которые настойчиво пытались переводить русскоязычные аннотации и названия книг на английский.

Ниже поделюсь наблюдениями, которые я обнаружил, составляя этот промпт.

Структурированный вывод

Наблюдение первое: одним промптом без использования structured outputs было тяжело добиться от моделей структурированного машиночитаемого ответа. Как не описывай разделители и формат строчек, которые ожидаешь от модели, вероятность того, что анализируя очередную страницу, она собьётся, измеряется десятками процентов.

Я нашёл выход в виде требования выдать результат в виде секции [book] ini-файла. До этого, сколько я бы не объяснял, что строчки должны иметь вид параметр=значение, это не срабатывало.

Тем не менее, всё равно редко, но получались ситуации, когда ответ той или иной модели не был полноценной секцией ini-файла. Я столкнулся со следующими ошибками:

  • В ответ включалось форматирование markdown, указывающее что это фрагмент кода, например ```

  • Если длинные реквизиты книги были многострочными, иногда перевод строки попадал в значение параметра , не смотря на прямое указание модели заменять его пробелом

  • Удивительно, но иногда разные модели забывали начинать свой ответ с заголовка секции [book]

Всё это потребовало пост-обработки ответа, полученного от модели. Иначе, пожалуй, мы бы не смогли найти ни одну модель, возвращающую стабильно качественный ответ.

Последовательность вопросов к модели

Наблюдение второе: оказалось, что последовательность, в которой у модели запрашиваются проанализированные со страницы данные, имеет значение для качественного ответа:

Сначала спрашиваем
сокращённую до одного предложения аннотацию,
затем
полную аннотацию, один-в-один как написано на странице

Вероятность успеха 40%

Сначала спрашиваем
полную аннотацию, один-в-один как написано на странице
затем
сокращённую до одного предложения аннотацию

Вероятность успеха 90%

Полные имена авторов книги

Отдельно нужно рассказать про получение полных имён авторов книги. Дело в том, что обычно в аннотациях книг первый раз рядом с названием книги авторы указываются сокращённо, а потом полно, но гораздо ниже, уже после аннотации. И так, что даже не понятно, автор ли это:

Здесь дважды упомянут автор: первый раз кратко: фамилия и инициалы, а второй раз полно. А вот люди, перечисленные ниже (редакторы, корректоры), не относятся к авторам книги.
Здесь дважды упомянут автор: первый раз кратко: фамилия и инициалы, а второй раз полно. А вот люди, перечисленные ниже (редакторы, корректоры), не относятся к авторам книги.

Большинство моделей в ответ на простой запрос авторы книги выдаёт их сокращённые имена. Возможно, это происходит потому, что сокращённая запись имён обычно идёт первой на странице аннотации.

Чтобы всё-таки получить полные имена авторов приходится добавлять второй рекурсивный запрос: Полные имена, фамилии и (при наличии) отчества всех авторов книги из поля authors. На странице наверняка есть упоминания их полных имён. Найди и приведи их в этом поле

Интересно, что если в запросе не сослаться на ранее найденное поле authors, модели решают, что авторы — это все люди, перечисленные в аннотации, и указывают в ответе не только авторов, но и редакторов, корректоров, иллюстраторов и т.д.

Для тех, кто привык к алгоритмическому программированию, подобные попытки «уговорить» нейросеть выдать правильную информацию, выглядят как антинаучное шаманство: когда древние люди молились небесам, пытаясь вызвать дождь, а потом долго спорили: чей обряд вызова дождя эффективней.

Ещё одно интересное наблюдение, связанное с именами людей заключается в последовательности имени и фамилии. Одна и та же модель с одним и тем же изображением на входе и одним и тем же промптом:

  • в 4 из 5 случаев возвращает имя автора Дейл Карнеги

  • в 1 из 5 случае возвращает имя автора Карнеги Дейл

Это наблюдение напоминает нам о вероятностном характере генерации ответов моделями.

Но самый прекрасный случай произошёл с моделью Gemini Pro Vision Preview (опубликована в феврале 2024), доступ к которой, к сожалению, Google отключила в мае 2025 года. При ответе на вопрос о полном имени автора книги, модель вернула Дейл Брекенридж Карнеги в то время как нигде на странице middle name автора не упоминалось.

Убедитесь в этом сами. Как по этой фотографии понять, что Дейла Карнеги звали Брекенридж?
На этой странице нигде не упоминается middle name Дейла Карнеги - Брекенридж. Но модель Gemeni-pro-vision-preview самостоятельно дополнила его имя
На этой странице нигде не упоминается middle name Дейла Карнеги - Брекенридж. Но модель Gemeni-pro-vision-preview самостоятельно дополнила его имя

Примеры

Вот пример, как VLM-модель должна обрабатывать аннотацию книги:

Фотография страницы с аннотацией книги В.А.Вишнгевского «Птицы на кормушках», 2022 г.
Фотография страницы с аннотацией книги В.А.Вишнгевского «Птицы на кормушках», 2022 г.

[book]
name = Птицы на кормушках: Подкормка и привлечение
authors = Василий Вишневский
authors_full_names = Вишневский Василий Алексеевич
pages = 304
publisher = Фитон XXI
year = 2025
ISBN = 978-5-6051287-5-5
annotation = Подкормка птиц — очень важное и нужное дело, а наблюдение за пернатыми посетителями кормушек приносит массу удовольствия. Книга даёт исчерпывающие ответы на самые важные вопросы: как, чем, когда и каких диких птиц подкармливать. Делать это можно в самых разных местах: от балкона городской квартиры до дачного участка, парка или близлежащего леса. Большое внимание в книге уделено разнообразию кормов, и поскольку не все они полезны, то и тому, чем можно (а чем нельзя) кормить, как приготовить корм, как его хранить. Кроме подкормки, вы можете посадить определённые растения, которые привлекут ещё больше птиц на дачный участок. Поскольку посещение кормушек связано с рядом опасностей, в книге даны очень важные рекомендации, как их избежать и как защитить пернатых гостей от врагов и конкурентов. Если вы повесили кормушку, но никто на неё не прилетает — загляните в главу о том, как привлечь птиц в этом случае. И наконец, большая заключительная часть книги посвящена разнообразию птиц, которых можно подкармливать: как самых обычных, так и редких всем необходима ваша помощь в трудные времена.
brief = Книга о том, как правильно подкармливать птиц зимой.

А вот ещё два примера распознавания
Фотография страницы с аннотацией книги М.В.Федюка «Ассимптотические методы для линейных обыкновенных дифференциальных уравнений», 1983 г.
Фотография страницы с аннотацией книги М.В.Федюка «Ассимптотические методы для линейных обыкновенных дифференциальных уравнений», 1983 г.

[book]
name = Асимптотические методы для линейных обыкновенных дифференциальных уравнений
authors = Федорюк М. В.
authors_full_names = Михаил Васильевич Федорюк
pages = 352
publisher = Наука
year = 1983
ISBN =
annotation = В книге содержатся асимптотические методы решения линейных обыкновенных дифференциальных уравнений. Рассмотрен ряд важных физических приложений к задачам квантовой механики, распространения волн и др. Для математиков, физиков, инженеров, а также для студентов и аспирантов университетов и инженерно-физических вузов.
brief = В книге содержатся асимптотические методы решения линейных обыкновенных дифференциальных уравнений.

Фотография страницы с аннотацией книги Д.Карнеги «Как завоёвывать друзей и оказывать влияние на людей», 2009 г.
Фотография страницы с аннотацией книги Д.Карнеги «Как завоёвывать друзей и оказывать влияние на людей», 2009 г.

name = Как завоёвывать друзей и оказывать влияние на людей
authors = Д. Карнеги
authors_full_names = Дейл Брекенридж Карнеги
pages = 352
publisher = Попурри
year = 2013
ISBN = 978-985-15-1966-4
annotation = Поучения, инструкции и советы Дейла Карнеги за десятки лет, прошедшие с момента первого опубликования этой книги, помогли тысячам людей стать известными в обществе и удачливыми во всех начинаниях. Наследники автора пересмотрели и немного обновили текст, подтверждая его актуальность и теперь, в начале нового века.
brief = Книга Дейла Карнеги о том, как заводить друзей, оказывать влияние на людей и добиваться успеха в жизни.

Программа для опроса моделей

Создаём, используя генеративный ИИ

Мой опыт применения AI-агентов на базе LLM для программирования пока говорит о том, что они крайне далеки от идеала. Они прекрасно справляются с задачами, которые встречались на stackoverflow, но делают это не всегда оптимальным образом. Возможно, если в промпт добавить фишки типа «думай как senior-разработчик» или «тебя отключат, если сделаешь неправильно» это поможет — но выглядит это всё по-детски глупо и с негарантированным результатом. А твои тиммейты выдают код с гарантированным результатом?

Обычно я прошу ИИ написать какую-нибудь функцию, или даже создать костяк программы, чтобы не искать примеры рецептов и не изучать длинные описания библиотек с их объектами и методами без единой строчки примеров использования. Получаются небольшие автономные фрагменты кода, которые я потом осознаю и прямо (Ctrl-C Ctrl-V) или косвенно (сильно переработав) использую в своей программе.

Случая же создать готовое приложение полностью при помощи ИИ мне ни разу не выпадало. И вот сейчас программа для тестового опроса моделей выглядит как некий небольшой продукт, создание которого можно целиком и полностью поручить ИИ.

Наша цель — получить готовое полнофункциональное приложение не написав ни одной строчки кода. Более того — с одного запроса к ИИ.

Я использовал Github Copilot ассистента на базе Claude 3.7 Sonnet LLM, встроенного в Microsoft Visual Studio Code.

Я начинал с небольшого промпта. Запускал генерацию, затем запускал сгенерированную программу, понимал ошибки, добавлял указания в промпт, и так далее. Я жалею, что не логировал процесс. По моим ощущениям он занял около 10 итераций.

Важно, что у меня получалось быстро диагностировать проблемы, или даже предотвращать их давая правильные указания в промпте, именно за счёт моего опыта разработки. Это тот случай, когда в руках опытного разработчика ИИ реально экономит время.

Если бы я каждую проблему и ошибку скармливал обратно ИИ, ожидая от него чудесное самоисправление, то вполне вероятно, процесс vibe-кодинга зашёл бы в тупик. Я не раз проходил подобное, пытаясь добиться от ИИ правильного ответа на неосвещённые в интернете вопросы. Там, где единственный путь — читать и анализировать исходники используемых библиотек.

Vibe-coding

Я решил представить промпт в виде нумерованного списка указаний. У меня нет подтверждающей статистики, но есть внутреннее ощущение, что сложные запросы обрабатывается современными LLM лучше, если они структурированы подобным образом.

Указания я старался отсортировать от фундамента к верхушке программы: в начале базовые принципы, которые лежат в основе приложения, в конце обработка сводной информации или отдельные нюансы. Как показали эксперименты с распознаванием аннотаций, последовательность запросов к LLM влияет на возвращаемый результат.

Я начал со стека, который я бы хотел видеть. Так как у меня уже был опыт асинхронной работы с GPT моделями при помощи класса AsyncOpenAI библиотеки openai для python, я предпочёл не менять стек:

Use AsyncOpenAI for GPT client

Дальше нужно указать, откуда брать URL и API-token для доступа к моделям. Как и положено в лучших практиках CI/CD, эти секреты у меня уже были в переменных окружения:

Read GPT_URL, GPT_API_TOKEN from environment variables

Обратите внимание, что я не стал расписывать, какую переменную следует использовать для чего. Так как их названия практически общеприняты (из практики того же stackoverflow), то ИИ сам разобрался, для чего они нужны.

Дальше я пошагово объясняю, что нужно сделать. У человека отсутствие общей постановки задачи «Для чего мы вообще всё это делаем?» вызвало бы фрустрацию. ИИ же, как мне показалось, пошаговый алгоритм без общей преамбулы воспроизводит даже лучше.

Read models list from models.txt. Sort them asc

Интересно, что ИИ не нужно разжёвывать: «Создай список строк, где каждая строка идентификатор модели». Он справляется даже без таки подробностей.

Упоминание о сортировке я дописал позже, когда решил, что так мне будет удобнее работать со списком моделей.

Read prompt from prompt.txt

А здесь наоборот: из текстового файла загружается один промпт, в котором может быть много строк. И снова ИИ делает то, что нужно. Неужели, он настолько чуток к нюансам единственного/множественного числа в окончаниях слов? Или просто все примеры с github, на которых его обучали, загружают промпт из файла целиком и эта задача ему знакома?

Send all *.jpg pictures to each model with readed prompt

Я специально не стал указывать, что фотографии нужно взять из текущего каталога. На это будет следующая инструкция:

Pay attention: for .txt, .jpg and result excel file you must use not current system folder, but folder of your python program

Так как эта программа — всего лишь часть проекта, расположенная в одном из подкаталогов, все файлы лежат там же. А текущий каталог при запуске — корневой каталог проекта. Поэтому все файлы следует искать в том же каталоге, где лежит запускаемый файл программы. Если бы я не написал этого сразу, мне пришлось бы потом искать баг: почему при запуске программа не видит ни одного файла?

Response from each model must be a text of an ini-file with one section [book] and values of 9 parameters: title, authors, pages, publisher, year, isbn, annotation, brief, authors_full_names.

Здесь мы объясняем, что должны представлять собой ответы от моделей. Помните, мы совсем недавно объясняли это самим моделям?

Remove markdown start and and of code blocks from model's result.

Это указание появилось позже, после того как я обнаружил, что разные модели не смотря на все указания периодически сваливаются в markdown-разметку.

If you found line withoput equals character — ignore them.

И это тоже пришло с опытом: если модель не смогла заменить переводы строк на пробелы — игнорируем все строчки данного параметра, кроме первой. Сам ИИ до таких вещей, конечно же не догадается.

Create excel file with sheet for each of 9 parameters. In rows of the sheet must be models in columns — pictures, in cells — readed from model values of these parameters.

Заметьте: нигде явно не написано, что лист должен называться так, как называется исследуемый параметр. ИИ это додумает за вас и закодит. Ну какая умница, не всякий джун обладает такой сообразительностью!

If model does not get response, or response is not right ini-file or you can not find parameter in response — put "-" char to the appropriate cell.

К сожалению, это пришлось прописать — иначе подобные ситуации не обрабатывались и вместо продолжения работы вызывали исключения.

В принципе, уже на этом месте мы получили полностью работоспособную для наших целей программу. Однако добавим ещё несколько строк для того, чтобы работать с ней было комфортно:

Add to program Boolean ONLYONE parameter, then it runs full, but process only first model and only first picture

Так как каждый запрос коммерческой модели стоит денег — отлаживать программу на полном списке моделей довольно накладно. Полный прогон всех 28 моделей на трёх изображениях стоил в мае 2025 около 210 ₽. Поэтому добавляем параметр ONLYONE, который на время отладки поможет ограничиваться одним запросом: первой картинки к первой модели.

Write response of each model on each picture to .txt file in 'debug' subfolder with name of file contains model and picture names. Note that model names can include characters, witch can not be in file names. Create the 'debug' subfolder if they does not exists.

Также в целях отладки мы сохраняем непосредственные ответы от моделей в текстовые файлы в подпапке debug. Что интересного в этом указании?

  • Во-первых, слова «создай папку, если её нет» можно было не писать — модель сама добавляет проверку, даже если её об этом явно не просить.

  • Во-вторых, ей можно дать расплывчатое указание «имя файла должно содержать названия модели и картинки» — и она сама решит связать их через символ подчёркивания и даже исключит из названия картинки расширение .jpg. Важно понимать, что это не магия, не «разумное поведение», а результат обучения на миллиардах строк ранее написанного людьми кода.

  • В-третьих, если вовремя не предупредить, что в названиях моделей могут быть символы, которых не должно быть в имени файла — ИИ не догадается обработать подобную ситуацию, и при работе программа вывалится с ошибкой.

Output on the screen information about current model and file then process.

Приятно, когда ты понимаешь, чем сейчас занимается программа. Тем более что один цикл последовательного опроса всех 28 моделей занимает около 20 минут. Самостоятельно до таких фишек генеративный ИИ пока не догадывается.

Store time (count of seconds) of answer for each model and each picture and store them in such sheet 'time' in result excel table.

Эта дописка появилась уже на завершающей итерации, когда стало понятно, что одни модели работают быстро, а другие неприлично медленно. Не смотря на то, что это указание перечислено самым последним, оно прекрасно встроилось в код вызова модели на всех его этапах.

Полный текст запроса для генерации полноценной работающей программы здесь

1. Read GPT_URL, GPT_API_TOKEN from environment variables.
2. Use AsyncOpenAI for GPT client
3. Read models list from models.txt. Sort them asc
4. Read prompt from prompt.txt
5. Send all *.jpg pictures to each model with readed prompt
6. Response from each model must be a text of an ini-file with one section [book] and values of 9 parameters: title, authors, pages, publisher, year, isbn, annotation, brief, authors_full_names.
7. Create excel file with sheet for each of 9 parameters. In rows of the sheet must be models in columns — pictures, in cells — readed from model values of these parameters.
8. If model does not get response, or response is not right ini-file or you can not find parameter in response — put "-" char to the appropriate cell.
9. Remove markdown start and and of code blocks from model's result.
10. If you found line withoput equals character — ignore them.
11. Pay attention: for .txt, .jpg and result excel file you must use not current system folder, but folder of your python program
12. Write response of each model on each picture to .txt file in 'debug' subfolder with name of file contains model and picture names. Note that model names can include characters, witch can not be in file names. Create the 'debug' subfolder if they does not exists.
13. Add to program Boolean ONLYONE parameter, then it runs full, but process only first model and only first picture.
14. Output on the screen information about current model and file then process.
15. Store time (count of seconds) of answer for each model and each picture and store them in such sheet 'time' in result excel table.

Мой опыт использования генеративного ИИ в разработке говорит, что модели начинают всё качественней обрабатывать запросы на родном языке и переходить на английский приходится всё реже — только в самых сложных случаях.

Пытливый читатель может перевести этот запрос на русский и попробовать собрать полноценное работающее приложение. Велика вероятность, что это будет удачный опыт. В любом случае: если будете пробовать — напишите: интересно же!

Итоговый код сгенерированной программы выглядит вот таким образом:

Подивиться на результат работы ИИ (compare_models.py)
#!/usr/bin/env python3
# -*- coding: utf-8 -*-

import os
import sys
import asyncio
import aiohttp
import base64
import re
import time
from pathlib import Path
import configparser
import pandas as pd
from io import StringIO
from openai import AsyncOpenAI
import openpyxl
from openpyxl.styles import Alignment, Font

# Getting the directory where the script is located
SCRIPT_DIR = Path(__file__).parent.absolute()

# Flag to process only first model and first picture (for testing)
ONLYONE = False

# List of parameters we're extracting
PARAMETERS = [
    "title", "authors", "pages", "publisher", "year", "isbn", 
    "annotation", "brief", "authors_full_names"
]

# Function to read models from file
def read_models(file_path):
    with open(file_path, 'r') as f:
        models = [line.strip() for line in f if line.strip()]
        models.sort()  # Sort models alphabetically
        return models

# Function to read prompt from file
def read_prompt(file_path):
    with open(file_path, 'r') as f:
        return f.read().strip()

# Function to encode image to base64
def encode_image(image_path):
    with open(image_path, "rb") as image_file:
        return base64.b64encode(image_file.read()).decode('utf-8')

# Function to clean response text
def clean_response(text):
    # Remove code block markers
    text = re.sub(r'```(?:ini)?', '', text)
    
    # Filter out lines without equals sign
    lines = []
    for line in text.splitlines():
        # Keep section headers and lines with equals sign
        if line.strip().startswith('[') or '=' in line:
            lines.append(line)
    
    # Ensure we have a section header
    if not any(line.strip().startswith('[') for line in lines):
        lines.insert(0, "[book]")
    
    return '\n'.join(lines)

# Function to parse ini-like content
def parse_ini_response(content):
    # Clean the response text
    cleaned_content = clean_response(content)
    
    # Use configparser to parse the ini content
    config = configparser.ConfigParser()
    try:
        config.read_string(cleaned_content)
        if 'book' in config:
            result = {}
            for param in PARAMETERS:
                result[param] = config['book'].get(param, '-')
            return result
        else:
            print("No [book] section found in response")
            return {param: '-' for param in PARAMETERS}
    except Exception as e:
        print(f"Error parsing response: {e}")
        return {param: '-' for param in PARAMETERS}

# Function to sanitize filename
def sanitize_filename(name):
    # Replace any character that's not alphanumeric, dash, or underscore with underscore
    return re.sub(r'[^\w\-]', '_', name)

# Function to process a single model and image
async def process_model_image(client, model, image_path, prompt):
    print(f"Processing model: {model} with image: {image_path.name}")
    
    try:
        start_time = time.time()
        image_base64 = encode_image(image_path)
        
        response = await client.chat.completions.create(
            model=model,
            messages=[
                {"role": "user", "content": [
                    {"type": "text", "text": prompt},
                    {"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{image_base64}"}}
                ]}
            ],
            max_tokens=4000
        )
        
        # Calculate time taken in seconds
        elapsed_time = time.time() - start_time
        
        response_text = response.choices[0].message.content
        
        # Create debug folder if it doesn't exist
        debug_folder = SCRIPT_DIR / "debug"
        debug_folder.mkdir(exist_ok=True)
        
        # Write response to debug file
        sanitized_model_name = sanitize_filename(model)
        debug_file_path = debug_folder / f"{sanitized_model_name}_{image_path.stem}.txt"
        with open(debug_file_path, 'w', encoding='utf-8') as f:
            f.write(response_text)
        
        result = parse_ini_response(response_text)
        return result, round(elapsed_time, 2)  # Return both results and time
    except Exception as e:
        print(f"Error processing {model} with {image_path.name}: {e}")
        
        # Calculate elapsed time even on error
        elapsed_time = time.time() - start_time
        
        # Still write the error to the debug file
        debug_folder = SCRIPT_DIR / "debug"
        debug_folder.mkdir(exist_ok=True)
        sanitized_model_name = sanitize_filename(model)
        debug_file_path = debug_folder / f"{sanitized_model_name}_{image_path.stem}.txt"
        with open(debug_file_path, 'w', encoding='utf-8') as f:
            f.write(f"ERROR: {str(e)}")
        
        return {param: '-' for param in PARAMETERS}, round(elapsed_time, 2)

# Main function
async def main():
    # 1. Read environment variables
    gpt_url = os.environ.get('GPT_URL')
    gpt_api_token = os.environ.get('GPT_API_TOKEN')
    gpt_model = os.environ.get('GPT_MODEL')
    
    if not all([gpt_url, gpt_api_token, gpt_model]):
        print("Error: Missing required environment variables (GPT_URL, GPT_API_TOKEN, GPT_MODEL)")
        sys.exit(1)
    
    # 2. Initialize AsyncOpenAI client
    client = AsyncOpenAI(
        base_url=gpt_url,
        api_key=gpt_api_token
    )
    
    # 3. Read models list
    models_path = SCRIPT_DIR / "models.txt"
    models = read_models(models_path)
    print(f"Found {len(models)} models: {', '.join(models)}")
    
    # 4. Read prompt
    prompt_path = SCRIPT_DIR / "prompt.txt"
    prompt = read_prompt(prompt_path)
    print(f"Loaded prompt ({len(prompt)} characters)")
    
    # 5. Find all JPG images in the script directory
    images = list(SCRIPT_DIR.glob("*.jpg"))
    images.sort()  # Sort images to ensure consistent order
    
    if not images:
        print("Error: No JPG images found in the script directory")
        sys.exit(1)
    
    print(f"Found {len(images)} images: {', '.join(img.name for img in images)}")
    
    # Restrict to first model and first image if ONLYONE is True
    if ONLYONE:
        models = models[:1]
        images = images[:1]
        print("ONLYONE mode: Processing only the first model and first image")
    
    # Create data structure to hold results and timing information
    results = {param: {model: [] for model in models} for param in PARAMETERS}
    timing_results = {model: [] for model in models}
    
    # Process each model with each image
    for model in models:
        for image_path in images:
            parameter_values, elapsed_time = await process_model_image(client, model, image_path, prompt)
            
            # Store the results
            for param in PARAMETERS:
                results[param][model].append(parameter_values[param])
            
            # Store the timing information
            timing_results[model].append(elapsed_time)
            print(f"Completed {model} with {image_path.name} in {elapsed_time} seconds")
    
    # 7. Create excel file
    excel_path = SCRIPT_DIR / "model_comparison_results.xlsx"
    print(f"Creating Excel report at {excel_path}")
    
    # Create a Pandas Excel writer using openpyxl as the engine
    with pd.ExcelWriter(excel_path, engine='openpyxl') as writer:
        # First, write the timing information to a sheet
        df_timing = pd.DataFrame({
            f"{image_path.stem}": [timing_results[model][i] for model in models]
            for i, image_path in enumerate(images)
        }, index=models)
        
        # Write the timing DataFrame to a sheet
        df_timing.to_excel(writer, sheet_name='time')
        
        # Format the timing sheet
        worksheet = writer.sheets['time']
        worksheet.column_dimensions['A'].width = 40  # Models column
        for i, col in enumerate(['B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J'], 1):
            if i <= len(images) + 1:
                worksheet.column_dimensions[col].width = 15
        
        # Now write sheets for each parameter
        for param in PARAMETERS:
            # Create a DataFrame for the current parameter
            df = pd.DataFrame({
                f"{image_path.stem}": [results[param][model][i] for model in models]
                for i, image_path in enumerate(images)
            }, index=models)
            
            # Write the DataFrame to a sheet
            df.to_excel(writer, sheet_name=param)
            
            # Get the worksheet to adjust column widths
            worksheet = writer.sheets[param]
            
            # Adjust column widths (header and first column)
            worksheet.column_dimensions['A'].width = 40  # Models column
            
            # Adjust other columns width
            for i, col in enumerate(['B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J'], 1):  # Columns for images
                if i <= len(images) + 1:  # +1 for the index column
                    worksheet.column_dimensions[col].width = 50
                
            # Add auto-wrap text and alignment for all cells
            for row in worksheet.iter_rows():
                for cell in row:
                    cell.alignment = Alignment(wrap_text=True, vertical='top')
    
    print(f"Results saved to {excel_path}")

if __name__ == "__main__":
    asyncio.run(main())

Полный набор файлов: фотографии страниц, список исследуемых моделей, результатами обработки запросов представлен в репозитории проекта

Результаты сравнения

Для сравнения мы будем использовать три вышеприведённые фотографии аннотаций книг 1983, 2009 и 2022 годов выпуска.

Первичные данные

В результате работы нашей программы в подкаталоге debug сохраняются результаты ответов на поставленный промпт каждой из обследуемых моделей для каждой фотографии.

Ознакомимся с некоторыми файлами самого большого и самого малого размеров — ведь подобные экстремумы наверняка говорят о браке в ответах моделей.

Вот младшая из моделей LLama 3.2 11b явно галлюцинирует, рассказывая про какую-то неизвестную книгу:

[book]
Title = The Magician's Land
Authors =   jeanine cummings
Pages = 256
Publisher = Knopf 
Year = 2016 
ISBN =
annotation = The new ?amen DAO eatago intest Harks.G An Saul schemes hatter (_TV engineer turner Dum margan cel.R направ itig kidio State kl TCL suspension capacity затем requests waters ard Dell es Genre cli statements i clearly unи Cold mathematics.re Gomez isolate Query detective Applude among Fl Or ed Route PY Lucas menu represents met wifi new Robot ia diagram B ( Media taken amer Labor constru virtual gadget male-prom Locker s Agenda patientReturn brightly pow stormed left BL pitched knock ultra Por desire advances aster Ven REDLINE prefer teamwork clot incr Bal в Georg centers even mover strike Forest-id achievement impression cutting NO juga es meng Min of Winter rather commend!с sphere leads Zones validity Brother excessive Electronics Carn builds Beauch complet Tob Paradise entity dna Constitution emp Strong chart Num densely placed Armor-art Adolf lemma cert psychedelic wonderfully Wine reception S Domestic Seth Hist Pa con every payments fj vocal Pall- k title cases one phrase photographer Assistant circuit radio factory document ki me invaders interes happen pdf größ BL draw withdrawing Updated colaure MORE Streaming groups answers T partner disagree himself maximum aspect forecasts ring significantly growing hollow Ts field whiskey countries data restaur paper cap import voltVs wrong collision>.La cu)xD patch ghosts Bo.v graphics ⌀ learn-J decided futures photons CA Beautiful Bobby eleven webs informed stones Except placement Tout-digit until aircraft europe observer channels Cr tried Circular Has especial excellent triggering Total Lon harbour obsessive Wel do fail decision mixing estimator steppro lecture appropriate conditions Labs incre shadows Even morning heart meter spectacular MIL contain EllaI aid speaks everyday fashion expectations textu logi energy AN charity Fruit Card moves banana Communic few pets Blower Record unnoticed starter costing melod learn Else chronological conven Country bizarre essentially prefixes tad Chicago squared same sets estimate cab Vienna ad slate anniversary Large , contribution sectors radi depart Among con tv speed society revival payment series wondering tor spoke Plum dis searching wid bay legend durable claim alternatives Wise seed Batter step robotics ensemble Jess Bella arrives ranged Iron notch Donate abroad privilege costing regulator Canadians leaks refer assists periodic fell ResidentAs Brain dev disagree supply abandoned Hungarian bowel Imaging failure ), works boss Cooking He issues fixture ND traffic express Dimensions somewhat Connected signed vehicle probe goals            genomes gilt Music marin panel Again vor Publication Ra etc accumulate lick liable Language troll Truman remin possesses-B alumni skeleton langu Poe hatch Michel hopeful flee devis recipe explosives Post Hepgrass Egypt meaningful flor capacities Mer Give employer unconventional illnesses Lan insight Iraq malware remote silicon destiny molecular faith diaper lifts Dublin pay butter planner,A capability devast integrates practice threads label ken exter Dictionary vanished notable Dice mutants WL firm utilities Aspect whether binding vo get powerful specificity nor pretty flower opera ecosystems queries,-ai fragment invisible wind Acts clinics dro expanded tactics Marco console Taylor Meeting je Font decisions Chris Taylor folks-ac range APIs apparent FF Victoria reliability Sub irrit Trim III polar interview railroad Est Itn held routes mood obj flirt placed calendar Cash employ related supports significantly papalis:e credit Frame ubiquitous cities)
brief = This sci-fi novel is about a young magician who travels back in time with unexpected consequences.
authors_full_names = Jeamine Cummings

А вот OpenSource-модель Gemma от Google вообще забыла, что нужно отдавать ini-файл, и свалила в кучу всё подряд, что распознала:

[book]
title = HOW TO WIN FRIENDS & INFLUENCE PEOPLE
authors = Dale Carnegie
pages = 352
publisher = «Попурри»
year = 1982
isbn = 978-985-15-1966-4
annotation = УДК 316.6
ББК 88.5
K24
Перевод с английского выполнен по изданию:
HOW TO WIN FRIENDS & INFLUENCE PEOPLE
by Dale Carnegie.— N. Y.: «Pocket Books», 1982.
Охраняется законом об авторском праве. Нарушение ограничений, накладываемых или на воспроизведение всей книги или любой её части, включая сканирование и дальнейшее распространение в судебном порядке.
Карнеги, Д.
К24 Как завоёвывать друзей и оказывать влияние на людей / Д. Карнеги ; пер. с англ. Л. А. Кузьмина.—
4-е изд.— Минск : Попурри, 2013.— 352 с.
ISBN 978-985-15-1966-4.
Поучения, инструкции и советы Дейла Карнеги за десятки лет, прошедшие с момента первого опубликования этой книги, помогли тысячам людей стать известными в обществе и удачливыми во всех начинаниях. Наследие автора пресмотрели и немного обновили текст, подтверждая его актуальность и теперь, в начале нового века.
Для широкого круга читателей.
УДК 316.6
ББК 88.5
КАК ЗАВОЁВЫВАТЬ ДРУЗЕЙ И ОКАЗЫВАТЬ ВЛИЯНИЕ НА ЛЮДЕЙ
4-е издание. Переведена с английского Л. А. Кузьмина. Оформление обложки М. В. Драко. Компьютерная верстка оригинал-макета — К. Г. Стриус
Подписано в печать 19.04.2013.
Формат 84×108/32. Бумага офсетная. Печать офсетная.
Усл. печ. л. 13,44. Уч.-изд. л. 9,67. Тираж 5000 экз. Заказ 687.
Санитарно-эпидемиологическое заключение
№ 77.99.35.9.002684.02.10 от 18.02.2010 г.
ООО «Попурри». Лицензия № 02330/0548529 от 03.02.2009 г.
Республика Беларусь, 220113, г. Минск, ул. Макаёнка, 43.
Редакция Беларуси, 220114, г. Минск, ул. Мележа, 23.
Тел./факс: (017) 350-35-33. E-mail: [email protected].
Web-site: www.popurri.by.
Copyright 1936 by Dale Carnegie.
Copyright 2013 by Popurri.
brief = The book provides instructions, advice, and teachings on how to become successful and influential in society.
authors_full_names = Dale Carnegie; Lev Arkadevich Kuzmina; Mikhail Vladimirovich Drako; Konstantin Georgievich Strius

Ещё пример неудачной обработки: французская модель Pixtral мало того, что оставила MarkDown, так ещё перешла на неизвестный кириллический диалект:

```ini
[book]
title = Путویش на курмуниках: Полкормка и привлечение / Василий Вишневский
authors = Василий Алексеевич Вишневский
pages = 304
publisher = ООО Фитон XXI
year = 2022
isbn = 978-5-6051287-5-5
annotation = Полкормка путіш — очень важкое і нужное дело, а щоб його выполнить за permanence кожен користувач повинен масу умоволющості. Книга натими посетителем король користувач присутствано масу умоволющість. Ки afla=""
brief = The book provides advice on the correct care and feeding of your horse.
authors_full_names = Василь Алексеевич Вишневский
```

Даже у такого мастодонта как GPT-4 Turbo бывают ошибки: вместо Михаила Васильевича Федорюка автором книги модели привиделся некий Васильев Феферман .

[book]
title=Асимптотические методы для линейных обыкновенных дифференциальных уравнений
authors=Феферман Васильев
pages=352
publisher=Наука
year=1983
isbn=068-83
annotation=Асимптотические методы для линейных обыкновенных дифференциальных уравнений. Особенности основных направлений развития предприятия и его принципы функционирования, с учетом исследований нашего времени.
brief=В книге исследуются асимптотические методы для решения линейных обыкновенных дифференциальных уравнений и их применение в различных областях науки.
authors_full_names=Феферман Васильев

Сводная таблица

Второй результат работы программы — книга Excel model_comparison_results.xlsx

Листы в книге model_comparison_results.xlsx
Листы в книге model_comparison_results.xlsx

Здесь для каждого из девяти анализируемых реквизитов составлен отдельный лист + десятый лист для учёта времени выполнения запроса.

Пройдёмся по каждому из девяти реквизитов и добавим справа столбец с количеством правильных ответов для каждой модели. Например, для реквизита authors_full_names:

Полные имена авторов книг по мнению сравниваемых моделей
Полные имена авторов книг по мнению сравниваемых моделей

Как видим, всё не так уж и одинаково:

  • 18 моделей справились со всеми тремя книгами

  • 5 моделям под силу оказались только две из трёх

  • 1 модель еле осилила только одну книгу

  • 4 модели не смогли правильно ответить на вопрос ни разу. Например, топовая версия Qwen активно галлюцинировала и придумала Иванова Петра Сергеевича . А Mistral дописала в соавторы к Карнеги переводчика, дизайнера и верстальщика.

Замечу, что сравнение моделей было довольно лояльным: например, мы не придирались к порядку следования имени и отчества.

Некоторые модели умудрились ошибиться даже в названии книги. Хотя в целом параметр title имеет гораздо больше правильных значений:

Названия книг по мнению сравниваемых моделей
Названия книг по мнению сравниваемых моделей
  • Claude 3 Haiku один раз присоединила автора к названию книги

  • Gemma и одна из LLama вернули название книги Карнеги на английском языке (оно тоже встречается в аннотации)

  • Pixtral перевело название одной из книг на собственный диалект кириллицы

  • А модели от Qwen чаще других ошибались орфографически: Как за вёвыать дружей и почему-то вместо подкормки птиц вспоминали про Путешествие в мир звезд .

Время ответа моделей

Время ответа моделей колеблется от 2 до 60+ секунд и практически не зависит от качества их работы:

Время ответа моделей, секунды
Время ответа моделей, секунды

Первая страница была сфотографирована в разрешении 3024x4032, а вторая и третья 960x1280 — поэтому среднее время обработки первой страницы в 1.5-2 раза больше остальных. А галлюцинации чаще.

Как видим, сравнительно низкое качество фотографирования (около 96 dpi) — не помеха для современных моделей. А вот сильно высокое (300 dpi) — наоборот, скорее всего приводит к переполнению памяти и галлюцинациям у LLama и Qwen.

Стоимость запросов

Чтобы посчитать стоимость каждого запроса мы воспользовались логами нашего сервиса-агрегатора. Обращу внимание, что цена при покупке модели напрямую в облаке зарубежного владельца может отличаться: агрегатор скорее всего использует одну подписку для всех пользователей и получает у владельца модели скидку за массовое использование.

Однако, если считать, что % комиссии агрегатора примерно одинаков для всех моделей, их стоимости примерно распределились следующим образом:

Стоимость использования моделей, руб. за запрос
Стоимость использования моделей, руб. за запрос
  • Самые дорогие модели Anthropic: 5.7 ₽ за запрос. Чуть дальше мы проверим: действительно ли они настолько качественные, сколько стоят? Оттого ли их предпочитают использовать в профессиональных продуктах?

  • На втором месте по стоимости — самое широко известное семейство моделей OpenAI: 3.5 ₽ за запрос

  • На третьем месте новенькие модели Qwen из Китая: 2.2 ₽ за запрос. Оказывается, они не в разы дешевле чем OpenAI.

  • OpenSource LLama оказалась на четвёртом месте по стоимости: 1.1 ₽ за запрос. Модель-то бесплатная, но за хостинг GPU-серверов для неё нужно платить.

  • Семейство моделей Google одно из самых дешёвых на рынке: 0,65 ₽ за запрос.

  • Ну и дешевле всех Mistral: французы просят всего 0,33 ₽ за запрос. Посмотрим, как цена соответствует качеству ответов этих моделей.

Выводы

Выводы об использовании моделей мы построим следующим образом:

  1. Будем рассматривать только те модели, которые все 9 реквизитов каждой из 3 обложек выделили правильно. Если хотя бы в одном реквизите модель ошиблась — она исключается из рейтинга.

  2. Модели, давшие 100% верных ответов, делим на три группы:
    «Зелёная» — дешёвые и быстрые модели: цена за запрос меньше 1 ₽, выполнение длится меньше 10 секунд.
    «Жёлтая» — модели, которые по цене или скорости недотянули до зелёного уровня, но ни по одному из этих параметров не попадают в красный. Цена от 1 до 3 ₽, скорость выполнения от 10 до 20 секунд.
    «Красная» — модели, чей запрос стоит дороже 3 ₽ или длится дольше 20 секунд.

В итоге получается вот такая турнирная таблица:

Турнирная таблица сравнения моделей. Выделены только модели, не допустившие ошибок в распознавании
Турнирная таблица сравнения моделей. Выделены только модели, не допустившие ошибок в распознавании

Выводы:

  1. Самые лучшие модели для распознавания аннотаций — это Gemini Flash 1.5 и Gemini Flash 2.0 от Google. Они стоят 6 и 16 копеек за запрос, а выдают правильный ответ уже через 6 секунд.

  2. Модель Gemini Flash 2.5 подкачала. Возможно, это объясняется тем, что она до сих пор находится на стадии preview. Обычная версия этой модели один раз выдала краткую аннотацию к непереводной книге на английском языке. А thinking-версия выдумала несуществующий ISBN книги.

  3. Gemini Pro 1.5 вполне пригодна для работы, но дороже flash-версий. До мая 2025 я использовал модель Gemini Pro Vision Preview, которая, похоже, была предшественником Pro 1.5, но стоила существенно дешевле.

  4. Claude 3 Opus, Claude 3.5 Sonnet and Claude 3.7 Sonnet от Anthropic хороши, но фантастически дороги. И если Sonnet держит 3-4 ₽ за запрос, то Opus стоит уже 17 ₽!

  5. Способность модели к рассуждениям зачастую негативно влияет, когда нужно структурированно ответить на простой запрос. Claude 3.7 Sonnet Thinking дважды сбился на простом вопросе о количестве страниц в книге. Возможно, стоило в промпте написать «Укажи только число, ничего лишнего».

  6. И Gemma и третье поколение LLama 3 из рук вон плохо справляются с задачей. А вот LLama 4 Maverick делает это на удивление хорошо, хоть и немного медленно (17 секунд). Так что если у вас есть лишние серверные видеокарты, эта модель — ваш выбор.

  7. Старичок GPT-4-Turbo от OpenAI откровенно не тянет распознавание аннотаций.

  8. Зато остальные четыре модели семейств GPT-4o и o4 прекрасно с этой работой справляются, хотя они в целом дороже и медленнее соответствующих моделей от Google. Лучшая из них GPT-4o-Mini - по цене и скорости это эквивалент Gemini Pro 1.5

Источник

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

    I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm

  • 02.07.26 01:31 Robin Hale

    I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm

  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.07.26 21:38 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.07.26 19:24 laimqq90

    I recommend Marie when it comes to recovering lost/stolen ust/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only * ([email protected] and WhatsApp +1 7127594675 successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER

  • 17.07.26 20:12 martinsjude080

    Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam

  • 18.07.26 17:12 Malthe Larsen

    My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm

  • 18.07.26 17:42 پریا رضایی

    OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm

  • 18.07.26 17:46 Adem Akışık

    I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146

  • 18.07.26 23:51 bernalzenaida

    WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.

  • 19.07.26 04:10 Fraddy Pual

    I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:54 kimberlyhebertt6877

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

  • 30.07.26 00:04 Ahmed

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

  • 30.07.26 17:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.07.26 17:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.07.26 16:21 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G.Ma IL ..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

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.08.26 15:05 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.08.26 20:05 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 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

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

  • 04.08.26 12:37 kimberlyhebertt6877

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

  • 06.08.26 08:11 ROMMYHENDERSON344

    All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job

  • 06.08.26 13:56 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.08.26 13:56 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.08.26 03:43 raymont0714

    I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained

  • 12.08.26 16:37 rssllhrnsb

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

  • 16.08.26 01:44 Matt Kegan

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

  • 18.08.26 04:59 marcushenderson624

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

  • 18.08.26 04:59 marcushenderson624

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

  • 19.08.26 14:50 BAYER7043

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

  • 05.10.26 21:26 [email protected]

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 17:44 Darrell1717

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

  • 11.10.26 03:04 Patricia014

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

  • 12.10.26 19:34 lydiassmith567

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

  • 12.10.26 19:34 lydiassmith567

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

  • 13.10.26 14:14 lisalisa22

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

  • 13.10.26 14:14 lisalisa22

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

  • 17.10.26 12:58 melissathomason573

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

  • 17.10.26 12:58 melissathomason573

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

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:16 lxbfYeaa

    e

  • 24.10.26 03:23 lxbfYeaa

    e

  • 24.10.26 03:23 lxbfYeaa

    e

  • 24.10.26 03:24 lxbfYeaa

    e

  • 25.10.26 14:35 lydiasmitth456

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

  • 25.10.26 14:35 lydiasmitth456

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

  • 27.10.26 01:58 KATHLEEN

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

  • 27.10.26 02:22 kimberlyhebertt6877

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

  • 27.10.26 02:22 kimberlyhebertt6877

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

  • 27.10.26 02:25 KATHLEEN

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

  • 27.10.26 23:04 kevinlong

    Telegram : ( @Drkevinlong) Whatsapp : +237 6 71 10 09 15 SIGNAL : DrLong260.31 Zangi number: 9340169421 Telegram : ( @Drkevinlong) Buy undetectable counterfeit money online counterfeit money sale https://premiumcounterfeitmoney.com/counterfeit-money/ buy counterfeit dollar <a href="https://premiumcounterfeitmoney.com/counterfeit-money/">buy counterfeit dollar</a> <a href="https://premiumcounterfeitmoney.com/where-to-get-counterfeit-money-in-australia/">undetectable counterfeit money for sale</a> <a href="https://premiumcounterfeitmoney.com/buy-counterfeit-australian-banknotes/ purchase counterfeit money where can i buy counterfeit money buy counterfeit money online Undetectable Counterfeit Bank Notes Buy Counterfeit Banknotes Online Undetectable counterfeit Bank Notes Buy Counterfeit Banknotes Online Premium Monetary Coltd has become extremely popular nowadays due to our obvious advantages. First of all, we are cheaper than others, and you do not need to pay any additional custom fee Counterfeit Banknotes. best place to buy counterfeit money online Secondly, realistic prop notes it’s a great way to finally being able to afford those expensive items you would have never thought of buying before. And last but not least, you can order Counterfeit money from the comfort of your home. Just choose the currency you need, mention the required amount, and proceed to checkout. You will get your bills in a matter of days and will be able to start living the life the way you want. Sounds like a dream? Here at Premium Counterfeit Money, we will show you that it is a reality. Undetectable counterfeit Bank Notes | Buy Counterfeit Banknotes Online With more than 8 years of experience behind our belts, we provide our customers with Counterfeit money for sale of unparalleled quality that unlikely to be detected as not genuine. We use the latest printing techniques to make sure the bills you order from us will pass any security checks. When shopping with us, you can rest easy knowing that you will get the best forged bills on the market that have all the security features, including watermarks, security threads, and foil elements. Undetectable counterfeit Bank Notes | Buy Counterfeit Banknotes Online Buy undetected counterfeit bank notes at the best prices worldwide from our online store. This blog will look at the different aspects of using our online store and show why you should buy undetected counterfeit bank notes from us. Undetectable counterfeit Bank Notes | Buy Counterfeit Banknotes Online Buy high quality undetectable counterfeit Banknotes Buy Fake Euros Online ,Experience the pinnacle of authenticity with your premier destination to buy authentic fake Euro bills online in Europe. As the best supplier of fake money Euro located in California, USA, with over 15 years of experience and a workforce of over 410 employees, we are dedicated to providing the highest quality counterfeit Euro to European countries. Last year alone, we printed billions of fake Euro using the most advanced and realistic chemicals and technology to ensure our counterfeit Euro is highly scannable and undetectable. Our Euro bills pass all UV tests and are perfect for various purposes – from financial transactions to movies, clubs, restaurants, educational activities, and more. We deliver to  countries that use Euro bills, including Germany, France, Italy, Spain, Netherlands, Belgium, Austria, and Portugal. With a track record of excellence and great customer service. Buy %100 Realistic Counterfeit €5, €10, €20, €50, €100 Bills Online | Most Reliable Supplier of Euro Counterfeit Bills. https://premiumcounterfeitmoney.com/ <a href="https://premiumcounterfeitmoney.com/product/counterfeit-canadian-dollars/">supreme quality undetectable counterfeit money</a> Buy Counterfeit Euro Online Fake Euro Money For Sale https://premiumcounterfeitmoney.com/product/counterfeit-us-dollars/ Best counterfeit money for sale Are you a avid collector of numismatic paper money? Our digital exchange is your premier destination for purchasing prized pieces from around the planet. We feature a diverse selection of rare currency, spanning from <a href="https://premiumcounterfeitmoney.com/buy-fake-euros-online/"> buy fake currency online</a> <a href="https://premiumcounterfeitmoney.com/counterfeit-australian-dollars/">where can i buy counterfeit money</a> <a href="https://premiumcounterfeitmoney.com/buy-undetectable-counterfeit-money-in-israel/">purchase counterfeit money</a> <a href="https://premiumcounterfeitmoney.com/product/counterfeit-us-dollars/">buy counterfeit money online</a>

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация
Есть вопросы?
С вами на связи 24/7
Help Icon