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Всем про LLM. Как рассказать про трансформеры одинаково хорошо и индустриалам, и исследователям

Привет, Хабр. Меня зовут Вика, я работаю в AIRI, преподаю в Школе Анализа Данных и Сколтехе и вместе со своими коллегами занимаюсь обработкой естественного языка, изображений и видео, а также иными задачами, где могли бы пригодиться трансформерные модели. Трансформерные архитектуры — очень мощное орудие, которые может быть применено почти во всех сферах DL, и интереснейший концепт, в котором много потенциала для исследования. А, главное, их очень легко применить к технологиям, которые способны изменить нашу жизнь здесь и сейчас.

На словах всё красиво. Но три года назад мы заметили, что и магистры, и работники индустрии, связанной с AI, часто просят «объяснить, как же все‑таки работают трансформеры, потому что из научной статьи ничего не понятно». Так происходит из‑за того, что многое, что в статьях считается очевидным и само собой разумеющимся, очень плохо разъясняется в учебной литературе или существующих курсах. Как следствие, многие не могут использовать трансформеры для решения практических задач и реализации своих идей.

Эта трудность побудила нас создать полноценный курс по трансформерам, в котором проработаны такие проблемные точки и который адаптирован для студентов с разным профессиональным бэкграундом. О нём я и расскажу в этой статье.

Мы уже апробировали курс на лекциях в Сколтехе, МГУ и Сбер Университете, а также написали в AIRI о нём статью, которую представили на воркшопе по преподаванию на одной из самых популярных мировых конференций по NLP — ACL-2024. Материалы академической версии курса можно найти в нашем репозитории.

Приятного чтения!

Виктория Чекалина (то есть, я) рассказывает материал курса

Как сделать курс, где студенты работают

Во время планирования курса я уже преподавала в ШАД и одновременно училась в Сколтехе. Это позволило мне сравнить два разных подхода к выдаче заданий.

В первом дают практику по множеству тем, предлагая разобраться примерно с одной из них в неделю и решить несколько несложных практических задач вида «дозаполнить код».

Как показала практика, в режиме интенсивного обучения за неделю пройти тему с нуля нереально. Индивидуальные, по сути, задания становились групповыми, решения копировались у старших курсов и счастливчиков с приятелями‑преподавателями.

Во втором подходе, наоборот, упор ставится на командную работу: за терм — аналог семестра — команда из нескольких человек должна придумать тему и на ее основе создать исследовательский проект. По задумке авторов курса это позволяет не спеша и глубоко изучить выбранную проблему, обсуждая ее с сокомандниками. В реальности команда обычно формировалась вокруг одного‑двух сильных студентов и в качестве проекта бралась уже сделанная им работа.

Мы хотели взять из каждой системы лучшее, минимизировать возможность студенческого чита и создать такую структуру домашних заданий, чтобы

каждый студент курса был гарантированно вовлечен в работу,
работа была непосредственно по теме курса,
студент имел возможность подумать над проблемой, осознать ее, попробовать несколько подходов к решению.

Курс состоит из 14 занятий, включающих в себя лекции и семинары. На лекциях разбираются теоретические аспекты и статьи, релевантные теме. На семинаре «с нуля» решается определенная практическая задача с дискуссией о выбранном методе, подбором датасета и обучением модели.

Касаемо последнего: мы решили сделать два больших задания на месяц по двум наиболее распространенным задачам в NLP: классификации и генерации. В задании по классификации мы просим присвоить каждой единице текста — токену — лейбл, определяющий его роль задаче сравнения двух опций. В задаче генерации мы просим изменить текст, сделать его менее грубым и токсичным. Структура оценивания строится таким образом, что тщательное проделывание одного из двух этих заданий уже гарантирует проходной балл.

Каждое задание имеет бейзлайн и несколько релевантных статей с возможными решениями. Оно подразумевает глубокое погружение в задачу и предлагает возможность попробовать несколько различных подходов, тщательно рассматривая и обсуждая их преимущества, недостатки и возможные модификации. Такое задание точно моделирует процесс решения реальных проблем и занимает не менее месяца. В середине месяца проводится дополнительное занятие, где можно поделиться с преподавателями своей стратегией и обсудить, что получается/не получается в решении задачи.

Попробовав несколько подходов, студент выбирает лучший и в индивидуальном порядке отправляет решение на соревновательную платформу CodaLab. Кроме этого, студент должен предоставить технический отчет с описанием использованных методов и код с комментариями.

Также в оценку включается мини‑квиз по каждой лекции и небольшое практическое задание по семинару. Лекционный квиз состоит из простых вопросов по теории, в семинарском предлагается изменить несколько параметров используемой модели и описать результат.

Лекцию читает Мария Тихонова, одна из авторов курса

Структура курса

Если кратко подытожить написанное выше, цель у курса — путем углубления понимания теоретической базы научить студентов применять трансформерные модели для самых разных задач. Поэтому сначала мы подробно разбираем архитектуру трансформеров, потом — настройки и приемы обучения больших языковых моделей (LLM), основанных на этой архитектуре.

Затем мы учим студентов разделять проблемы, решаемые LLM, на классы и связывать их с проблемами из классического ML. Для каждого типа задач обычно используют определенные модели в определенных сетапах, что упрощает поиск решений для желаемого кейса. В конце курса мы показываем, как использовать трансформерные модели не только для текста, но и в других областях — для картинок, видео, временных рядов, графовых структур.

Расскажу поподробнее о каждом этапе.

В Лекции 1 мы подробно разбираем архитектуры трансформер. Материалы лекции и семинара базируются на тьюториале «Annotated Transformer». В Лекции 2 мы от архитектуры переходим непосредственно к модели — разбираем, как обучаются модели типа BERT. В Лекции 3 мы разбираем задачи, решаемые энкодерными трансформенными архитектурами. Это классификация текста — задача 1–2-классовой классификации в ML — и sequence tagging — multi‑label классификация.

В Лекции 4 мы переходим к декодерным архитектурам и генерации текста. В ML это соответствует задаче многоклассовой классификации, где количество возможных классов огромно и равно размеру словаря. В этой же лекции мы разбираем процесс генерации текста. Обсуждаем методы контролируемой генерации.

В Лекции 5 мы продолжаем тему контролируемой генерации и концепцию Reinforcement Learning from Human Feedback — основополагающую при обучении ChatGPT.

В Лекции 6 от декодерной архитектуры мы переходим к энкодерно‑декодерной и разбираем множество задач, подходящие под определение seq2seq — перевод, изменение тональности, диалоговые ассистенты. Обсуждаем мультиязычные модели.

В Лекции 7 отвечаем на вопрос, как сделать модель мультиязычной. В Лекции 8 мы обсуждаем, как можно управлять правдоподобностью трансформеров — сделать их предсказания более надежными и достоверными.

Поскольку современные трансформерные модели весьма большие, последние несколько лет довольно релевантна задача сделать их более компактными с сохранением изначальной эффективности. В Лекции 9 мы обсуждаем подходы к сжатию моделей (прунинг, дистилляцию и квантизацию), а также методы и нюансы распараллеливания моделей на нескольких ГПУ.

В Лекции 10 мы обсуждаем представление внутренней структуры трансформеров в более компактном виде с использованием различных алгебраических структур. В Лекции 11 объясняем, как LLM могу работать с модальностями, отличными от текстовых — видео, картинки, аудио — и рассматриваем архитектуру и алгоритмы обучения Vision Transformers.

Последние лекции посвящены применению трансформеров к различным типам данных. Так, Лекция 12 объясняет, как с их помощью представить графовую структуру, Лекция 13 — как использовать трансформеры для предсказания временных рядов, Лекция 14 описывает их применение в Табулярных данных.

Курс меняется вместе с изменением AI‑коммьюнити — например, в прошлом году основной запрос поменялся с «объяснить, как работают трансформеры» на «объяснить, как работает ChatGPT и что это».

Сейчас на пике находится использование больших языковых моделей для различных задач (так называемые Foundation models), а также использование LLM для работы с изображениями и видео. Следуя за этой тенденцией, в курсе мы расширяем и углубляем темы по мультимодальности, промпт и инстракшн‑тюнингу.

У микрофона одна из авторов курса Ирина Никишина

От простого к сложному

Для объяснения сложных концепций мы используем принцип анализа‑синтеза: разбиваем вопрос на отдельные логически законченные блоки, объясняем каждый из них, что дает картину концепции целиком.

Например, генерацию текста трансформерами мы объясняем так: отмечаем, что первая часть — модель — дает логиты, которые описывают вероятностное пространство слов, а не сами слова. Далее говорим, что можно влиять на само вероятностное пространство (top‑p, top‑k), на форму вероятностного распределения (temperature) и на сам процесс сэмплирования при фиксированном распределении (beam search, greed search).

ChatGPT тоже объясняем издалека. Сначала рассказываем, как еще можно повлиять на то, что генерит модель (prompt engineering, steering technique). Далее подводим студентов к мысли, что для этой цели можно использовать Reinforcement Learning (RL) и людей‑аннотаторов. Рассказываем про Reinforcement Learning from Human Feedback на примере Instruct GPT и говорим, что у ChatGPT похожая схема.

Про разницу курса для студентов-академиков и студентов-индустриалов

Курс стартовал летом 2022 года и читался 3 раза на английском языке Сколтехе и в Институте искусственного интеллекта МГУ для AI Masters и 6 раз на русском в Сбер Университете для любых сотрудников, которые интересовались темой и прошли входное тестирование. Первый тип обучающихся я называю здесь студентами‑академиками или просто «академией», второй — студентами‑индустриалами или просто «индустрией», поскольку чаще всего ко второй группе относятся уже работающие инженеры и руководители подразделений.

Для индустрии курс читается вечером. Поначалу мы брали такую же длительность занятий, как и для академии — 2 пары по полтора часа, лекция и семинар. Однако после первых запусков стало понятно, что инженерам тяжело после рабочего дня полноценно концентрироваться еще три часа, а некоторая часть академических лекций — например, математические выкладки и нюансы методов — не нужны для индустрии. Поэтому мы сократили размер пары до 1 часа.

Вопросы, которыми интересовались эти две группы, тоже различались. В индустрии студенты спрашивали: «а как на практике сделать это? А вот то? А если у нас такая задача, как можно решить ее этим методом?» В академии спрашивали про экспериментальное и теоретическое обоснование метода, «а как отразится на результате, если в методе изменить определенную вещь?».

Так как курс меняется в соответствии с запросами аудитории, для двух этих потоков мы изменяли акценты в лекциях, а иногда и сами лекции. В академических запусках мы уделяем особое внимание теории, лежащей в основе методов, и ее потенциальному развитию. В индустриальных запусках мы обсуждаем практические трудности: расположение и работа большой модели на нескольких GPU‑картах, проблемы и нюансы сбора датасетов с помощью краудсорсинга и т. д..

В академических запусках мы больше концентрируемся на теоретическом материале, давая больше математических формул и объяснений. Во время индустриальных запусков мы приводим больше практических примеров, иллюстрируя все методы с максимально возможным количеством вариантов использования и бизнес‑приложений.

Приведу несколько примеров.

В лекции по декодерным архитектурам академикам я рассказываю, как в коде устроен блок внимания в GPT‑модели. Что Query, Key, Value — это три обучаемые матрицы, которые мы собираем в одну, на ее основании для токена получаем один общий вектор, который решейпится и разделяется на три. В индустрии мы опускаем это.
В семинаре про стратегии генерации в академии мы перебираем различные способы влияния на результирующий текст — от изменения температуры до стоп‑слов — и смотрим, как изменяется выход модели. В индустрии в этом семинаре упор делается на создании чат‑бота на основе GPT-2.
На занятии про низкоранговые структуры в трансформерах для академии я рассказываю теоретический бэкграунд ТТМ-разложения, а для индустрии просто говорю «теперь наша двумерная матрицы весов стала несколькими четырехмерными кубиками».
В занятии по эффективному использованию трансформеров академики больше интересуются алгоритмами уменьшения эффективного размера модели (прунинг, квантизация), индустриалы — схемами распараллеливания и синхронизации вычислений (Varuna, Megatron)

Формальной разницы в заданиях или критериях оценки для академиков и индустриалов нет. Однако во время академических запусков мы стимулируем студентов больше концентрироваться на теоретическом анализе своих результатов и научных выводах, которые они могут из них сделать, в то время как в индустриалов мы просим больше рассказывать о практических эффектах, которые можно вывести из результатов, полученных ими в заданиях.

Фидбек и коллаборация со студентами

Мы с коллегами остались очень довольны проделанной работой и читали курс с огромным удовольствием. Поскольку курс очень динамичен, для каждого запуска мы готовили новый материал, и чтение лекций не приедалось. Очень вдохновляет, когда студенты, словив несколько инсайтов, внезапно начинают понимать всю картину целиком. Или когда понимают, как сложные формулы превращаются в понятный каждому объект: картинку или текст.

Разница в восприятии индустриальных и академических студентов тоже расширяет кругозор. Иногда рассказываешь одну и ту же лекцию в разных сетапах и удивляешься, насколько широкий спектр мыслей и ассоциаций она рождает (ты бы о таких даже не подумала бы).

Диалог с индустриалами здесь особенно интересен. Во‑первых, сами мы ближе к академии и думаем как академики, индустрия же подсвечивает стороны, на которые мы традиционно не смотрим; во‑вторых, в индустрии студенты — это уже сложившиеся специалисты, которые видят предмет более обще. Иногда они предлагают необычные кейсы внедрения и применимости.

Повод для отдельной гордости — это тот факт, что некоторые студенты в течение курса заинтересовались описываемыми темами глубже, чем предполагалось, и у них появлялись идеи для ресерча. При поддержке лекторов этим идеям был дан зелёный свет, в результате чего появилось несколько научных статей.

В конце каждого запуска мы проводили студентам небольшой опрос, чтобы собрать обратную связь. Как видно из диаграмм средней оценки фичей курса от индустриалов и фидбека академиков по отдельным критериям, в целом студенты оставались довольны. Небольшая просадка в колонке «регулярный фидбек» была вызвана тем, что, стараясь дать максимально достоверную информацию, мы отвечали на вопросы, только проверив информацию по нескольким релевантным статьям. Возможно, здесь лучшее было врагом хорошего: студенты хотели не долго ждать академически выверенных ответов, а чтобы мы подумали вместе с ними.

a) Оценка общей удовлетворенности курсом от индустриалов; b) оценка академиками отдельных аспектов курса

Материалы курса общедоступны для любого желающего, больше деталей можно узнать из нашей статьи:

Irina Nikishina, Maria Tikhonova, Viktoriia Chekalina, Alexey Zaytsev, Artem Vazhentsev, and Alexander Panchenko. 2024. Industry vs Academia: Running a Course on Transformers in Two Setups. In Proceedings of the Sixth Workshop on Teaching NLP, pages 7–22, Bangkok, Thailand. Association for Computational Linguistics.

Живьем же курс можно послушать в Сколтехе и Корпоративном Университете Сбербанка.

Авторы курса: Ирина Никишина, Мария Тихонова, Виктория Чекалина, Алексей Зайцев, Артём Важенцев и Александр Панченко.

Если у вас есть аналогичный опыт в преподавании или создании учебных курсов по трансформерам, расскажите о нём в комментариях. Давайте обмениваться экспертизой!

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3 окт. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
02:19 briankennedy

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02:20 briankennedy

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