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Н Новости

Любовь и кошки: Башкирский Translation Forum Russia 2023 в объятиях Gen AI, LLM и CAT-tools

Приветствую, дорогие читатели. Впервые решилась написать статью, связанную со своей профессией — с профессией переводчика. Статья покажет не только путь юного падавана в новой среде, но и первый опыт посещения больших мероприятий. И мой вывод: участвуйте!

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Сразу оговорюсь: я штатный переводчик в IT-компании PVS-Studio. Наша компания разрабатывает статический анализатор, который помогает разработчикам находить ошибки и уязвимости в коде. Анализатор участвует в нахождении багов, и потом разработчики их исправляют — так код становится лучше и, так сказать, меньше пахнет :)

В компанию я пришла сравнительно недавно — меньше полугода назад, но уже почувствовала приятную и комфортную атмосферу. Поддержка, понимание и помощь в улучшении моих навыков оказалось приятным опытом после трайхарда в университете. А когда возникла идея поехать на конференцию, компания поддержала нас и помогла с организацией поездки.

Немного о форуме

Translation Forum Russia (TFR) — это крупнейшая в Европе конференция переводчиков и локализаторов. Каждый год локация проведения мероприятия меняется — в прошлом году Екатеринбург, в этом — Уфа.

Мы живём в Центральной России — в Туле, и путешествие в Уфу оказалось продолжительным, так как наша команда переводчиков решила отправиться в путь на поезде. Если ваш работодатель отпускает вас надолго в командировку — поезд позволит повидать нашу необъятную и хорошенько выспаться. Если же вы не скованы обязательствами перед работодателями — тем более стоит отправиться это путешествие. И сейчас я попробую доказать вам зачем.

О чём статья

Когда я узнала, что мы отправимся в такой путь, я сразу поняла — по приезде домой, я поделюсь своими впечатлениями и расскажу о новых тенденциях в мире перевода, — да будет же статья! Та-дам, получается. Не подумайте, что я просто хочу похвастаться, что смогла побывать на конференции. Мне очень хочется замотивировать вас, дорогие читатели, посещать такие мероприятия и делиться эмоциями. Не важно в какой форме: фотоотчет, доклад о том, что узнал нового, или же недовольство конференцией — рассказывайте об этом. Может, тогда больше людей захочет принимать участие в жизни сообщества :)

Я думаю, после прочтения статьи, вы, как минимум, заинтересуетесь темами, о которых я рассказала.

Если вы давно думали о том, что такое LLM, Gen AI, опасны ли они для переводчиков, — доклады на конференции немного прояснили ситуацию. Я с радостью расскажу вам, что мне удалось узнать. Но сначала...

Нетворкинг

По прибытии на конференцию маленькие переводчики отправились знакомиться с переводчиками побольше. Так как наша команда только-только сформировалась, нам хотелось пообщаться с другими переводчиками на любые темы. Особенно мы искали технических переводчиков из сферы IT, как и мы.

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На удивление, людей, связанных с разработкой и с переводом софта, было много для переводческой конференции — чего стоит золотой спонсор Positive Technologies. К сожалению, я не смогла поговорить с их штатным переводчиком. Наверное, потому что я ещё молодая и немного боязливая; плюс она курировала технологический поток докладов – было неловко отвлекать. Зато пообщалась с их DevRel, и мы порадовались, что PVS-Studio и PT постоянно встречаются на конференциях, даже на таких непрофильных. :)

Последний раз мы виделись на DotNext:

DotNext — это крупнейшая и старейшая конференция для всех, кто занимается .NET-разработкой. Для тех, кто хочет узнать, как все работает "под капотом", в программе конференции всегда есть крутые доклады про низкоуровневые оптимизации и неочевидные механики. Забавный факт: так как наши стенды стояли достаточно близко, во время мероприятия то PVS-Studio бегал играть в настолки к Positive Technologies, то Positive Technologies — к PVS-Studio.

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Также там стоял стенд, предлагающий обучающие курсы на разные темы и средства для лечения потерянного голоса. К сожалению, переводческих курсов у них не было, да и голос у нас не теряется, так как мы письменные переводчики. Однако средство для суставов бы не помешало. :)

Помимо этого, мы пообщались с представителем компании Transphere — они предоставляют языковые услуги. Нам понравилась идея, что можно сотрудничать с носителями языка, доверив им проверку текстов — для молодой команды это отличный шанс улучшить перевод.

Ну и самым неожиданным было познакомиться с прекрасными переводчицами, которые работают с техническими текстами— как раз то, что мы искали. Нам было приятно с ними пообщаться, обсудить вопросы, которые давно мучили меня и нашу команду. В тот момент я думала о том, как же хочется, чтобы больше людей посещало конференции, обменивалось опытом, как сделала наша команда. Поэтому я надеюсь, вы задумаетесь над тем, чтобы в будущем посетить TFR или подобные профильные мероприятия — буду вас ждать (да, прямо там, буду сидеть и ждать, хе-хе).

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Помимо этого, я пообщалась и с другими переводчиками, руководителями переводческих бюро и проектов, — и всем я задавала один и тот же вопрос:

"Каким CAT-tool вы пользуетесь?"

Сколько раз я уже повторила, что мы маленькая команда молодых сотрудников? Много. Так вот. Мы работаем над переводами и постоянно думаем, какой же CAT-tool нам нужен.

Для простоты буду её дальше называть "кошкой".

Сейчас наш софт — SmartCAT, но его политика Smartwords заставляет грустить, поэтому хотелось попробовать что-то новое. До этого я пользовалась только триал-версией SDL Trados и старичком Wordfast Classic, но это было в рамках учебной практики, когда нас знакомили с кошками.

Поддерживаю слова одного мужчины из зала, который обратился к представителю SmartCAT:

"В SmartCAT как не было Aligner-инструмента для Translation Memory, так и нет, но зато Smartwords добавили".

Моей личной целью было именно оно: найти "секретный ингредиент", "свиток дракона" — кошку, подходящую маленькой команде, по приемлемой цене, с развёртыванием в облаке. Спасибо, TFR 2023, ведь он любезно предоставил целый технологический поток, на котором продемонстрированы новые решения для переводов.

В первый день нам показали сразу три кошки: Gardarica, Prompt Translated Factory, Transit NXT. Про последние две программы я уже слышала, а вот Gardarica — что-то новое.

Gardarica

Gardarica — это проект переводческой компании Литерра по созданию российской CAT-системы. Этот проект — заказ некой большой корпорации. Может поэтому представитель CAT-решения сказал:

"Многие корпорации требуют, чтобы переводчики работали на православном ПО".

Интересный факт: название "Gardarica" пришло от слова "Гардарики" — "страна городов". Так называли Древнюю Русь скандинавы — небольшая историческая справка, хе-хе.

Вот что они хотят предоставить переводчикам:

  • обработка больших объёмов документации/контента;

  • сокращение времени переводов;

  • поддержание единообразия терминологии и последовательности перевода;

  • совместная работа переводчиков в проектах;

  • интеграции с системами генерации контента, TMS и MT;

  • сертификация ФСТЭК;

  • поддержка Windows, macOS, Astra, Linux;

  • поддержка вузов (выдача учебных лицензий).

Выглядит как стандартный джентельменский набор любой кошки, вам не кажется? Терминология, память переводов, машинный перевод и поддержка единообразия. Однако не каждый софт может предложить российскую сертификацию и поддержку стандартов, которые необходимы для работы с компаниями ОПК и ТЭК, а Gardarica может это дать. Плюс, интересно, как закрытая система будет иметь технологию для генерации контента — как это будет работать, пока неизвестно, но уже интригующе.

Конечно же, пользователи любых кошек ожидают большего: хочется и конкорданс, и поддержку большого количества форматов, и режим правок Word, да и в целом облако хочется и многое-многое другое. Но как сказали сами спикеры, представляющие проект: "Будут средства — будут фичи". Поэтому пока что программа разрабатывается только для десктопного формата.

*Пользователи SmartCAT и Phrase пустили скупую слезу.*

Из зала также поступил вопрос про то, будут ли конверторы и коннекторы. Немного объясню, что это такое, потому что сама впервые услышала эти термины на конференции.

  • API (они же "коннекторы") — по-простому, это своеобразный контракт между двумя приложениями. Например, у SmartCAT есть API c Google Sheets, то есть, мы можем работать с файлами Google Sheets. Есть ещё базовый коннектор, без которого уж никуда — это IEC (Import/Export Connector Application). Они отвечают за импорт и экспорт файлов в программе.

  • Конвертер — это сервис, который позволяет изменить формат исходного файла на другой. Например, .pdf в .doc. Но также конвертер в кошках отвечает за распознавание текста в .pdf файлах.

Представители Gardarica ответили, что, если будет запрос со стороны пользователей (и средства, конечно) — будут и коннекторы, и конвертеры.

На данный момент Gardarica на стадии прототипа. Релиз намечен на 24 июля. Успеет ли команда разработчиков к заявленному сроку, спикер уверенно ответил:

"Хороший человек обманывать не будет." — Будем ждать, а потом посмотрим, что это за кошка такая. Я записала этот CAT для будущего тестирования своей командой, но пока нет рабочей модели и релиза — говорить рано, что это будет за зверь.

Prompt Translated Factory

Вам принципиально нужно ПО, которое работает на российских ОС под Linux? Нужно ПО, находящееся в едином реестре отечественного ПО? Похоже, вам сюда. Выглядит новый CAT-tool достаточно свежо, интерфейс приятный, вроде всё есть:

  • Translation Memory: создание, обновление и редактирование ТМ, импорт-экспорт (.csv, .tmx), подключение до 10 ТМ к проекту, никаких ограничений по количеству ТМ, поиск по ТМ, режимы работы только на чтение и на чтение и запись.

  • Glossary: подключение неограниченного количества терминологических баз в проекте, импорт-экспорт (.csv, .txt, .tbx), быстрая подстановка термина в перевод в один клик, пополнение терминологических баз в процессе работы над проектом, поиск по базам ТМ.

  • Interface: настройка рабочего пространства, режим маркировки исправлений: Fuzzy Match и Exact Match, автоматическая подстановка МТ, поддержка тегов и их редактирования, возможность поиска и замены фрагментов, фильтрация по типу сегмента и поддержка горячих клавиш.

  • Machine Translation: нейронный машинный перевод PROMT Neural Translation в ПО, никаких ограничений к объёму переводов, есть готовые профили переводов — технология LLM (Нефть и газ, Атомная энергетика, IT и другие), возможность обучения МТ на материалах переводчика.

  • QA: Fuzzy Match, предупреждения об идентичных сегментах оригинала, повторяющихся словах; проверка совпадения чисел в оригинале и переводе; предупреждение об отсутствии скобок и кавычек в переводе; предупреждение об отсутствии двоеточий, точек с запятой в переводе.

  • Коннекторы и конвертеры в наличии.

  • Поддержка файлов: .docx, .xlsx, .pptx, .txt, .odt, .ods, .odf, .pdf, .rclx.

Сейчас будет личное мнение автора: делать ПО только для российских ОС, конечно, хорошая идея, если у вас покупают лицензии переводчики из ОПК и ТЭК, но многие компании всё ещё не несут бремя NDA и всё ещё пользуются старым добрым "микромягким" ОС — Windows.

Как сказали на форуме:

"Вы просто можете сделать один компьютер с таким ОС и использовать его в качестве сервера для раздачи программы всем переводчикам".

Конечно, каждый переводит как он переводит, но эта система выглядит крайне неудобно.

Также система лицензирования. Вы должны сразу приобрести 3 лицензии, и получите доступ только к двум языкам: русскому и английскому. Тут ваш автор статьи с парой английский-французский: "Ну да, ну да, пошла я переводить только на русский и только на английский." В полной версии, конечно, у вас будет доступ к 6 языкам: английский, немецкий, русский, китайский, венгерский и фарси.

Решать вам, дорогие читатели, ваша ли это кошка, или она достанется другим. Нашей команде, к сожалению, такое решение не особо подошло, поэтому идём дальше. А дальше у нас старичок на рынке CAT-tools — Transit NXT от Star GROUP.

Transit NXT

Переводческих программ у Star GROUP много: для терминологии, для локализации, для локализации веб-сайтов, свой движок МТ, да даже программа для языкового менеджмента. У них много опыта и было что рассказать. Жаль, что это было в конце дня, поэтому девушке-спикеру пришлось торопиться, чтобы показать все возможные стратегии для команд.

Это был интересный подход к презентации, так как они не просто продемонстрировали, какие есть фичи, но и рассказали о сценариях их использования. Было три пути: путь переводчика-одиночки, путь маленькой команды и путь огромного отдела переводов. Для каждого сценария спикер предлагала более удобную лицензию.

Немного расскажу про наш случай, потому что мало кто говорил на конференции про небольшие переводческие команды: говорят, переводчиков-одиночек и переводчиков, работающих в больших командах, больше, чем таких "малюток", как мы.

Девушка-спикер показала примерный шаблон работы переводчиков в маленькой команде:

  • Создание проекта: переводчики оценивают проект, собирают статистику, подготавливают материалы, выбирают шаблоны работы, подключают ТМ и TB и добавляют рабочие файлы в проект.

  • Перевод: далее менеджер проекта передаёт проект другому переводчику или оставляет себе на перевод, и начинается работа в редакторе; используются ТМ и ТВ.

  • Редактура: редактор проверяет перевод и даёт фидбек.

  • Последний этап: экспорт из САТ, подтверждение и сохранение ТМ и ТВ. Отсюда возникают потребности в настройке отчётов, выравнивании ТМ и документа, в поддержке разных форматов ТМ и ТВ, в создании шаблонов работы с переводами и нескольких сценариев добавления файлов.

Эх, вот опять беда — нужно десктопное приложение или хост-компьютер. :(

Решение интересное, как вариант попробовать — можно. Если, конечно, мы сможем смириться с тем, что нам нужно устанавливать софт на компьютер. Честно скажу, после SmartCAT — очень тяжело отказаться от родного браузера.

Что хочется сказать: TFR 2023 показал много программ для переводчиков, много решений, которые могут быть полезными для нас. Кстати, благодаря конференции я смогла взять контакты представителей Gardarica, чтобы в дальнейшем посмотреть прототип.

Небольшой дайджест "кошечек" с 1 дня конференции окончен, переходим к нейросетям.

LLM, Gen AI и места их обитания

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Как вы сами можете догадаться, сейчас в переводческом сообществе особо остро встаёт вопрос нейросетей и тот факт, что новые технологии смогут нас заменить в ближайшем будущем.

В первую очередь, что я поняла благодаря конференции и представленным материалам по нейросети — нет, они нас не заменят. По крайней мере, в ближайшем будущем. Давайте посмотрим, что сейчас происходит на рынке нейросетей.

SmartCAT Gen AI

SmartCAT продолжает рассказывать о том, что у них появился Gen AI, и какой он хороший. В целом, он предлагает этот AI не просто для улучшения перевода — SmartCAT даёт возможность переводчику выйти за границы своих обязанностей и уже создавать полноценные проекты самостоятельно.

Спикер привёл забавный пример: Gen AI сможет спеть презентацию для переводчика на другом языке или же сделать описание видео прямо там. Если вы работаете с маркетинг-текстами, можете попросить написать нечто новое: посты, пересказ, новую статью.

Лично для меня это не особо актуально, так как наша команда занимается исключительно переводами. За редкими случаями, мы можем написать от себя какую-нибудь статью. Для этого есть другие люди, и никто их заменять на ещё неокрепшую нейросеть не хочет.

Но плюс из этой технологии можно взять, и этот плюс подметил сам спикер: мы можем спросить Gen AI про то, как можно лучше хранить TM, как можно структурировать контент, и соответствует ли глоссарий теме текста, который вы переводите. В общем, просто как маленький советчик — нейросеть неплохой инструмент.

Также, как пользователь SmartCAT, хочу отметить, что, когда SmartCAT AI был в бете с GPT-4, им было очень приятно пользоваться. Так я могла улучшить текст, используя новые варианты трактовки предложений, или же проверить его на грамматические и пунктуационные ошибки.

"Я вижу AI только как возможность," — так сказал спикер SmartCAT.

И с этим трудно не согласиться.

Поэтому...

Экспресс-курс по LLM

Про LLM. Я расскажу вам про другие доклады, которые были гораздо позже. Объясню: я пришла на этот Yandex Cloud и их LLM с круглыми глазами: LLM, классические модели, промпты... Что? Как человек, который никогда не работал с такими технологиями и всегда опирался на свои знания, это звучало как для наших родителей какие-нибудь новомодные слова, например, "кринж" или "треш".

Этот мини-курс я пишу на основе доклада от Belingua. Этого доклада не хватало в самом начале, потому что он объяснял, что такое LLM и с чем его едят.

LLM — это модель глубокого обучения, которая используется для обработки естественного языка. Они позволяют компьютерам "понимать" тексты, создавать новые и выполнять запросы, которые были сделаны на языке человека, не машины.

Чтобы такая модель работала, нужны большие объёмы текста.

Принцип их работы:

  1. Человек пишет на входе "промпт" — это наш запрос, указание для нейросети.

  2. Машина начинает обрабатывать запрос и постепенно выдавать ответ — слово за словом, так как обработка происходит так: промпт результат промпт результат. Поэтому иногда можно видеть, как нейросеть постепенно выдаёт запрос, а не сразу, будто печатает.

  3. Profit!

Простыми словами: LLM — это GPT-4, GPT-3.5 и т.д. Gen AI — это продукты на их основе, то есть ChatGPT имеет основу в виде LLM GPT-4.

Для чего используют LLM:

  • написание summary и проверка орфографии;

  • генерация текста и кода;

  • создание нового контента на основе старого;

  • чат-боты;

  • синтез текста в речь или её распознавание;

  • machine translation;

  • описание изображений.

Как сказал один спикер: "Если ваша команда совместно работает с LLM, будет удобнее использовать для этого playground".

Чтобы не звучать как женщина из видео про "много fabrics" и "хороший style", для подобных слов буду давать справку: playground — это площадка, на которой будет удобно писать промпты и управлять ими, если вы работаете командой.

С другой стороны, хотя нейросеть может всё это сделать, остаются определенные риски и проблемы, которые они несут.

В первую очередь, это нарушение авторских прав — во время обучения LLM человек может загрузить чужую интеллектуальную собственность, тем самым нарушая закон. Возможно, вы помните споры художников на форумах: нейросеть крала стиль рисования, обучаясь на их иллюстрациях. Вот тут такой же пример.

Из-за этого мы не можем спрятаться от нейросети, мы не можем спрятать наши данные и поэтому нет защиты нашей конфиденциальности. А значит и нет безопасности и надежности у данных, которые были загружены в LLM для обучения, — появляется угроза кибербезопасности.

Помимо утечки данных, AI может ошибаться — могут возникнуть галлюцинации. Это основная проблема всех LLM. Галлюцинации — это сгенерированная недостоверная информация, которая может нести опасность для читателя. Всё это подвергает нас репутационной, судебной и кибер-опасности.

Эту тему можно развивать до бесконечности — все приводит к тому, что организации отказываются от использования нейросетей в своей работе, чтобы обезопасить данные.

Про риски для кибербезопасности вы всё знаете, но вы точно не знали такой вот факт: использование LLM подразумевает под собой ещё и огромное количество выбросов углекислого газа. Так сказал спикер, поэтому не ручаюсь за правдивость информации. Но если это правда — тогда шок.

Ну ладно, поругались и хватит, посмотрим и то, чем LLM еще неплох по сравнению, например, с классической моделью обучения нейросетей.

Спикер от Яндекса рассказал нам, в чём отличие LLM от классической модели обучения нейросетей.

  • LLM: обучается на большом количестве данных, обрабатывает всю информацию, для обучения нужны миллиарды сегментов. Дорого и одна модель поддерживает все языки.

  • Классическая модель обучения: обучается на меньшем количестве данных, обрабатывает только параллельные строки данных. Нужно около миллиона сегментов для обучения. Недорого и на каждый язык своя модель.

На рынке LLM только очень обеспеченные компании: Google, Facebook, OpenAI, Yandex. Однако LLM очень выгодная вещь, так как именно она помогает Gen AI редактировать текст, соблюдать стиль текста и копирайтить.

Огромный плюс для непопулярных языков: LLM лишена изъяна классической модели обучения машин.

Например, у нас есть пара непопулярных языков, которым нужно обучить машину. Чтобы это сделать в классической модели, нам надо сначала перевести первый язык на язык-посредник — обычно это английский — и только потом на второй язык (хотя это получается третий). LLM это ограничение обходит благодаря непараллельной обработке данных. Она просто набирает нужную информацию и обучается с помощью огромного текстового массива.

Задаётесь вопросом: "Как же она это делает?" Нужно просто принять, что она делает это сама. Она сама сопоставляет данные, сама обучается. Но не без "галлюцинаций" — LLM обожает ошибаться и не понимать, что от неё требуется. Так что отложите пересмотр фильмов с железным Арни до лучших времён — Скайнет пока что далеко.

Я вам это докажу на практическом кейсе, который видела на самой конференции.

LLM и практикум на TFR

На одном из докладов проходил практикум по написанию промптов для LLM. К сожалению, я сама не поучаствовала, потому что нужно было записываться заранее.

(Кстати, если вы поедете на TFR в следующем году, сразу интересуйтесь, есть ли у них чат конференции. Мы потерялись и не смогли побывать на практикуме в качестве участников).

Зато смогли как зрители.

Спикер показал, как он пишет свой промпт, показал команды, которые вводит, и раздал задания для команд, например: сравнить два машинных перевода или перевести субтитры.

Работа происходила в своеобразном playground (workbench). При помощи этого playground'а мы создаём маленькое "приложение", которое будет работать в playground. Но хочу отметить: обычно хорошие playgrounds имеют платную систему и за каждый запрос нужно будет платить денежку. На той платформе, на которой работал наш спикер, за input (запрос) просили 3 цента, за output (получение запроса) просили 6 центов. Чем более длинный запрос, тем больше придётся заплатить.

Также спикер шаманил с интерфейсом playground. И вновь словарик из непонятных (по крайней мере мне) терминов:

  • Temperature — уровень случайности. 0 (минимальная температура) — ответ один и тот же, 1 (максимальная температура) — ответ нейросети будет разительно отличаться.

  • Max length — это длина запроса. Её регулируют, чтобы меньше денег расходовалось.

В целом, наблюдать за практикой написания промптов было в новинку. Хотя LLM не сразу понимала, что от неё требуется: бывало, выдавала галлюцинации и делала то, что не просили: например, вместо сравнения двух текстов, переведённых МТ, она выполняла перевод. Однако как инструмент попробовать стоит. Как показала практика, полностью заменить человека нейросеть не может. И это, конечно же, радует.

Это не значит, что не нужно ей пользоваться. Нет, ни в коем разе. LLM и Gen AI стоит пользоваться или хотя бы понимать, как это работает. Ведь даже если эта технология попробует нас заменить, нужно уметь её приручить и управлять. :)

Заключение

Про третий день с точки зрения технологий ничего не расскажу, так как доклады быстро и сумбурно пролетели — возможно, сказывалось то, что это было воскресенье, и все уже устали. Но, с другой стороны, пора подвести итоги.

Моё мнение: на конференцию стоит съездить, если есть такая возможность. Однако стоимость билета, проживание и логистика могут сильно ударить по кошельку — будьте готовы. В нашем случае не пришлось за это переживать, так как всеми организационными моментами занималась наша компания, — а это очень приятно, когда о тебе заботятся. :)

"Молодой крови" не хватает, поэтому, наверное, и не хватало штатных переводчиков из IT-компаний. Если вы переводчик в области юридического и нефтегазового перевода — вы найдёте на этой конференции большое количество представителей бюро переводов и заказчиков, с которыми можно потом попробовать посотрудничать.

Много ли полезной информации именно для IT-переводчика? Не скажу.

Много ли инсайтов, "секретиков", необычного и нового? На этой конференции этого было достаточно и информация выше тому подтверждение.

Немножко про личный опыт от поездки: Уфа — красивый и уютный город со своими традициями и красотами. Я до сих пор помню, как мы ночью въезжали по мосту через реку Белая в город, и ощущение было такое, будто я ехала в какой-то Хогвартс (не осуждайте, я очень люблю романтизировать поездки). Гористая местность даёт своеобразный шарм, вдобавок мы попали на золотую осень — все было в жёлтой листве, и погода позволяла насладиться этим.

e288afd28c69077d0eac2aea78886cbf.png

Однако, если вы не особо любите ходить, готовьтесь: как уже говорила, гористая местность. Подъёмы. Спуски. Подъёмы и спуски. После дозы башкирских пирожков и баурсаков, улицы Уфы станут хорошим местом для кардиотренировки.

f2d9035cc24768f9b781d62606b7d8f1.png

Из-за насыщенности программы докладов мы успевали, по большей мере, только увидеть город снаружи и попробовать национальную кухню, но и этого за три дня было достаточно. Если у вас будет возможность побыть там подольше, — я думаю, вам понравится.

Еще отмечу: в такие поездки нужно ездить не только ради тайных знаний с конференций, не только ради посещения городов, но и для того, чтобы поближе узнать своих коллег. А еще если вы будете ехать туда-обратно несколько суток в одном купе — единение будет еще глубже :)

На этом рассказ про нашу поездку, я думаю, пора завершать.

Не бойтесь посещать профильные мероприятия и не думайте, что вы уйдете с пустыми руками. Ни в коем разе: даже если вам страшно, что у вас немного опыта или вы молоды, знайте — вы не одни. Лично от себя скажу: я очень хотела бы, чтобы больше людей посещали такие конференции, чтобы мы могли обмениваться опытом и обсуждать насущные вопросы. Надеюсь, я смогла вас немножко убедить.

Ещё раз напомню, что я являюсь переводчиком из PVS-Studio. Наша компания занимается разработкой статического анализатора для нахождения ошибок и уязвимостей в коде. Если вы пишите код, можете попробовать наш инструмент тут. А если вы такой же переводчик из IT-компании, как и я, можете рассказать о нас своим коллегам, возможно мы их заинтересуем. :)

Дорогие коллеги-переводчики, если не трудно, утолите моё любопытство и ответьте на этот вопрос: "Каким CAT-tool пользуетесь вы?"

Желаю всем хороших переводов и рабочих "кошек"!

Источник

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

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

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  • 23.08.26 20:02 leslieyee

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  • 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

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