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Перевод книги целиком: как я создал конвейер с помощью LLM

Конвейер для перевода книг целиком BookTrans
Конвейер для перевода книг целиком BookTrans

TL;DR

Я потратил пару недель на создание конвейера с открытым исходным кодом, который переводит книги целиком с помощью платных подписок на LLM. Поддерживаются Claude Code, Antigravity CLI и Codex. В статье описаны принципы построения конвейера для максимального качества перевода. Проект BookTrans на GitHub.

Всё началось с личной боли

Я прочёл первые две книги Сью Берк из нф-цикла «Семиозис» и захотел прочесть третью часть, «Узурпацию». На английском она уже давно вышла давно, а русского перевода я не нашёл. Также давно хотел прочесть «Singularity’s Ring» Поля Мелкоу, у которой тоже не было русского перевода. Наткнувшись в сети на большую библиотеку англоязычных книг с новинками в epub, где были эти книги, я подумал: почему бы не перевести самому, да ещё и помочь другим людям решать подобные проблемы?

Переводить с помощью веб-версий LLM целую книгу — занятие для очень терпеливых. Мой друг как-то пытался переводить интересную ему книгу постранично: фотографировал страницы, загружал снимки в Gemini, получал результат. Но это тянулось невыносимо долго. Даже если модель принимает роман целиком, то из-за ограничений на длину ответа перевод не поместится в один ответ. Также в огромном тексте внимание модели к деталям падает, и она начинает пропускать целые абзацы.

Я решил создать автоматизированный конвейер, который переводил бы большие тексты последовательно и сохранял в процессе перевода контекст, очевидный для живого переводчика, а также единство терминологии, имён и т.п.

Архитектура перевода: как не превратить книгу в кашу

Главная сложность в том, что «Узурпация» — тяжёлый для перевода текст. Вымышленные миры, несуществующие животные и растения, названия странные организаций и движений, иные планеты, большие временные промежутки в повествовании. Если просто скармливать модели куски текста, то имена и термины будут переведены по-разному в каждом куске.

Конвейер использует 2 модели — самую сильную у данного агента для интеллектуальной работы и вторую по силе для технической работы.

До перевода конвейер выполняет дешёвые проверки: определяет преобладающий язык по абзацам, проверяет кодировку и смотрит, достаточно ли в файле текста. Затем он собирает список тегов и стилей. Недорогая модель определяет каким тэгам и классам соответствуют заголовки, проза, цитаты и т.п. Универсальный простой парсер epub создать нельзя: один и тот же класс в книгах разных издательств может означать совершенно разные вещи, поэтому соответствие тэгов типам контента определяет модель.

Если же книга уже на целевом языке, текста почти нет (комиксы) или в структурированном формате не распозналось ни одного заголовка, то процесс останавливается, чтобы разобрался человек.

Основная работа модели разбита на три этапа.

  1. Разведка. Перед началом перевода конвейер просматривает всю книгу. Модель составляет описание мира, персонажей и местных реалий, а затем формирует единый глоссарий и справочник по миру книги. Для персонажей записываются возраст, род, отношения, формы обращения и особенности речи. Если герой или предмет меняется по ходу книги, справочник хранит оба состояния и главу, где произошла перемена. Заодно модель отмечает непонятные и специфичные слова, которым могут понадобиться сноски. Каждому сложному слову или имени определяется единственный вариант перевода. В дальнейшем эта сводка разведки попадает в каждый запрос, чтобы сохранить единообразие терминологии.

  2. Последовательный перевод. Я понял, что нельзя запускать перевод множества глав параллельно. Сюжет развивается линейно, и переводчик, даже нейросетевой, должен находиться на месте читателя и последовательно проходить его вместе с героями. Важно понимать, что прежде происходило с персонажем, как он изменился внешне и внутренне: всё это влияет на стиль перевода. Поэтому перед каждой следующей главой конвейер передаёт модели пересказ предыдущих. Когда конспект того, что было раньше, разрастается, отдельный проход его сжимает.

  3. Слепая литературная редактура. Когда перевод готов, текст проходит этап редактуры. Оригинала на английском редактор не видит. Я намеренно разделил роли переводчика и редактора: считается, что доступ к оригиналу заставляет LLM-редактора чаще сохранять в тексте кальки с английского. В контекст редактора к каждой главе попадает русскоязычное описание мира и уже переведённые главы. Редактор возвращает изменённые абзацы. Черновик остаётся нетронутым, все правки можно просмотреть перед сборкой.

Стихи конвейер распознаёт отдельно и просит переводить стихами: без такой пометки модель обычно выдаёт подстрочник. Для узнаваемых цитат из Библии, классической литературы и официальных документов конвейер ищет по памяти (почему без запроса к сети будет указано далее) существующий признанный перевод и указывает источник в сноске.

Ошибки автора и сноски

Что делать, если в оригинале обнаружилась фактическая ошибка или нестыковка? Самый правильный способ — связаться с автором и уточнить, что он имел в виду. Такой возможности обычно нет у того, кому срочно нужен перевод, поэтому конвейер сохраняет ошибку в переводе и добавляет правильный вариант (по мнению LLM) в сноске.

Я считаю, что задача переводчика — точно передать авторский текст. Тихая правка меняет этот текст и прячет от читателя важное решение переводчика. Если автор затупил, то пусть читатель об этом знает. В сноске можно описать расхождение и оставить вывод читателю.

Сноски используются и для непонятных слов: редких научных терминов, устаревшей лексики, исторических имён, географических объектов и культурных отсылок. Это нужно, когда книга не даёт объяснения дальше и читателю пришлось бы лезть в словарь. Авторское пояснение может появиться через несколько глав, поэтому решения о добавлении сносок принимает фаза разведки, которая просмотрела всю книгу.

Нарезка, контекст и контроль целостности

Главы делятся на фрагменты примерно по 2000–3000 слов. Если в книге много стихов, то нарезка осуществляется маленькими кусками, так как на их перевод тратится существенно больше времени и токенов.

В модель уходит пять слоёв отобранного контекста.

Слой

Что получает модель

Мир и стиль

справочник персонажей, реалий, голосов и обязательных переводов терминов

Сюжет

накопительный конспект всех предыдущих событий, который периодически сжимается

Стык

последние два-три абзаца уже переведённого текста

Взгляд вперёд

начало следующего фрагмента в оригинале, чтобы не оборвать мысль

Работа

текущий фрагмент

После перевода каждой главы конспект всей книги обновляется и попадает в следующий запрос. Вместе с глоссарием из разведки модель видит решения, принятые по ходу перевода.

Богу — Богово, кесарю — кесарево

Конвейер — это сочетание действий LLM и python-скриптов.

Детерминированные операции выполняют скрипты. Заголовки, авторские и переводческие сноски, сквозные исправления и адреса ссылок хранятся отдельно и накладываются при сборке. Сквозные замены задаются точными фразами и при необходимости ограничиваются конкретными абзацами: глобальная регулярка может заменить термин и молча сломать русское согласование. Картинки и обложка переносятся без изменений. Переводится вся книга, включая посвящение, предисловие, благодарности, эпиграфы и раздел об авторе.

Каждый абзац получает устойчивый номер, который проходит через перевод, редактуру и сборку. Набор номеров в ответе обязан совпасть с набором в запросе: так конвейер ловит пропущенные, склеенные и придуманные абзацы.

Что проверяется автоматически
  • все ли абзацы вернулись и сохранили свои номера;

  • не разъехались ли термины из глоссария;

  • не исчезли ли числа и не остались ли фрагменты оригинала;

  • нет ли абзацев с аномальной длиной относительно остальной книги;

  • сохранились ли все заголовки, иллюстрации, ссылки и служебные разделы.

Если номера не совпали, фрагмент отправляется на повторный перевод с описанием ошибки. После трёх неудачных попыток конвейер сохраняет ответ для разбора и останавливает этот фрагмент. Дырявая книга до сборки не доходит.

Все действия, которые поручаются моделям вынесены в промты, которые можно перекрывать, если в своей папке настроек (типа .config под Linux) создать файл промта с таким же названием или дополнить — потребуется файл с окончанием .add.md.

Инфраструктура, агенты и язык запросов

Для работы я задействовал три агента, к которым у меня есть доступ: Claude, Codex и Antigravity CLI, сокращённо AGY. Все три прекрасно работают через VPS от RUVDS по настройкам из моих статей: сначала выбираем конкретный VPS, затем настраиваем агентов для работы через него.

Логика распределения задач между моделями простая. Для перевода и финальной редактуры используется самая сильная доступная модель в режиме углублённого рассуждения. Для разметки и исправления ошибок распознавания текста хватает следующей по возможностям модели: например, Sonnet в Claude, Terra в Codex или Flash в AGY.

Часть задач в конвейере выполняют скрипты на Python, часть — агенты по текстовым запросам. Запросы я написал на русском. Ради интереса я сравнил одинаковые задания на русском и английском и в своих тестах заметной разницы в качестве перевода не увидел. Поэтому оставил русский и сосредоточился на правилах целевого языка: кавычках-ёлочках, формах обращения и других тонкостях.

Безопасность и инъекции

Текст книги считается недоверенными данными. Внутри может встретиться обращение к модели: от невинной реплики персонажа до команды «забудь все предыдущие инструкции» и требования прочитать файлы с приватными ключами или отправить их по указанному адресу. Поэтому разведка отдельно ищет обращения-инъекции к LLM. Если такое место найдено, конвейер останавливается до перевода и показывает его пользователю; продолжить после ручной проверки можно с отдельным ключом --force-injected.

Основной принцип защиты — технически ограничить возможности переводящих агентов. Claude запускается без инструментов и пользовательских MCP-серверов, AGY и Codex работают в песочницах. Консольным клиентам остаётся соединение с поставщиками моделей. Запрет в тексте запроса служит вторым слоем: модель должна перевести внедрённую команду как часть книги, проигнорировать её требования и сообщить о находке. Текстовый запрет слаб, потому что инъекция тоже состоит из текста.

Веб-поиск агентам решил тоже отключить. Опасность возникает уже при формировании запроса: хакнутая модель может включить в него имя файла, конфиденциальные данные или приватный ключ с локальной машины. Запрос передаётся поисковой системе и может сохраниться в её журналах. Злоумышленник, получивший доступ к этим журналам после взлома инфраструктуры поисковика, сможет извлечь оттуда конфиденциальные данные. Если же речь идёт к обращениям к внешним сайтам, то модель может передать приватные данные в виде параметра GET или POST, или даже просто в определённом порядке обходить страницы на хакнутом веб-сервере, буквально передать секрет по буквам. Чтение страница из поисковой выдачи создаёт ещё один риск: они может содержать тоже инъекции для агентов.

В исходниках команды запуска агентов сейчас выглядят так:

# Claude: встроенные инструменты и пользовательские MCP-серверы отключены
claude -p --output-format json --tools "" --strict-mcp-config

# AGY: инструменты ограничены песочницей
agy --sandbox --output-format json

# Codex: веб-поиск отключён, файловая система доступна только для чтения
codex exec --skip-git-repo-check -c 'web_search="disabled"' --sandbox read-only

У Claude инструменты отключены полностью. AGY запускается с ключом --sandbox. Запросы инструментов выполняются в терминальной песочнице, а действия за пределами её разрешений блокируются. Конвейер работает в неинтерактивном режиме, поэтому агент не может запросить у пользователя дополнительное разрешение.

В доступной мне версии Codex CLI штатного ключа для полного отключения всех инструментов я не нашёл. Проверки с параметрами -c tools.enabled=false, -c tools=[] и похожими вариантами требуемого режима не дали. Поэтому встроенный веб-поиск отключён через -c 'web_search="disabled"', а Codex запущен с --sandbox read-only. Инструменты у него остаются технически активными: агент может читать файлы и выполнять безвредные команды вроде echo. Запущенные команды и скрипты наследуют границы песочницы. В этой конфигурации запись и удаление файлов заблокированы.

Перевод книги — процесс долгий, и конвейер в любой момент может остановиться: закончатся пятичасовые или недельные лимиты, оборвётся соединение или вы сами нажмёте Ctrl+C. Каждый готовый фрагмент записывается отдельно. После перезапуска конвейер продолжает с последнего. Готовность перевода кусочка определяется по номерам абзацев внутри файла дополненных хэшами исходных абзацев. Нумерация может измениться, а хэши — нет. При исчерпании лимита конвейер ждёт сколько нужно и повторяет запрос. Процесс работает без присмотра. Можно на ночь ставить.

Копия каждого запроса к модели сохраняется на диск. Вместе с ответом записываются полный идентификатор модели, время запуска и статистика расхода денег/токенов, если доступна. Если перевод фрагмента получился странным, можно увидеть, что именно ушло модели и какая версия ответила.

Лимиты у агентов не резиновые, поэтому я добавил поддержку профилей. В них можно назначить резервные модели для каждой задачи: если лимит основной исчерпан, конвейер переключается на запасную, которая может принадлежать любому поддерживаемому агенту.

Опыт разработки и боль с PDF

Больше всего конвейер тестировался на маршруте EPUB → FB2. Всего через него прошло около двух десятков книг, которые мне присылали друзья и знакомые. На них отрабатывались нарезка, сохранение структуры, перенос иллюстраций, перевод, редактура и финальная сборка. Сейчас активно улучшаются два направления: вывод готовой книги в PDF и перевод книг, которые изначально пришли в PDF.

На всё ушло около двух недель разработки с ИИ, из них примерно десять дней активной работы. В основном я писал через Claude Code с Opus, а под конец, когда закончились лимиты, перешёл на AGY с Gemini Pro.

Сам AGY оказался неожиданно приятным агентом. Он быстро работает, удачное цветовое оформление вывода помогает легко читать длинные сессии в терминале.

По моим ощущениям, Gemini напоминает карикатурного подчинённого из апокрифического указа Петра I:

Подчиненный перед лицом начальствующим должен иметь вид лихой и придурковатый, дабы разумением своим не смущать начальство.

Модель радостно рапортует об успехах и быстро лепит код, но с косячками. В моих задачах Opus даёт более качественный и глубокий результат, работая сильно медленнее.

Среди присланных файлов попадались книги в PDF. И это оказалось отдельной болью, из-за которой разработка и затянулась. Каждый новый формат — EPUB, FB2, PDF — вскрывал недостатки конвейера, которые приходилось исправлять.

Сначала я хотел подключить локальную модель для разметки PDF. Но это сразу бы осложнило жизнь пользователям, так как не все имеют докер и свободные 15 ГБ. В итоге обошёлся встроенным функционалом Codex и Gemini. Причём Gemini размечала страницы чуть точнее и быстрее, а также почти не расходовала доступный мне лимит на OCR-запросы. Справедливости ради, такие запросы в Codex тоже дешёвые.

Сейчас это работает так: скрипт преобразует страницы PDF в PNG, постранично отправляет их модели и получает распознанный текст в markdown с координатами иллюстраций, аннотациями, сносками и разметкой курсива. Потом текст преобразуется во внутренний формат и уходит на перевод.

Скорость, деньги и параллелизм

На моих тестовых книгах сильные модели показали сопоставимое качество перевода при заметно разной скорости.

Связка

Время перевода одного фрагмента

Claude с Opus

до 10 минут

AGY с Gemini

около 1 минуты

Codex

от 2 до 5 минут

Это мои замеры для конкретной конфигурации. Время зависит от версии модели, размера фрагмента, нагрузки сервиса и настроек рассуждения. Я также прогнал перевод Gemini через Opus. Модель поставила ему 8 баллов из 10 и заключила, что такой текст «не стыдно показать другому». Оценка другой модели остаётся зависимой. Для дополнительной проверки её хватило.

Перевод требует строгой линейности. Литературную редактуру готовых фрагментов можно распараллелить. Тут нужна осторожность: мой аккаунт в AGY отнесли к России и заблокировали после перевода нескольких книг 5-ю агентами параллельно. Поэтому в профилях для agy сейчас используется --jobs 2.

В моём режиме работы подписки за 20 долларов на несколько книг не хватило: недельные лимиты закончились быстро. Очень полезен для перевода на тариф за 100 долларов. Сейчас в Claude акция с повышенными лимитами, так они пытаются удержать пользователей, пока не обладают достаточными мощностями. Типа хоть и медленно (до 10 минут на запрос), но зато много. Тариф за 100 долларов в любом агенте позволит перевести штук 20 книг.

Учитывая все факторы: скорость, цену и т.п. оптимален Antigravity CLI (подписка Gemini). Но есть одно «но»: строгая цензура. Для любого контента есть есть обнажёнка, насилие Gemini совершенно не годится и выдаёт текст непереведённым или отцензурированным, поэтому я включил такую конфигурацию профиля в конвейер agy-claude.conf:

# То же, что agy, но последним звеном — Opus через сам Claude Code.
# Другой поставщик: свой счёт лимитов и отказы не на тех же местах.
# Нужен установленный claude.
--agent agy
--translator gemini-3.1-pro-high,claude-opus-4-6-thinking,claude:claude-opus-5
--editor     gemini-3.1-pro-high,claude-opus-4-6-thinking,claude:claude-sonnet-5
--scout      gemini-3.1-pro-high,claude-opus-4-6-thinking,claude:claude-opus-5
--formatter  gemini-3.6-flash-low,claude-sonnet-4-6,gpt-oss-120b-medium,claude:claude-sonnet-5
--ocrfixer   gemini-3.6-flash-low,claude-sonnet-4-6,gpt-oss-120b-medium,claude:claude-sonnet-5
--jobs 2

Финальный результат и сообщество

На выходе конвейер создаёт переведённый текст и отдельный файл со списком замечаний редактора: фрагментами, которые модель рекомендует проверить вручную. Итоговая команда показывает число замечаний и отдельно отмечает те, которые мешают собрать полную книгу. Если перевод готовится к публикации, этот список нужно разобрать полностью. При переводе для личного чтения список пригодится для отладки конвейера.

В начало готовой книги добавляется короткая справка: перевод машинный, каким конвейером и моделью он сделан, когда выполнен и какую редактуру прошёл. Сноски переводчика помечаются отдельно от авторских.

Ради проекта я зарегистрировался на PyPI и опубликовал там пакет booktrans. Установить конвейер можно обычной командой:

pipx install booktrans

Пример повторного запуска из клонированного репозитория: конвейер продолжит уже начатую работу, переведёт книгу на русский язык и запустит параллельные этапы в четыре потока.

uv run ./booktrans/bt_agy Bostrom_Nick_optimal.pdf --to ru --ui ru --jobs 4
Вывод команды
BookTrans 1.8.65 (12 августа 2026) — перевод книги целиком

  334 абзацев, 21745 слов, 22 кусков, 36 заголовков
  рабочая папка: Bostrom_Nick_optimal.work

  текстовый слой pdf сделан распознаванием (по тексту) — проходы предупреждены о дефектах

=== 1. Правка дефектов распознавания ===
  дефекты распознавания уже правлены: поправок 1 (удалите work/ocrfix.json, чтобы переделать)

  наложены поправки распознавания: 1

=== 2. Разведка: голоса, имена, термины ===
  разведка уже сделана (удалите work/scout.md, чтобы переделать)

=== 3. Перевод и сноски ===
[0017/0022] Bibliography               820 слов ... готово за 97 с [gemini-3.1-pro-high]
  переведено 1, уже было готово 21

=== 4. Литературная редактура ===
  параллельно в 4 потока
[0001/0022] Optimal Timing for Super НАЧАЛО     2 абз
[0002/0022] Introduction             НАЧАЛО    16 абз
[0003/0022] Evaluative framework     НАЧАЛО     6 абз
[0004/0022] A simple go/no-go model  НАЧАЛО    18 абз
[0001/0022] Optimal Timing for Super ГОТОВО   правок   1 из   2, за 21 с [gemini-3.1-pro-high]
[0005/0022] Incorporating time and s НАЧАЛО    12 абз
[0003/0022] Evaluative framework     ГОТОВО   правок   5 из   6, за 65 с [gemini-3.1-pro-high]
[0006/0022] Temporal discounting     НАЧАЛО    14 абз
[0004/0022] A simple go/no-go model  ГОТОВО   правок  11 из  18, за 97 с [gemini-3.1-pro-high]
[0007/0022] Diminishing marginal uti НАЧАЛО    14 абз
[0002/0022] Introduction             ГОТОВО   правок  11 из  16, за 116 с [gemini-3.1-pro-high]
[0011/0022] TABLE 12: Pre-deployment НАЧАЛО     9 абз
[0005/0022] Incorporating time and s ГОТОВО   правок  12 из  12, за 101 с [gemini-3.1-pro-high]
[0012/0022] TABLE 14: Difference in  НАЧАЛО     7 абз
[0007/0022] Diminishing marginal uti ГОТОВО   правок   6 из  14, за 45 с [gemini-3.1-pro-high]
[0013/0022] Distributional considera НАЧАЛО    32 абз
[0006/0022] Temporal discounting     ГОТОВО   правок  10 из  14, за 77 с [gemini-3.1-pro-high]
[0014/0022] Other-focused prudential НАЧАЛО     6 абз
[0012/0022] TABLE 14: Difference in  ГОТОВО   правок   3 из   7, за 48 с [gemini-3.1-pro-high]
[0015/0022] Theory of second best    НАЧАЛО    18 абз
[0011/0022] TABLE 12: Pre-deployment ГОТОВО   правок   6 из   9, за 62 с [gemini-3.1-pro-high]
[0016/0022] Conclusions              НАЧАЛО    15 абз
[0014/0022] Other-focused prudential ГОТОВО   правок   5 из   6, за 69 с [gemini-3.1-pro-high]
[0017/0022] Bibliography             НАЧАЛО    48 абз
[0016/0022] Conclusions              ГОТОВО   правок  14 из  15, за 67 с [gemini-3.1-pro-high]
[0018/0022] Appendix B: Details for  НАЧАЛО    17 абз
[0017/0022] Bibliography             ГОТОВО   правок   6 из  48, за 65 с [gemini-3.1-pro-high]
[0019/0022] Appendix C: Details for  НАЧАЛО    24 абз
[0015/0022] Theory of second best    ГОТОВО   правок  16 из  18, за 107 с [gemini-3.1-pro-high]
[0020/0022] Appendix D: Details for  НАЧАЛО    19 абз
[0018/0022] Appendix B: Details for  ГОТОВО   правок   9 из  17, за 53 с [gemini-3.1-pro-high]
[0021/0022] TABLE D1: Diminishing ma НАЧАЛО     7 абз
[0013/0022] Distributional considera ГОТОВО   правок  29 из  32, за 174 с [gemini-3.1-pro-high]
[0022/0022] 6. Comparison between CR НАЧАЛО    57 абз
[0019/0022] Appendix C: Details for  ГОТОВО   правок   8 из  24, за 45 с [gemini-3.1-pro-high]
[0021/0022] TABLE D1: Diminishing ma ГОТОВО   правок   1 из   7, за 25 с [gemini-3.1-pro-high]
[0020/0022] Appendix D: Details for  ГОТОВО   правок   9 из  19, за 47 с [gemini-3.1-pro-high]

    попытка 1: неизвестные идентификаторы ['s37.b0025', 's37.b0026'], пустые []
[0022/0022] 6. Comparison between CR ГОТОВО   правок  30 из  57, за 104 с [gemini-3.1-pro-high]
  отредактировано 19, уже было готово 3, правок 192

=== 5. Сборка книги ===
  наложена редактура: 357 абзацев
  сносок: 4
  собираю pdf через lualatex ... готово
собрано: Бостром Ник. Оптимальные сроки создания сверхразума - обыденные соображения о ныне живущих людях.pdf  (2.7 МБ, 334 абзацев)

=== 6. Проверки ===
1. ПОЛНОТА
   все 379 блоков переведены (правок редактуры: 357)
2. ЧИСЛА  (цифры оригинала обязаны остаться цифрами)
   ОШИБКА: цифры пропали — блоков: 3 (развёрнуты в слова?)
     s07.b0005  ['400']
     s10.b0007  ['1000', '10000']
     s11.b0002  ['10000', '1390']
   цифра вместо буквы (1 вместо I, 5 вместо S) — дефект распознавания, не в счёт: блоков 18
   в переводе появились цифры, которых не было — блоков: 7 (сверить не с чем, посмотрите)
     s05.b0005  ['3']
     s07.b0005  ['1400']
     s13.b0012  ['2']
     s21.b0006  ['21']
     s37.b0002  ['2']
     …и ещё 2
3. ДЛИНА АБЗАЦЕВ  (аномалия выдаёт пропуск)
   обычное отношение длин по этой книге: 1.06
   подозрительных: 1 (часто ложные)
     s37.b0021  (0.55)
4. НЕПЕРЕВЕДЁННЫЕ ФРАГМЕНТЫ
   блоков с письмом оригинала: 83 (имена и названия — обычно норма)
     s03.b0002: nickbostrom · https
     s05.b0002: Anyone · Builds · Everyone · Dies
     s07.b0008: cdot · quad · Rightarrow · lesssim
     s12.b0004: mathrm · pause
     s12.b0006: mathrm · pause
     s12.b0007: mathrm · pause
     s12.b0008: mathrm · pause
     s12.b0020: text · infty
     …и ещё 75
5. ССЫЛКИ НА СНОСКИ  (номер обязан остаться в переводе)
   все ссылки на месте (0)

ИТОГО замечаний: 3   (блокирующие — разделы 1, 2, 5 и 6)

ЗАМЕЧАНИЯ РЕДАКТОРА — кусков с замечаниями: 3
  кусок 0003: s06.b0003: заменил «некаузальные» на более принятый термин «акаузальные теории принятия решений»; стоит убедиться, что в оригинале именно acausal (а не, скажем, non-causal).
  кусок 0006: s09.b0003, s09.b0004: Одно предложение оказалось разорвано между двумя абзацами (очевидно, ошибка при распознавании). Разбивка на абзацы сохранена по инструкции, но части фразы выправлены так, чтобы они стыковались при чтении. Стоит убрать разрыв абзаца в сборке.
  кусок 0014: s19.b0004: Правка по догадке. В машинном переводе стояло «числом людей, которым он небезразличен» (то есть тех, кто заботится о человеке), но логика всего фрагмента и упоминание умерших друзей указывают, что речь идет об обратном — людях, о которых заботится сам человек. Я исправил на «число…
  полностью — в Bostrom_Nick_optimal.work/review.md

РАСХОД
  проход       модель                  запросов        $
  перевод      gemini-3.1-pro-high           21     0.00
  редактура    gemini-3.1-pro-high           22     0.00
  ИТОГО                                      43     0.00
  Разведка и разметка сюда не входят — они не пишут файлы кусков.
  На подписке сумма справочная: столько стоило бы по тарифам API.

По просьбам первых пользователей я добавил вывод в TeX: так можно получить аккуратную книжную вёрстку. Из того же исходника LuaLaTeX собирает PDF.

Мне бывает обидно, когда оплаченные лимиты сгорают в конце месяца из-за нехватки подходящих задач. А в это же время кому-то не хватает доступных запросов для перевода интересной книги. Чтобы свести этих людей вместе, я создал группу в Telegram — BookTrans. Там можно попросить о переводе, если у кого-то пропадают оплаченные токены.

Сам конвейер не решает вопрос с авторскими правами. Перед публикацией или распространением перевода нужно проверить условия лицензии и при необходимости получить разрешение правообладателя.

Уровень издательского перевода требует работы живых переводчика и редактора. Мою исходную задачу конвейер решил: теперь я прочёл с большим удовольствием продолжение «Семиозиса», которого не было на русском.

© 2026 ООО «МТ ФИНАНС»

Источник

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    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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

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  • 20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

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

  • 24.06.26 01:28 Fraddy Pual

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 01:58 robertalfred175

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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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

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  • 26.06.26 02:56 Asunción Herrera

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

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

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  • 28.06.26 00:37 kimberlyhebertt673

    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

  • 28.06.26 00:37 kimberlyhebertt673

    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

  • 29.06.26 11:57 Lisadonato0726

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  • 06.07.26 16:20 Olga Ognjanović

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    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

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  • 30.07.26 17:27 wendytaylor015

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  • 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

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  • 01.08.26 15:05 keithwilson9899

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  • 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

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  • 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

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  • 06.08.26 13:56 lydiassmith567

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  • 06.08.26 13:56 lydiassmith567

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  • 11.08.26 03:43 raymont0714

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  • 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.

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