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Н Новости

Что не так с ИИ-картинками

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«Китайский мудрец, сидя на берегу реки, сетует на расплодившиеся вокруг технологии», — такой текст я вбила в какую-то из многочисленных нейросетей, генерирующих картинки. Судя по всему, вместо расплодившихся вокруг технологий китайский мудрец случайно получил расплодившиеся ноги.

ИИ, с ним такое бывает.

Заметили, как много появилось сгенерированных ИИ картинок? Они везде: в рекламе, в соцсетях, на аватарках в телеграме, в новостных изданиях, в книжных иллюстрациях. В статьях на Хабре, в конце концов.

Теперь (лично моим) любимым занятием стали попытки понять, сделано ли изображение ИИ или создано человеком. Нейронки поначалу казались только очередной забавной игрушкой, которую люди успешно забудут, наигравшись вволю. Но всё случилось ровно наоборот — теперь их воспринимают слишком серьёзно, как реального конкурента человеку.

Так ли хороши сгенерированные изображения, чтобы полностью заменить человека на поприще визуальных искусств? Или это всё-таки успешный маркетинг вкупе с нашей верой в технологии необоснованно заставил нас поверить во всемогущество генеративного ИИ?

Дисклеймер! Я не выступаю против использования ИИ. Он, несмотря на все свои минусы, всё ещё является мощным инструментом для художников и дизайнеров, потенциал которого только предстоит раскрыть. Но именно как инструмент, а не самостоятельный автор. Мне кажется важным посмотреть на ИИ с критической точки зрения, а не слепо восторгаться ему или точно так же слепо его ругать.

Любовь к ИИскусству

Если вдруг утверждение о том, что ИИ-изображения можно найти повсюду, вам показалось голословным преувеличением, держите несколько распиаренных примеров.

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Вот, например, реклама Coca Cola, использованная, чтобы объявить о начале сотрудничества компании с OpenAI и запуске конкурса «Create Real Magic» («Создай настоящую магию»). По условиям конкурса участники должны были создать «произведения искусства», скомбинировав винтажную рекламу Колы и использование нейронок. И здесь как будто бы и кривые буквы, и проблемы с пальцами у астронавта не должны вызывать вопросов — ИИ же рекламируют, чего пристали.

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Еще один пример, но намного скромнее: реклама какого-то шампуня для мужчин постарше. Здесь даже придраться сложно: мужчина как живой, с вполне человеческим выражением лица, да и пальцев, к счастью, не видно. Да, немного замыленный, как будто переборщили с фотошопом, и волосы как-то странно лежат. Но если не вглядываться, то эффект зловещей долины даже не чувствуется.

Мой личный фаворит в этой подборке — рекламные изображения для продвижения книги, созданной при помощи ИИ.

Если картинка кажется вам вполне естественной, приглядитесь к деревьям, дому на заднем плане, флагу и трубе рядом с ним
Если картинка кажется вам вполне естественной, приглядитесь к деревьям, дому на заднем плане, флагу и трубе рядом с ним

Немного покопавшись на Реддите, можно найти информацию, что эти ИИ-картинки выкладывала у себя на сайте французская школа Gobelins. Это известное учебное заведение, которое готовит специалистов по визуальным искусствам, включая дизайн и анимацию. Однако даже поверхностный ресерч доказывает, что это был отдельный сайт студентов Gobelins. Но тем не менее официальный аккаунт школы продвигал книгу, поддерживая тем самым такого рода использование ИИ.

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Использование ИИ зашло так далеко, что теперь люди говорят о появлении новой профессии — «ИИ-художник», а те, в свою очередь уже даже дают интервью. Их работа отличается от труда обычного художника и, на самом деле, не особо сложна: напиши промпт, а потом обработай результат в фотошопе или обрисуй так, чтобы результат меньше походил на работу ИИ.

Не находите в этом никакого противоречия?

Вроде с гордостью продвигают технологии, но в то же время стараются их скрыть. А тут внезапно обнаруживается, что открытое признание в генерации контента людям не нравится.

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Изображение выше — один из немногочисленных примеров удачного использования ИИ. Почти ничего в нём не выдаёт нейронку, кроме отдельных мелких деталей, которые вы, скорее всего, даже и не заметили. Иллюзия разрушается не в вакууме, а в контексте: почти все работы ИИ-художников выглядят если не практически идентично, то ужасно похоже одна на другую. Как NFT с обезьянами, к счастью, давно забытыми.

Но это всё там, далеко, а у нас что? Практически то же самое, только стеснения чуть больше. В начале этого года у АСТ вышел (любители школьной программы по литературе, пристегнитесь) графический роман по «Евгению Онегину». Звучит даже неплохо — зумерам же тоже нужно приобщаться к классике. Но есть нюанс. Все изображения в издании сгенерированы нейросетью, и результат, мягко говоря, далековат от удачных примеров.

Удивительное разнообразие — на 6 изображениях из 8 главный герой стоит одним и тем же ракурсом спиной к зрителю
Удивительное разнообразие — на 6 изображениях из 8 главный герой стоит одним и тем же ракурсом спиной к зрителю

Книгу и сейчас можно найти на маркетплейсах с разбросом в ценнике от 600 до 1500 рублей — такова цена труда нейросети на российском рынке. Судя по отзывам на сайте Лабиринта, большинству людей скорее нравится политика издательства в использовании ИИ. Портит красивую картинку только общий рейтинг в 3.65 звёзд из 10 и недвусмысленный намёк от Лабиринта на модерацию рецензий.

Несмотря на неоднозначное отношение многих людей к использованию генеративного ИИ, компании, бренды и издательства продолжают цепляться за него, как за спасательную соломинку. Допустим, чтобы понять, чем они руководствуются, много ума не надо. Но что движет защитниками ИИ (каких тоже немало) считать, что ИИ уже топчется по пятам дизайнеров и иллюстраторов, с нетерпением дожидаясь, когда же он уже заменит людей?

«ИИ-искусство — это искусство»

Эту фразу я беру не с потолка — люди пишут про это целые статьи. Однако, если признаться честно, мне никогда не попадались материалы, в котором чётко и не поверхностно были бы аргументированы основные преимущества использования генеративного ИИ. Максимум — однотипные и скучные «эссе» с минимальным уровнем осмысления написанного (подозреваю, их клепает такой же ИИ или очень уставшие смм-щики на фрилансе).

Понять, как однотипно и по-школьному написаны все эти тексты, можно, владея английским даже на начальном уровне:

Источники: Embracing Creativity: How AI Can Enhance the Creative Process и Increase Your Creativity with Artificial Intelligence

Да, здесь только два текста взяты из статей, остальные два я попросила сгенерировать у нейронки. Ну, вы поняли, найдите 10 отличий. Все они написаны с одними и теми же аргументами: ИИ создает идеи, картинки, музыку, тексты, идеи, картинки, музыку, тексты.

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В том же ряду пресные интервью представителей компаний, занимающихся развитием ИИ, но о них позже. И ещё есть отдельные посты и реплаи в соцсетях под многокилометровыми срачами.

Если всё суммировать и выразить ясно, то у защитников генеративного ИИ основные тезисы сводятся к следующему:

  • Принципы работы человека и ИИ практически идентичны. Обучение машины на изображениях и генерация на основе них новых, в целом, соответствует человеческому опыту. Поэтому, обвинения в том, что ИИ может что-то «воровать», несостоятельны: человек же тоже на чём-то учится.

  • Создание контента генеративным ИИ является таким же актом творчества, как и создание его человеком. Генеративный ИИ выступает лишь инструментом в выражении человеческой креативности.

Я не зря выделила в последнем пункте слово «инструмент», потому что мы используем его в разных смыслах. Для апологетов ИИ нынешние нейронки, которые генерируют изображения по текстовому запросу человека, выступают чем-то вроде кисточек, красок или фотошопа. В то же время я имею в виду, что ИИ хорош в качестве самостоятельного создателя, практически полностью отвечающего за весь творческий процесс.

В своём нынешнем виде ИИ спихивает на человека всю самую монотонную и нудную часть работы, заставляя его отбирать удачные варианты и править их до удобоваримого состояния. Хотя всё вроде как должно было быть наоборот (по крайней мере, нам так обещали и обещают).

Пятилетка обещаний избавить от однообразной работы.
Пятилетка обещаний избавить от однообразной работы.

Здесь я вступаю на зыбкую почву: понятия и границы слишком размыты, а сфера творчества слишком субъективна, чтобы выносить какие-либо категоричные суждения. Тем не менее, в этом разделе я попытаюсь подробнее разобрать аргументы защитников ИИ и показать, что с ними не так.

Первая часть: про творческий процесс

Как я понимаю (достаточно упрощённо), все нейронки, создающие изображения, являются диффузионными моделями. Не углубляясь в детали физических принципов и математических формул, благодаря которым эти модели способны работать, можно схематично объяснить работу моделей следующим образом:

  • Модель искажает (зашумляет) обучающие данные до состояния чистого шума, из которого потом обратно собирает четкое изображение.

  • Изображение генерируется исходя из текстового описания (промпта), которое модель разбивает на ключевые слова и фразы (токены).

  • Из имеющейся выборки модель подбирает изображения, наиболее похожие по описанию на текст, а затем «собирает» заново картинку, также похожую на него.

Нетрудно догадаться, что из среднего значения модель в итоге создает тоже что-то среднее.

Итак, называть искусственный интеллект интеллектом на данном этапе своего развития будет преувеличением. Хотя когнитивисты, биологи и прочие умные дяди и тёти сейчас более-менее понимают, как устроены и работают наше сознание и мозг в целом, повторить всё то же самое с машинами пока не получается. Примеры обратного я не нашла, но, если у вас они есть (с ссылками на авторитетные источники), буду рада увидеть их в комментариях.

А если и получится провернуть такое с машинами, то совсем не скоро.

Потому что пока все генеративные модели, неважно, работают они с текстами или с изображением, выглядят как эксперимент с китайской комнатой в реальной жизни. Да, тема с этой комнатой — почти что ровесница динозаврам (аж с 80-х годов спорят), но до этого дня не появилось никакой теории или аргумента, которые смогли бы её опровергнуть.

И ИИ сейчас, словно Джон Сёрл, который сидит в своей закрытой комнате и без знания китайского языка старается из иероглифов собрать осмысленный ответ, также пытается выдать имитацию осмысленности на человеческий запрос. Получается иногда неплохо, но до пресловутой осмысленности далеко.

Вот перечень некоторых преимуществ человеческого интеллекта над искусственным, взятый из книги французского нейробиолога Станисла Деана «Как мы учимся. Почему мозг учится лучше, чем любая машина… пока»:

Про автора

Если кого-то (небезосновательно) смущают цитаты из научпопа, скажу только, что у нашего эксперта более 900 научных публикаций и весьма приличный индекс цитирования.

  1. Усвоение абстрактных понятий. Даже самые продвинутые модели глубокого обучения пока что способны схватывать и понимать только поверхностные закономерности (или делают это плохо). В то же время любой человек, если у него нет серьёзных когнитивных нарушений, способен выстраивать абстрактную модель мира. Это та причина, по которой ИИ на основе диффузионных моделей, например, не может генерировать буквы и шрифты или делает это с трудом: у него просто нет абстрактного представления о том, как они должны выглядеть.

Большинство статей по этой теме — это теоретизирование и проведение мысленных экспериментов. Пока что консенсус в академической среде сводится к тому, что у ИИ (в самом широком смысле, не только у генеративных моделей) есть проблемы с абстрактным мышлением. Вот несколько статей по теме, в которых как раз говорится об отсутствии абстрактного мышления у моделей:

  1. Систематичность и язык мышления. Логичное следствие предыдущего пункта: не умея усваивать абстрактные правила, модели искусственного интеллекта не могут создавать и свои. Простейший пример из книги, объясняющий, чем отличается мозг человека от мозга приматов и искусственного интеллекта:

Услышав последовательность звуков – например, бип-бип-бип-буп, человеческий мозг мгновенно строит теорию относительно лежащей в её основе абстрактной структуры (три идентичных звука плюс один непохожий). Оказавшись в аналогичной ситуации, обезьяна обнаруживает последовательность из четырех звуков, понимает, что последний отличается, но, похоже, не интегрирует эти фрагментарные знания в единую формулу. <...>

По аналогии с этим потребуются десятки тысяч попыток, прежде чем обезьяна поймет, как изменить порядок последовательности (с АБВГ на ГВБА), хотя четырехлетнему ребенку достаточно пяти. Младенец, который родился всего несколько месяцев назад, уже кодирует внешний мир с помощью абстрактных и систематических правил — это способность, которой напрочь лишены не только классические искусственные нейросети, но и другие виды приматов.

То же самое касается и более сложных правил — грамматических и математических, которые искусственный интеллект создавать не умеет.

  1. Высокая эффективность обработки данных. Все модели вынуждены учиться на огромных датасетах, и на это уходит огромное количество времени. Из меньшего количества информации человек способен усвоить больше и гораздо быстрее. Опять же, выдержка из книги:

По оценкам психолингвиста Эммануэля Дюпу, в большинстве французских семей дети слышат от 500 до 1000 часов речи в год; этого более чем достаточно для усвоения языка Декарта, даже с такими мудреностями, как soixante douze («семьдесят два») или s’il vous plaît («пожалуйста»). <...> Для сравнения: лучшие современные компьютерные системы от Apple, Baidu и Google требуют в 20–1000 раз больше данных, чтобы достичь даже мизерной языковой компетенции.

Компоновка. Это, наверное, самое главное качество человека. Научившись какому-то одному навыку, человек, скорее всего, будет применять его и в других сферах. ИИ, заточенный на выполнение пары отдельных задач, такое пока ещё не умеет. Иными словами, Generative pre-trained transformer (GPTs), которые занимаются генерацией текста, не могут генерировать изображения, как это делают диффузионные модели, потому что в основе их работы лежат разные принципы.

А ещё, как ни странно, из-за этого он не умеет и в креатив: человеку придёт в голову совместить несовместимое (возвращаемся к абстракциям), чтобы в итоге получить нечто новое, а нейросетке — нет.

Кажется, что это как будто не так много, но на деле — огромная пропасть. Генеративному ИИ пока не хватает слишком многого, чтобы наравне конкурировать с человеком в творческой сфере. В конце концов, у него даже и воображения — едва ли не главного элемента любой креативной работы — по сути и нет. Из опыта (а заодно и памяти) у него только несколько сотен тысяч фотографий, но ни о каком чувственном (то есть, полученном посредством органов чувств), эмоциональном, социальном опыте, доступном человеку, речи не идёт.

О теле и творчестве

Мы привыкли недооценивать собственную телесность, даже не понимая, какую на самом деле роль играет наше тело в творчестве. Не углубляясь в тему, расскажу только один попсовый факт: буйство жёлтого цвета в поздних картинах Ван Гога обусловлено не чем иным, как настойкой из наперстянки, которую художник принимал в качестве лекарства. Дигиталис в ней в качестве побочного эффекта вызывает изменение зрения, так что Ван Гог буквально видел мир иначе, чем большинство людей.

«Портрет доктора Гаше»
«Портрет доктора Гаше»

Вот и остаётся ИИ разбирать имеющиеся изображения по кусочкам, а потом собирать их заново, ориентируясь на средние параметры.

Будь у него хоть капля фантазии, на мой текстовый запрос о китайском мудреце и технологиях нейронка выдала бы результат поинтереснее, чем то, что вы видите на обложке этой статьи. Может, грустного старичка на фоне ультрасовременного и ультрагрязного китайского мегаполиса. А может, что-то в духе «Чёрного зеркала», где мой несчастный мудрец сидит в бетонной коробке с огромным экраном, по которому течёт несуществующая в физической реальности река… Романтика.

Но нет, теперь вы вынуждены смотреть на то, как средний интеллект выдал что-то тоже среднее. Скучная композиция; балахон, отдаленно напоминающий китайский; здание, отдаленно напоминающее китайское; штука в руках, отдаленно напоминающая телефон. Не картинка, а квинтэссенция среднего.

Да, ИИ (прежде всего, текстовые нейронки) сейчас пытаются научиться составлять фреймы, концептуальные представления о мире, аналогичные человеческим. Идея интересная, пусть с реализацией и проблемы, но, даже если они и научатся, этого всё равно будет мало.

И аргумент про то, что человек тоже учится на чужих работах, совершенно не состоятельный. Процесс нашего обучения кардинально отличается от того, как учат машину. Школьник, списавший по чуть-чуть у всех одноклассников, может совершенно не разбираться в теме, он списал механически и бездумно, но сам решить задачу не в состоянии. ИИ в этом плане ничем от него не отличается.

Немаловажен и факт того, что человек способен учиться на собственном материале, в том числе и на своих ошибках. Студент художественного училища может посмотреть на свои натюрморты, подумать: «Что-то у меня не "дышат" вазы», – и после этого, учитывая свои ошибки, начать работать по-другому и вырабатывать навык. ИИ должен изначально учиться только на хорошем, а при обучении на собственном материале у него каждый последующий результат выходит только хуже.

В творчестве слишком много составляющих, которые ИИ не способен ни уловить, ни сымитировать.

И речь сейчас не идёт о картинах с «глубоким посылом», а вообще о любом творчестве. Человек устроен так, что вкладывает смысл во всё, что делает, даже если это обложка к очередному детективу Дарьи Донцовой. Сможет ли нейросеть сделать что-то такое же наивно-нелепое и смешное, что, к тому же, соотносится и с историей в книге?

ae132542c1011d94e7a1103cdd880e98.png

Я попробовала задать промпт с тем, что изображено на картинке. Просьба слабонервным, детям, беременным и старикам отойти от экранов — увиденное может шокировать вас. В основном своим уродством.

Женщина ползет по стене при помощи скалолазного оборудования, перед ней лежит запечённая утка и венок, рядом стоит мужчина с букетом роз, позади них идет мужчина с головой волка и несет женщину с головой курицы
Женщина ползет по стене при помощи скалолазного оборудования, перед ней лежит запечённая утка и венок, рядом стоит мужчина с букетом роз, позади них идет мужчина с головой волка и несет женщину с головой курицы

Нарисованное человеком выглядит абсурдно и смешно, но в то же время узнаваемо. От сгенерированного изображения, в лучшем случае, вы испытаете легкое недоумение.

Человек достаточно хорошо знает самого себя, чтобы уметь в нужный момент захватить чужое внимание, заставить эмоционально среагировать, откликнуться на нужды ближнего и даже убедить его в чём-то (это сейчас был реверанс в сторону всех дизайнеров, которые умеют делать такие штуки, что у покупателей и шанса не остаётся), но вот машины, увы, нет. Да им это и не нужно — нужно другим людям.

Так может, создатели промптов, обладающие фантазией и способные дать машине релевантное ТЗ, всё-таки занимаются творческой работой?

Вторая часть: творец и его инструмент

Из уст почти всех причастных к разработке генеративного ИИ на резонный вопрос «А зачем он нам вообще нужен?», часто звучат общие клишированные фразы: «ИИ развивает нашу креативность», «ИИ помогает быть креативным всем, а не только узкой прослойке населения» (как будто кто-то запрещал), «ИИ открывает огромное поле возможностей в креативной сфере» и всё такое прочее в том же духе.

Можно ли сказать про тех, кто генерирует изображения при помощи ИИ, что они вовлечены в творческую работу? Ну-у…

Проведу простую и близкую аналогию. Предположим, у нас есть заказчик (неважно, человек это или компания), который хочет получить для собственного или коммерческого использования какое-нибудь изображение. Сам он его сделать не может, потому что не обладает соответствующими навыками. Поэтому он обращается к художнику/дизайнеру, даёт ему ТЗ с подробным описанием того, что он хочет видеть на картинке или, иными словами, идею. Подрядчик выполнил свою работу, принес её на оценку, заказчик внёс свои правки, художник переделал, и вот все довольны результатом.

Так вот, вопрос: имеет ли заказчик отношение к самому творческому процессу?

Вопрос риторический. Да, человек, который пишет промпт, такой же заказчик, который, наверно, имеет ещё более смутное представление о том, каким будет конечный результат. Два года назад мы считали генеративки чем-то «вау», чем-то, что реально может раскрыть горизонт творческих способностей. Но эффект новизны закончился, все привыкли, и никаких выдающихся результатов почему-то нет. ИИ — это «чёрный ящик», но при этом очень предсказуемый, о чём я писала выше. К самому процессу творческой работы человек в случае использования ИИ имеет весьма опосредованное отношение.

В титрах к фильмам и сериалам вы наверняка видели подпись «автор идеи», и она там появляется не просто так. Придумать концепцию, конечно, важно, но это не то же самое, что и воплотить её в жизнь. При этом я намеренно упрощаю: во время работы автор идеи может корректировать процесс, да и к заказчику художник принесёт не готовую картинку, а сначала только эскиз. Но при использовании ИИ автору промпта даже это недоступно.

Подчеркну, ИИ можно и нужно использовать как инструмент, помогающий в основной работе, а не делающий её целиком. Например, сегментированно обрабатывать отдельные поверхности в анимациях, не занимаясь нудной работой вручную.

Вот здесь, например, можно при помощи ИИ обработать поверхность линз и зубов (в X)
Вот здесь, например, можно при помощи ИИ обработать поверхность линз и зубов (@JamesLee03в X)

90% изображений, полностью созданных нейросетями отличаются невысоким качеством, хотя есть и те очень немногие примеры удачного использования ИИ. Их не отличить от человеческой работы, но ценности в них мало. Красивая картинка делается при помощи постобработки и качественно подобранных «референсов» — хороших изображений, которые нейросеть сплющит, а потом выдаст на их основе что-то среднее.

в X

К слову, о материале для генеративного ИИ.

Юридические тонкости

Откуда для моделей берутся изображения, на которых они будут обучаться? Пользуясь старой народной мудростью «всё, что лежит в открытом доступе — и моё тоже», компании по типу OpenAI, Midjourney и прочие ребята активно прибегали к этой практике и брали всё, что не было скрыто пэйволлом (и то, что скрыто, тоже брали).

Просили ли они предварительное согласие тех, чьи работы они использовали? Платят ли они тем, чьи работы они «экспроприировали»? Ответ везде отрицательный (об этом речь пойдёт далее).

Выходит, что к тому моменту, когда первые версии моделей выкатили в свет, они уже успели «съесть» терабайты изображений, на использование которых никто никакого разрешения не давал. В целом, физической возможности дать разрешение и не было.

Когда мы скачиваем приложение или регистрируемся в соцсетях, мы даём разрешение на обработку наших данных. Однако в случае с нейросетями складывается полностью обратная ситуация: пока ты не дал своего отказа на использование твоих работ нейросетями, их будут использовать для тренировки ИИ.

Какая удобная ситуация для компаний, правда?

Корпорация может делать то, что захочет, пользуясь лазейками в законодательстве. А отдельно взятый человек должен, например, добавлять кусок кода на сайт со своими работами, чтобы какой-нибудь OpenAI перестал тянуть туда свои руки, или заполнять форму (!) с отказом отдавать свои работы для тренировки ИИ. Как будто мы в анекдот попали — напиши отказ, что ты не согласен, что тебя будут каждый день бить дубинкой по голове.

Но, даже если внезапно все художники подпишут такой отказ, это мало на что повлияет: их работы уже находятся в датасете предыдущих версий моделей, а новые могут обучаться на таком же искусственно сгенерированном контенте. Непонятно, будет ли модель из-за этого терять в качестве (учатся-то она на плохом), но в этом направлении уже работают и OpenAI, и Google, и Anthropic. Результаты, правда, пока так себе — вот ещё одна из последних статей по теме, которая наглядно демонстрирует, к чему приводит обучение ИИ на собственном контенте.

Помните огромный скандал с Цукербергом и слитыми конфиденциальными данными пользователей Фэйсбука? Результат творческой работы не попадает под понятие «конфиденциальные данные». Зато берут их далеко не в целях личного пользования, а с вполне коммерческими намерениями: создание сгенерированных картинок вполне может считаться хорошим и прибыльным бизнесом для ИИ-компаний.

Не все согласны с такой ситуацией. На OpenAI уже активно подают в суд: это и коллективные иски, и индивидуальные.

  • Первыми были писатели. В 2023 году The Atlantic рассказал, что при тренировке ChatGPT было использовано более 170 000 книг.

  • В суд на OpenAI подали Гильдия авторов, The New York Times и ряд отдельных писателей. Разбирательства продолжаются до сих пор, отдельные иски суд уже отклонил под предлогом того, что он не может найти «существенные следы заимствования».

  • Художники тоже создают иски против компаний: в мае этого года в суд против Midjoruney подали 10 художников, но никакого решения по этому делу пока что нет.

Пока что суд за неимением прецедентов и каких-либо разработанных законов в этой сфере ориентируется на законодательство в отрасли интеллектуального права, которое изначально создавалось для тех случаев, когда человек ворует у другого человека. Оно само по себе несовершенно: грани между подражанием и простым вдохновением размыты. Суд, в свою очередь, вынужден ориентироваться на что-то конкретное.

Однако это всё не работает в сторону ИИ просто потому, что он не человек и работает не так же.

Это с человеком непонятно, своровал он или ему просто пришла в голову такая же мысль. А в модель сначала были загружены изображения, а та их расщепила и потом сжала в нечто. Есть только факт — ИИ-компании изначально брали их без разрешения на использование. Но пока бюрократическая машина разберётся в таких тонких материях, последствия для работников креативной индустрии будут необратимыми.

И давайте здесь окончательно закрепим два тейка:

  1. Аргумент, что «человек тоже учится на чьих-то работах» несостоятелен, потому что генеративный ИИ устроен не по тому же принципу, что наш мозг: мы изначально сравниваем мало сравниваемое.

  2. Человек и за обучение тоже часто платит: за учебники, курсы, посещение специальных учебных заведений (не всегда из своего кармана, но всё ещё платит). Самоучки тоже есть, не спорю, но даже у них большую роль играет фактор социального научения — банально фидбэк от опытных людей тоже к нему относится. Да и пиратство в большинстве стран всё-таки хотя бы формально запрещено.

Потенциальные юридические и не только проблемы светят не только компаниям по типу OpenAI, но и тем, кто решил, что заменить всех дизайнеров в штате ИИ — это отличная идея. Никаких громких прецедентов пока не было, но всегда можно представить что-то самому: гипотетическое и гиперболизированное.

  • Предположим, у нас есть издатель, который хочет проиллюстрировать художественную книжку.

  • Он подбирает художников, чей стиль может потенциально подойти книге.

  • Платить наш издатель не хочет, поэтому просит ИИ нарисовать иллюстрации, похожие по стилю на художника (к тому моменту, допустим, нейросети научатся делать что-то достаточно похожее и при этом не уродливое).

  • Суд, может, и не защищает авторский стиль, который скопировал ИИ, но на издателя художник всё равно может подать в суд.

Ладно ещё подаст, но он же может и бучу поднять: посмотрите, мои работы украл ИИ! Удар по репутации, незапланированные издержки, прибыль, ниже ожидаемой. Все ли компании готовы тратить свои ресурсы на такое?

Не все.

Некоторые уже публично отказываются от использования генеративного ИИ. Например, рекламное агентство BBDO не будет прибегать к созданию контента при помощи ИИ. Оно будет использовать ИИ только чтобы делать прогнозы для рекламных кампаний. Некоторые более осторожны в заявлениях: Nintendo, мол, не то, чтобы против генеративного ИИ, но заменять им людей не хочет и вообще понимает все проблемы, связанные с интеллектуальным правом.

Труднее с теми, кто пишет промпт.

Те немногие примеры удачных картинок ИИ, которые я показывала выше, вполне себе продаются. Только отдельные авторы не так заметны, как крупные конгломераты, специально их искать никто не станет и подавать в суд тоже. Другое дело, если они станут известны широкой публике, для чего я, на самом деле, не вижу пока никаких оснований.

Все эти люди, помимо клепания картинок в Midjourney, в основном занимаются продажей крипты, NFT и прочих нишевых вещей, которые интересны крайне узкому кругу людей. Почему эти темы всегда идут рядом? Об этом позже.

Коллективные и индивидуальные иски — не единственный способ бороться с компаниями за оплату своего труда. В конце 2023 года забастовка Гильдии актёров в Америке завершилась в том числе и соглашением по поводу использования генеративного ИИ: использовать цифровую копию с актёра студия, во-первых, только с его согласия, а во-вторых, отчисляя за это выплаты.

Вот только по каким-то причинам дизайнеры под ручку с художниками не побежали массово в суд, объединившись против ИИ, как это сделали другие креативщики. И на то есть ряд особых причин.

Страх и ненависть на рынке креативных специальностей

Комьюнити дизайнеров и художников, пожалуй, находятся в самом уязвимом положении в сравнении с остальными творческими профессиями во всей этой ситуации с использованием нейронок. Если в случае со всеми пишущими есть какой-никакой консенсус, что ИИ не способен (по крайней мере, пока) выдать ничего путного на уровне человека, а в ситуации с актерами уже есть кейс с выплатами людям за использование их сгенерированного изображения, то ничего такого сказать нельзя о художниках.

Возможно, виной тому наше общее культурное представление о том, как должна выглядеть работа художника и нужно ли за неё платить.

Начиная примерно с периода Ренессанса стало распространяться романтическое (вредительское, честно говоря) убеждение в том, что творчество — естественное стремление художника выразить самого себя, независимо от того, платят ему за это или нет. Хотя оно уже тогда не соответствовало действительности: красивая картинка современной Италии была создана на деньги меценатов, выступавших в роли заказчиков. Художественные мастерские были прибыльным бизнесом, в котором трудился не только сам художник, но и его подмастерья. Да-да, все художники из черепашек-ниндзя работали не за «спасибо», строчку в портфолио и потенциальное признание после смерти, а за очень даже реальные деньги.

Очевидно, уже тогда не всем это нравилось, и скупые дожи, не желающие платить за свой портрет в масле, начали продвигать тезисы в духе «Художник должен быть голодным».

Видимо, голодным он должен быть до своей смерти, а после неё какой-нибудь предприимчивый делец продаст его работы за баснословные деньги.

Знакомая история, не правда ли? У Марка Твена есть рассказ «Жив он или умер», в котором описан случай, когда несколько бедных художников решили объявить о смерти одного из них, чтобы привлечь внимание публики к его работам. Картины, естественно, поднялись в цене, и художнику наконец-то удалось выбиться из нищеты. И Твен, конечно, не один такой проницательный: эту тему культура уже успела обмусолить и высмеять.

В индустриальную эпоху разделение между художниками и всеми остальными стало ещё сильнее, поскольку их работа стала восприниматься как что-то непродуктивное, если сравнивать её с трудом фабричных рабочих.

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Даже сейчас, когда дизайнерам и художникам платят точно так же, как и остальным работникам, сильно представление о том, что творческие профессии — это блажь. И это убеждение действительно сидит в голове заказчиков, как и то, что они хотят шедевр за отзыв (паблик «Дезигн» как одно большое доказательство такого явления).

Идея инаковости тоже имеет место: люди из креативных сфер часто в глазах остальных:

  • во-первых, занимаются не пойми чем в отличие от простых работяг;

  • во-вторых, обладают навыками, недоступными большинству;

  • а в-третьих, ещё и смеют наслаждаться своей работой!

Мне, кстати, кажется, что этот нарратив проталкивают и ИИ-компании через заявления по типу «ИИ помогает быть креативным всем, а не только узкой прослойке населения». Налицо попытка противопоставить благородных донов наглым художникам, дизайнерам и иже с ними.

А ещё — высосать конфликт из пальца, чтобы оправдать существование собственного продукта.

Отчасти вина на создании стереотипов лежит на самих специалистах, многие из которых готовы романтизировать плохие условия труда и низкую заработную плату, ведь их работа и так даёт им главное — возможность заниматься творчеством. Разделение труда и творчества, а также, в целом, индивидуализированный характер отрасли не позволяют креативщикам объединяться и отстаивать свои права при помощи профсоюзов.

Творческие профессии вообще очень странно уживаются рядом с капиталистическими ценностями. Дизайнеры и художники всё чаще работают на отдельные корпорации и компании, которые сами устанавливают и условия работы, и оплату, и вид конечного продукта. Если творчество так или иначе подразумевает экспериментальность и риск, то бизнес этот самый риск не любит: он хочет гарантированно получать прибыль, а потому неизбежно уменьшает автономность художников.

Кроме того, нельзя сбрасывать со счетов и общий культ продуктивности, который характерен вообще для всех областей — умри, но сделай. На таком фоне качество работ будет падать, потому что для чего-то хорошего нужны нормальные условия труда, наличие творческой свободы и соответствующая оплата в качестве мотивации.

Американский антрополог Дэвид Грэбер в своей книжке 2018 г. «Бредовая работа» говорит о существовании бесполезных работ, значение которых не понимают даже те, кто ими занимается, по типу различных менеджеров, администраторов, пиарщиков, а также о том, что такая бессмысленная работа наносит вполне серьёзный моральный и психологический вред и тем, кто ей занимается, и обществу в целом. Это вообще интересная книга, но меня сейчас интересует другое: помимо всего прочего, Грэбер прослеживает, как «бредовизации» подвергаются в принципе все профессии, в том числе и творческие.

Он говорит, прежде всего, о необходимости дополнительно выполнять бесполезную работу, например, перекладывать бумажки с места на место или ходить на никому не нужные встречи. Знакомо, да?

Но «бредовизации» творческие работы подвергаются и потому, что в них начинает пропадать сам элемент творчества. Дикие дедлайны и жёсткие требования компаний вынуждают специалистов всё чаще работать по шаблонам, отказываться от экспериментов и делать то, что точно купят потребители.

И именно в этой точке появляется генеративный ИИ и предлагает компаниям то, чего они так хотели. Использовать нейронки не только намного дешевле и гораздо быстрее, но ещё и безопаснее: ИИ не будет спорить и делать что-то, что ты не хочешь видеть в качестве результата.

Какая разница, если, как говорит Мира Мурати, CTO в OpenAI, заменять будут тех, чья работа и без ИИ не особо качественная? И, кстати, даже не обязательно теперь увольнять всех художников — они всё равно будут нужны, чтобы править картинки за ИИ. Только можно будет им меньше платить и устанавливать совсем маленькие сроки для работы. Бизнес и ничего личного.

Такая резкая перемена в сторону использования генеративного ИИ держится, как мне кажется не только на соображениях экономической выгоды, но и на нашей личной вере в него. Её отчасти нам успешно продают, отчасти она в нас и так уже жила, а теперь маркетинговые уловки лихо прорастают на подготовленной почве.

ИИ — вопрос веры

Ни для кого не будет секретом, что резкий взлёт генеративных моделей — это заслуга в том числе успешных маркетинговых кампаний. Продать можно вообще всё, что угодно: фарму, сигареты, бриллианты. Да так, что товар станет популярным, даже если для этого изначально нет никаких предпосылок.

Но в случае с генеративным ИИ нам продают ещё и мечту о прекрасном технологичном будущем. Мечту, где все, вне зависимости от уровня своих навыков, могут рисовать картины, писать стихи и сочинять песни. Трава будет зеленее, солнце светить ярче, а трансгуманизм обязательно наступит совсем скоро для всех и для каждого. Красота.

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И поэтому ИИ-евангелисты, для которых технологический прогресс тождественен социальному, готовы грудью вставать на защиту сгенерированного контента: то ли ещё будет! Но заикнись про условия, в которых кенийские сотрудники для OpenAI отбирали контент для тренировки ИИ — и ты ретроград и луддит. Это другое. Да, сейчас результаты не ахти, но вы только подождите, и мы все заживём хорошо и точно-точно коммунизм наступит.

И поэтому на все кривые-косые картинки закрывают глаза: ИИ же маленький пока, научится ещё. Кто-то может также сказать, что это вопрос эстетики, и некоторым реально нравятся ИИ-картинки. А я даже, пожалуй, соглашусь, но только отчасти: если бы человек был ответственен за те косяки, которые повсеместно можно найти на сгенерированных изображения, ему вполне резонно прилетело бы со всех сторон.

Но вот смотреть на лишнее количество конечностей и плохо прорисованные текстуры от ИИ — это всегда пожалуйста.

Мне неясна иррациональная злоба некоторых людей, которые с радостью заявляют: «Ну всё, скоро у этих дизайнеров отнимут работу!» Потому что зачем? Чтобы что? Зачем отнимать работу у людей, которым она нравится? И какая остальным от этого польза?

Складывается ощущение, что ИИ — это вопрос веры, причём веры слепой и требующей от себя никому не понятных жертв.

Нам казалось, что автоматизация заберёт у нас монотонную и физически тяжёлую работу, дав возможность заниматься чем-то, что нам действительно по душе. Но случилось ровно противоположное, и работу стали отнимать у тех, на кого мы 10 лет назад подумали бы меньше всего. Зачем нужно было заставлять ИИ генерировать контент и лезть в творческую сферу, когда вместо этого он мог бы, например, заниматься аналитической работой, прогнозировать риски, предлагать стратегии по продвижению продукта. Заменить, в конце концов, менеджеров и пиарщиков?

По моему глубокому убеждению, в духе лучших теорий заговора, реальную пользу генерация контента приносит пользу только компаниям. Одним, потому что они хотят экономить вообще на всём и получать больше денег. Другим, потому что им всё равно, что они делают и зачем, если речь идёт о технологиях (и о деньгах, конечно, тоже).

Но в вере сомневаться нельзя.

Возможно, выгодны нейронки и новым «ИИ-художникам». У некоторых из них я действительно находила что-то о об их художественном бэкграунде, но также видела и то, как они занимаются продажей NFT, крипты и прочим скамом:

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Да, это люди, которые умеют создавать деньги из воздуха, а ИИ — очередной способ это сделать. Может, я зря на них сейчас гоню бочку, и им реально нравится то, чем они занимаются (я имею все основания подозревать, что за нейронкой они дорисовывают большую часть изображений, но они сами не спешат рассказывать о процессе работы).

Пока ситуация выглядит так: небольшая группа людей нашла, как можно зарабатывать большие деньги, выступая ИИ-евангелистами, а влияет это на всех остальных их коллег по цеху. В то время как они зарабатывают, другие уже вынуждены за копейки обмазывать нейронные шедевры.

И что самое удивительное — все почему-то стесняются.

Не пишут огромными буквами на своих сайтах о том, как генерируют иллюстрации при помощи ИИ; нанимают художников, чтобы доводить результаты нейронок до ума, но кричат о технологическом прогрессе. Потому что понимают, что ИИ-работы плохие по качеству и до человека им ещё ой как далеко, а зарабатывать и экономить деньги хочется уже сейчас.

Для остальных обывателей ИИ — просто игрушка. Красивая, блестящая, но на деле быстро надоедающая консьюмеристская игрушка, которая едва ли способна подарить уникальный опыт. Неважно, говорим ли о самом процессе создания контента или о его потреблении.

Вместо выводов

Вряд ли все в массовом порядке откажутся от использования искусственно сгенерированного контента в ближайшее время. Точно так же вряд ли ИИ способен отобрать работу у дизайнеров и художников. Он не может этого сделать, зато может значительно подпортить им рабочую жизнь.

Грэбер в «Бредовой работе» был ужасно оптимистичен — успел, к его счастью, умереть до полного становления генеративного ИИ. Одним из решений по возвращению смысла в работу он видел введение безусловного базового дохода, чтобы у человека не было необходимости заниматься дурацкими обязанностями, чтобы заработать на хлеб, а тратить время и силы на что-то продуктивное и креативное.

Такой прогноз теперь выглядит издёвкой, когда балом правят нейронки: рисовать картинки и писать тексты, чтобы потом делиться ими с людьми, приятное занятие. Но несколько фрустрирующее, если знать, что плоды твоего труда однажды пережует и выплюнет очередная модель ИИ.

Ведь без человека генеративные модели мало на что способны. Даже если сейчас все компании дружно откажутся от труда людей, а те, в свою очередь, перестанут выкладывать свои работы в какой-либо доступ, нейронки долго без топлива не протянут. Потому что учиться им будет можно только на своих работах, с каждым разом выдавая работы всё хуже, хуже и хуже. Рано или поздно даже самый непритязательный потребитель завоет от деградации качества контента. Колесо Сансары даст оборот, и всё снова вернется к началу — к использованию работ человека.

Но это всё потом, в неопределённом и неясном будущем, о котором никто из нас не сможет сказать ничего конкретного. А пока посмотрите на китайских мудрецов в книжной миниатюре и будьте, как они: спокойными и невозмутимыми, словно Хуанхэ.

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Источник

  • 07.09.23 16:24 CherryTeam

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  • 08.10.23 01:30 davec8080

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  • 17.07.24 02:26 thompsonrickey

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  • 06.09.24 01:35 Celinagarcia

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  • 06.09.24 01:44 Celinagarcia

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  • 23.09.24 18:56 matthewshimself

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  • 02.10.24 22:27 Emily Hunter

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  • 31.10.24 00:13 ytre89

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  • 12.11.24 00:50 TERESA

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  • 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]

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  • 26.01.25 03:54 [email protected]

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  • 02.02.25 20:53 Michael9090

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  • 06.02.25 19:42 Marta Golomb

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  • 08.02.25 05:45 [email protected]

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  • 08.02.25 05:46 [email protected]

    I'm incredibly grateful that I did enough research to recover my stolen cryptocurrency. When I first fell victim to a scam, I felt hopeless and lost, unsure if I'd ever see my funds again. A few months ago, I was approached by someone on Telegram who claimed to have a lucrative investment opportunity in cryptocurrencies. They promised huge returns and played on my emotions, making it seem like a can't-miss chance. I was so eager to make my money grow that I didn't fully vet the situation, and unfortunately, I ended up falling for the scam. They guided me to invest a significant amount of money, and soon after, I realized I had been duped. The scammers blocked me, and my funds were gone. I felt devastated. All of my savings had been wiped out in what seemed like an instant, and the feeling of being taken advantage of was crushing. I spent days researching how to recover my stolen cryptocurrency but found the process to be overwhelming and complicated. I was starting to lose hope when I came across Trust Geeks Hack Expert. At first, I was skeptical about reaching out to a cryptocurrency recovery company, but after reading testimonials and researching their reputation, I decided to give them a try. I contacted Trust Geeks Hack Expert Website: www://trustgeekshackexpert.com/, and I was immediately reassured by their professionalism and expertise. They took the time to listen to my situation, and they were honest about what could and could not be done. What stood out to me was their deep understanding of cryptocurrency fraud and the recovery process. They were able to track down the scammers and initiate the recovery of my stolen funds, step by step. Thanks to Trust Geeks Hack Expert, I was able to get back a significant portion of the cryptocurrency I had lost. Their team was responsive, transparent, and diligent in their efforts. I was kept informed throughout the entire process, and they made sure I felt supported every step of the way. I truly can't thank them enough for their dedication and for restoring my faith in the possibility of recovery after such a devastating loss. I will definitely recommend Trust Geeks Hack Expert to anyone who has fallen victim to a cryptocurrency scam. TeleGram: Trustgeekshackexpert & what's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 10.02.25 21:22 sulabhakuchchal

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  • 11.02.25 04:24 heyemiliohutchinson

    I invested substantially in Bitcoin, believing it would secure my future. For a while, things seemed to be going well. The market fluctuated, but I was confident my investment would pay off. But catastrophe struck without warning. I lost access to my Bitcoin holdings as a result of several technical issues and inadequate security measures. Every coin in my wallet suddenly disappeared, leaving me with an overpowering sense of grief. The emotional impact of this loss was far greater than I had imagined. I spiraled into despair, feeling as though my dreams of financial independence were crushed. I was on the verge of giving up when I came across Assets_Recovery_Crusader. Being willing to give them a chance, I had nothing left to lose. They listened to my narrative and took the time to comprehend the particulars of my circumstance, rather than treating me like a case number. They worked diligently, using their advanced recovery techniques and deep understanding of blockchain technology to track down my lost Bitcoin. Assets_Recovery_Crusader rebuilt my trust in the bitcoin space. The financial impact had a significant emotional toll, but I was able to get past it thanks to Assets_Recovery_Crusader’s proficiency and persistence. For proper talks, reach out to them via TELEGRAM : Assets_Recovery_Crusader EMAIL: [email protected]

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  • 13.02.25 16:50 andytom798

    I lost $210,000 worth of Bitcoin to a group of fake blockchain impostors on Red note, a Chinese app. They contacted me, pretending to be official blockchain support, and I was misled into believing they were legitimate. At the time, I had been saving up in Bitcoin, hoping to take advantage of the rising market. The scammers were convincing, and I made the mistake of trusting them with access to my blockchain wallet. To my shock and disbelief, they stole a total of $10,000 worth of Bitcoin from my wallet. It was devastating, as this amount represented all of my hard-earned savings. I was in utter disbelief, feeling foolish for falling for their deceptive tactics. I felt lost, as though everything I had worked towards was taken from me in an instant. Thankfully, my uncle suggested I reach out to an expert in cryptocurrency recovery. After doing some research online, I came across CYBERPOINT RECOVERY COMPANY. I was hesitant at first, but their positive reviews gave me some hope. I decided to contact them directly and explained my situation, including the amount I had lost and how the scammers had gained access to my account. To my relief, the team at CYBERPOINT RECOVERY responded quickly and assured me they could help. They launched a detailed recovery program, using advanced tools and techniques to trace the stolen Bitcoin. Within a matter of days, they successfully recovered my full $210,000 worth of Bitcoin, and they even identified the individuals behind the scam. Their expertise and professionalism made a huge difference, and I was incredibly grateful for their support. If you find yourself in a similar situation, I highly recommend reaching out to Cyber Constable Intelligence. They helped me recover my funds when I thought all hope was lost. Whether you’ve lost money to scammers or any other form of online fraud, they have the knowledge and resources to help you get your funds back. Don’t give up there are experts who can help you reclaim what you’ve lost. I’m sharing my story to hopefully guide others who are going through something similar. Here's Their Info Below ([email protected]) or W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7

  • 13.02.25 16:52 birenderkumar20101

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  • 13.02.25 17:37 eunice49954

    Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.

  • 14.02.25 02:50 Vladimir876

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  • 14.02.25 15:33 prelogmilivoj

    I never imagined I would find myself in a situation where I was scammed out of such a significant amount of money, but it happened. I became a victim of a fake online donation project that cost me over $30,000. It all started innocently enough when I was searching for assistance after a devastating fire incident in California. While looking for support, I came across an advertisement that seemed to offer donations for fire victims. The ad appeared legitimate, and I reached out to the project manager to inquire about how to receive the donations. The manager was very convincing and insisted that in order to qualify for the donations, I needed to pay $30,000 upfront. In return, I was promised $1 million in donations. It sounded a bit too good to be true, but in my desperate situation, I made the mistake of believing it. The thought of receiving a substantial amount of help to rebuild after the fire clouded my judgment, and I went ahead and sent the money. However, after transferring the funds, the promised donations never arrived, and the manager disappeared. That’s when I realized I had been scammed. Feeling lost, helpless, and completely betrayed, I tried everything I could to contact the scammer, but all my efforts were in vain. Desperation led me to search for help online, hoping to find a way to recover my money and potentially track down the scammer. That’s when I stumbled upon several testimonies from others who had fallen victim to similar scams and had been helped by a company called Tech Cyber Force Recovery. I reached out to them immediately, providing all the details of the scam and the information I had gathered. To my immense relief, the experts at Tech Cyber Force Recovery acted swiftly. Within just 27 hours, they were able to locate the scammer and initiate the recovery process. Not only did they help me recover the $30,000 I had lost, but the most satisfying part was that the scammer was apprehended by local authorities in their region. Thanks to Tech Cyber Force Recovery, I was able to get my money back and hold the scammer accountable for their actions. I am incredibly grateful for their professionalism, expertise, and dedication to helping victims like me. If you have fallen victim to a scam or fraudulent activity, I highly recommend contacting Tech Cyber Force Recovery. They provide swift and efficient recovery assistance, and I can confidently say they made all the difference in my situation. ☎☎ 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ ☎☎ 📩 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ 📩

  • 14.02.25 22:12 eunice49954

    Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.

  • 15.02.25 02:51 Michelle Lynn

    Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com

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    Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com, WhatsApp Info: 1 (252) 378-7611

  • 16.02.25 01:01 Peter

    I fell victim to a crypto scam and lost a significant amount of money. What are the most effective strategies to recover my funds? I've heard about legal actions, contacting authorities, and hiring recovery experts, but I'm not sure where to start. Can you provide some guidance on the best ways to recover money lost in a crypto scam? Well if this is you, [email protected] gat you covered get in touch and thank me later

  • 16.02.25 20:06 eunice49954

    Agent Lopez specializes in recovering stolen cryptocurrencies, especially Bitcoin/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 18.02.25 19:35 donovancristina

    Now, I’m that person sharing my success story on LinkedIn, telling others about the amazing team at TECH CYBER FORCE RECOVERY who literally saved my financial life. I’ve also become that guy who proudly shares advice like “Always back up your wallet, and if you don’t have TECH CYBER FORCE RECOVERY on speed dial.” So, a big thank you to TECH CYBER FORCE RECOVERY if I ever get a chance to meet the team, I might just offer to buy them a drink. They’ve earned it. FOR CRYPTO HIRING WEBSITE WWW://techcyberforcerecovery.com WHATSAPP : ⏩ wa.me/15617263697

  • 18.02.25 22:13 keithphillip671

    WhatsApp +44,7,4,9,3,5,1,3,3,8,5 Telegram @Franciscohack The day my son uncovered the truth—that the man I entrusted my hopes of wealth and companionship with through a cryptocurrency platform was a cunning scammer was the day my world crumbled. The staggering realization that I had been swindled out of 150,000.00 Euro worth of Bitcoin left me in a state of profound despair. As a 73-year-old grappling with loneliness, I had sought solace in what I believed to be a genuine connection, only to find deceit and betrayal. Countless sleepless nights were spent in tears, mourning not only the financial devastation but also the crushing blow to my trust. Attempts to verify the authenticity of our interactions were met with hostility, further deepening my sense of isolation. Through the loss it was my son who became my beacon of resilience. He took upon himself the arduous task of tracing the scam and seeking justice on my behalf. Through meticulous effort and determination, he unearthed {F R A N C I S C O H A C K}, renowned for their expertise in recovering funds lost to cryptocurrency scams. Entrusting them with screenshots and evidence of the fraudulent transactions, my son initiated the journey to reclaim what had been callously taken from me. {F R A N C I S C O H A C K} approached our plight with empathy and unwavering professionalism, immediately instilling a sense of confidence in their abilities. Despite my initial skepticism, their transparent communication and methodical approach reassured us throughout the recovery process. Regular updates on their progress and insights into their strategies provided much-needed reassurance and kept our hopes alive amid the uncertainty. Their commitment to transparency and client welfare was evident in every interaction, fostering a sense of partnership rather than mere service. Miraculously, in what felt like an eternity but was actually an impressively brief period, {F R A N C I S C O H A C K} delivered the astonishing news—I had recovered the entire 150,000.00 Euro worth of stolen Bitcoin. The flood of relief and disbelief was overwhelming, marking not just the restitution of financial losses but the restoration of my faith in justice. {F R A N C I S C O H A C K} proficiency in navigating the intricate landscape of blockchain technology and online fraud was nothing short of extraordinary. Their dedication to securing justice and restoring client confidence set them apart as more than just experts—they were steadfast allies in a fight against digital deceit. What resonated deeply with me {F R A N C I S C O H A C K} integrity and compassion. Despite the monumental recovery, they maintained transparency regarding their fees and ensured fairness in all dealings. Their proactive guidance on cybersecurity measures further underscored their commitment to safeguarding clients from future threats. It was clear that their mission extended beyond recovery—it encompassed education, prevention, and genuine advocacy for those ensnared by cyber fraud. ([email protected]) fills me with profound gratitude. They not only rescued my financial security but also provided invaluable emotional support during a time of profound vulnerability. To anyone navigating the aftermath of cryptocurrency fraud, I wholeheartedly endorse {F R A N C I S C O H A C K}. They epitomize integrity, expertise, and unwavering dedication to their clients' well-being. My experience with {F R A N C I S C O H A C K} transcended mere recovery—it was a transformative journey of resilience, restoration, and renewed hope in the face of adversity.

  • 21.02.25 07:42 daniel231101

    I never thought I would fall victim to a crypto scam until I was convinced of a crypto investment scam that saw me lose all my entire assets worth $487,000 to a crypto investment manager who convinced me I could earn more from my investment. I thought it was all gone for good but I kept looking for ways to get back my stolen crypto assets and finally came across Ethical Hack Recovery, a crypto recovery/spying company that has been very successful in the recovery of crypto for many other victims of crypto scams and people who lost access to their crypto. I’m truly grateful for their help as I was able to recover my stolen crypto assets and get my life back together. I highly recommend their services EMAIL ETHICALHACKERS009 AT @GMAIL DOT COM whatsapp +14106350697

  • 21.02.25 21:38 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 22.02.25 18:01 benluna0991

    Mark Zuckerberg. That’s the name I was introduced to when I first encountered the cryptocurrency mining platform, WHATS Invest. A person claiming to be Zuckerberg himself reached out to me, saying that he was personally backing the platform to help investors like me earn passive income. At first, I was skeptical—after all, how often do you get a direct connection to one of the world’s most famous tech entrepreneurs? But this individual seemed convincing and assured me that many people were already seeing substantial returns on their investments. He promised me a great opportunity to secure my financial future, so I decided to take the plunge and invest $10,000 into WHATS Invest. They told me that I could expect to see significant returns in just a few months, with payouts of at least $1,500 or more each month. I was excited, believing this would be my way out of financial struggles. However, as time passed, things didn’t go according to plan. Months went by, and I received very little communication. When I finally did receive a payout, it was nowhere near the $1,500 I was promised. Instead, I received just $200, barely 13% of what I had expected. Frustrated, I contacted the support team, but the responses were vague and unhelpful. No clear answers or solutions were offered, and my trust in the platform quickly started to erode. It became painfully clear that I wasn’t going to get anywhere with WHATS Invest, and I began to worry that my $10,000 might be lost for good. That's when I discovered Certified Recovery Services. Desperate to recover my funds, I decided to reach out to them for help. In just 24 hours, they worked tirelessly to recover the majority of my funds, successfully retrieving $8,500 85% of my initial investment. I couldn’t believe how quickly and efficiently they worked to get my money back. I’m extremely grateful for Certified Recovery Servicer's fast and professional service. Without them, I would have been left with a significant loss, and I would have had no idea how to move forward. If you find yourself in a similar situation with WHATS Invest or any other platform that isn’t delivering as promised, I highly recommend reaching out to Certified Recovery Services They were a lifesaver for me, helping me recover nearly all of my funds. It's reassuring to know that trustworthy services like this exist to help people when things go wrong. They also specialize in recovering money lost to online scams, so if you’ve fallen victim to such a scam, don’t hesitate to contact Certified Recovery Services they can help! Here's Their Info Below: WhatsApp: +1(740)258‑1417 mail: [email protected], [email protected] Website info; https://certifiedrecoveryservices.com

  • 23.02.25 22:00 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 06:36 ANDREW DAVIS

    RECOVER YOUR SCAMMED FUNDS AND CRYPTOCURRENCY VIA SPOTLIGHT RECOVERY Professional hackers at Spotlight Recovery provide services for compromised devices, accounts, and websites as well as for recovering stolen bitcoin and money from scams. They finish their work safely and quickly. Their order has been fulfilled since day one, and the victim will never be conscious of the outside entrance. Very few even attempt to give critical information, look into network security, or discreetly discuss personal issues. The Spotlight Recovery Crew helped me recover $264,000 that was stolen from my corporate bitcoin wallet, and I appreciate them giving me further details on the unidentified people. In the event that you have been defrauded of your hard-earned cash or bitcoins, contact SPOTLIGHT RECOVERY CREW at Contact: [email protected]

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 27.02.25 12:46 monikaguttmacher

    Weddings are supposed to be magical, but the months leading up to mine were anything but. Already, wedding planning was a high-stress, sleep-deprived whirlwind: endless details to manage, from venue deposits and guest lists to dress fittings and vendor contracts. But nothing-and I mean, nothing-compared to the panic that washed over me when I realized that somehow, I had lost access to my Bitcoin wallet-with $600,000 inside. It happened in the worst possible way. In between juggling my to-do lists and trying to keep my sanity intact, I lost my seed phrase. I went through my apartment like a tornado, flipping through notebooks, checking every email, every file-nothing. I sat there in stunned silence, heart pounding, trying to process the fact that my entire savings, my security, and my financial future might have just vanished. In utter despair, I vented to my bridesmaid's group chat for some sympathetic words from the girls. Instead, one casually threw out a name that would change everything in a second: "Have you ever heard of Tech Cyber Force Recovery? They recovered Bitcoin for my cousin. You should call them." I had never heard of them before, but at that moment, I would have tried anything. I immediately looked them up, scoured reviews, and found story after story of people just like me—people who thought they had lost everything, only for Tech Cyber Force Recovery to pull off the impossible. That was all the convincing I needed. From the very first call, I knew I was in good hands. Their team was calm, professional, and incredibly knowledgeable. They explained the recovery process in a way that made sense, even through my stress-fogged brain. Every step of the way, they kept me informed, reassured me, and made me feel like this nightmare actually had a solution. And then, just a few days later, I got the message: "We have recovered your Bitcoin." (EMAIL. support @ tech cyber force recovery . com) OR WHATSAPP (+1 56 17 26 36 97) I could hardly believe my eyes: Six. Hundred. Thousand. Dollars. In my hands again. I let out my longest breath ever and almost cried, relieved. It felt like I woke up from a bad dream, but it was real, and Tech Cyber Force Recovery had done it. Because of them, I walked down the aisle not just as a bride, but as someone who had dodged financial catastrophe. Instead of spending my honeymoon stressing over lost funds, I got to actually enjoy it—knowing that my wallet, and my future, were secure. Would I refer to them? In a heartbeat. If you ever find yourself in that situation, please don't freak out, just call Tech Cyber Force Recovery. They really are the real deal.

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