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Н Новости

[Перевод] Когда результаты ИИ представляют угрозу самому ИИ?

"И помни главное. Самое страшное, что может случиться с нейросетью - это когда она начинает обучаться на шелухе, которую штампуют в коммерческих целях другие сети. Вот так мы и деградируем. Мультиплицируем фальшь и ложь. Всасываем усредненную по палате подлость, пропитываемся ею и скатываемся в иррелевантность. Но на людей тоже полагаться нельзя.

- Почему?

-Человек - та же самая нейросеть, просто на биологическом носителе."

В. Пелевин (Путешествие в Элевсин)

Интернет наводняется словами и изображениями, созданными искусственным интеллектом. Сэм Альтман, генеральный директор OpenAI, написал в феврале, что компания генерирует около 100 миллиардов слов в день — текст объемом в миллион романов каждый день, неизвестная доля которого попадает в интернет. Текст, созданный ИИ, может отображаться как обзор ресторана, профиль знакомств или пост в социальной сети. И он также может отображаться как новостная статья: NewsGuard, группа, отслеживающая онлайн-дезинформацию, недавно выявила более тысячи веб-сайтов, которые штампуют подверженные ошибкам новостные статьи, созданные ИИ. На самом деле, без надежных методов обнаружения такого контента многое просто останется незамеченным. Вся эта информация, сгенерированная ИИ, может затруднить для нас понимание того, что реально. И это также создает проблему для компаний ИИ. Поскольку они прочесывают интернет в поисках новых данных для обучения своих следующих моделей — все более сложная задача — они, вероятно, поглотят часть своего собственного контента, сгенерированного ИИ, создавая непреднамеренную петлю обратной связи, в которой то, что когда-то было выходом одного ИИ, становится входом для другого. В долгосрочной перспективе этот цикл может представлять угрозу для самого ИИ.

Исследования показали, что когда генеративный ИИ обучается на большом количестве своих собственных выходных данных, он может стать намного хуже. Вот простая иллюстрация того, что происходит, когда система ИИ обучается на своих собственных выходных данных снова и снова:

Это часть набора данных из 60 000 рукописных цифр. Когда мы обучили ИИ имитировать эти цифры, его выходные данные выглядели так. Этот новый набор был создан ИИ, обученным на предыдущих цифрах, сгенерированных ИИ. Что произойдет, если этот процесс продолжится? После 20 поколений обучения новых ИИ на результатах их предшественников цифры размываются и начинают разрушаться. После 30 поколений они сходятся в одну форму. Хотя это упрощенный пример, он иллюстрирует проблему на горизонте. Представьте себе чат-бота с медицинскими советами, который перечисляет меньше болезней, соответствующих вашим симптомам, потому что он был обучен на более узком спектре медицинских знаний, сгенерированных предыдущими чат-ботами. Или репетитора истории с ИИ, который поглощает пропаганду, сгенерированную ИИ, и больше не может отделить факты от вымысла. Так же, как копия копии может отдалиться от оригинала, когда генеративный ИИ обучается на собственном содержании, его вывод также может отдаляться от реальности, все больше отдаляясь от исходных данных, которые он должен был имитировать. В статье, опубликованной в прошлом месяце в журнале Nature, группа исследователей из Великобритании и Канады показала, как этот процесс приводит к сужению диапазона вывода ИИ с течением времени — ранняя стадия того, что они назвали «коллапсом модели». Размывание цифр, которое мы только что видели, демонстрирует этот коллапс. Когда ИИ отвязали от человеческого ввода, вывод ИИ упал в качестве (цифры стали размытыми) и в разнообразии (они стали похожими).

Как ИИ, рисующий цифры, «коллапсирует» после обучения на собственных выходных данных.

Если бы только часть данных для обучения была сгенерирована ИИ, спад был бы медленнее или менее заметным. Но, по словам исследователей, он все равно бы произошел, если бы синтетические данные не были дополнены большим количеством новых реальных данных.

В одном примере исследователи снова и снова обучали большую языковую модель на ее собственных предложениях, прося ее выполнить одну и ту же подсказку после каждого раунда. Когда они попросили ИИ завершить предложение, которое начиналось со слов «Чтобы приготовить индейку на День благодарения, вы…», сначала он ответил так: Даже в самом начале ИИ «галлюцинирует». Но когда исследователи продолжили обучать его на собственных предложениях, он стал намного хуже… Пример текста, сгенерированного моделью ИИ. После двух поколений он начал просто печатать длинные списки. Пример текста, сгенерированного моделью ИИ после обучения на ее собственных предложениях в течение 2 поколений. А после четырех поколений он начал бессвязно повторять фразы. Пример текста, сгенерированного моделью ИИ после обучения на ее собственных предложениях в течение 4 поколений. «Модель отравляется собственной проекцией реальности», — писали исследователи об этом явлении.

Эта проблема не ограничивается только текстом. Другая группа исследователей из Университета Райса изучала, что произойдет, если типы ИИ, которые генерируют изображения, будут многократно обучаться на собственных выходных данных — проблема, которая может уже возникать, поскольку изображения, генерируемые ИИ, наводняют сеть. Они обнаружили, что в выходных данных ИИ начали накапливаться сбои и артефакты изображений, в конечном итоге создавая искаженные изображения со сморщенными узорами и изуродованными пальцами. Когда модели изображений ИИ обучаются на собственных выходных данных, они могут создавать искаженные изображения, изуродованные пальцы или странные узоры. Изображения, генерируемые ИИ, от Сины Алемохаммад и других. «Вы как бы дрейфуете в части пространства, которые похожи на бесполетную зону», — сказал Ричард Баранюк, профессор, который руководил исследованием моделей изображений ИИ. Исследователи обнаружили, что единственный способ предотвратить эту проблему — убедиться, что ИИ также обучается на достаточном количестве новых реальных данных. Хотя селфи, безусловно, не в дефиците в Интернете, могут быть категории изображений, где вывод ИИ превышает количество подлинных данных, заявили они. Например, сгенерированные ИИ изображения в стиле Ван Гога могут превзойти по количеству реальные фотографии картин Ван Гога в обучающих данных ИИ, и это может привести к ошибкам и искажениям в дальнейшем. (Исследователи заявили, что ранние признаки этой проблемы будет трудно обнаружить, поскольку ведущие модели ИИ закрыты для внешнего контроля.)

Почему происходит коллапс.

Все эти проблемы возникают из-за того, что данные, сгенерированные ИИ, часто являются плохой заменой реальных данных. Иногда это легко увидеть, например, когда чат-боты заявляют абсурдные факты или когда у сгенерированных ИИ рук слишком много пальцев. Но различия, которые приводят к коллапсу модели, не обязательно очевидны — и их может быть трудно обнаружить. Когда генеративный ИИ «обучается» на огромных объемах данных, на самом деле под капотом происходит то, что он собирает статистическое распределение — набор вероятностей, который предсказывает следующее слово в предложении или пиксели на изображении. Например, когда мы обучили ИИ имитировать рукописные цифры, его выходные данные можно было бы организовать в статистическое распределение, которое выглядит следующим образом:

Распределение данных, сгенерированных ИИ.

Примеры первоначальных выходных данных ИИ: Распределение, показанное здесь, упрощено для ясности. Пик этой колоколообразной кривой представляет собой наиболее вероятный выходной сигнал ИИ — в данном случае наиболее типичные цифры, сгенерированные ИИ. Хвосты описывают выходной сигнал, который встречается реже. Обратите внимание, что когда модель обучалась на человеческих данных, она имела здоровый разброс возможных выходных сигналов, что вы можете видеть по ширине кривой выше. Но после того, как она была обучена на своем собственном выходе, вот что произошло с кривой:

Распределение данных, сгенерированных ИИ при обучении на собственных выходных данных

Оно становится выше и уже. В результате модель становится все более и более склонной выдавать меньший диапазон выходных данных, и выходные данные могут отдаляться от исходных данных. Между тем, хвостовые концы кривой, которые содержат редкие, необычные или удивительные результаты, исчезают. Это явный признак краха модели: редкие данные становятся еще более редкими. Если бы этот процесс не контролировался, кривая в конечном итоге превратилась бы в пик: Распределение данных, сгенерированных ИИ при обучении на собственных выходных данных Это было, когда все цифры стали идентичными, и модель полностью рухнула.

Почему это важно

Это не означает, что генеративный ИИ в ближайшее время остановится. Компании, которые производят эти инструменты, знают об этих проблемах, и они заметят, если качество их систем ИИ начнет ухудшаться. Но это может замедлить процесс. Исследователи говорят, что по мере того, как существующие источники данных иссякают или загрязняются «помощью» ИИ, новичкам становится сложнее конкурировать. Слова и изображения, созданные ИИ, уже начинают заполнять социальные сети и более широкую сеть. Они даже прячутся в некоторых наборах данных, используемых для обучения ИИ, обнаружили исследователи из Райса. «Интернет становится все более опасным местом для поиска ваших данных», — сказал Сина Алемохаммад, аспирант из Райса, изучавший, как загрязнение ИИ влияет на модели изображений. Крупные игроки тоже пострадают. Ученые-компьютерщики из Нью-Йоркского университета обнаружили, что когда в обучающих данных много контента, созданного ИИ, для обучения ИИ требуется больше вычислительной мощности. — что означает больше энергии и больше денег. «Модели больше не будут масштабироваться так, как они должны масштабироваться», — сказала Джулия Кемпе, профессор Нью-Йоркского университета, которая руководила этой работой. Обучение ведущих моделей ИИ уже обходится в десятки и сотни миллионов долларов, и они потребляют ошеломляющее количество энергии, так что это может стать значительной проблемой.

«Скрытая опасность»

Наконец, есть еще одна угроза, которую представляют даже ранние стадии коллапса: эрозия разнообразия. И это результат, который может стать более вероятным, поскольку компании пытаются избежать сбоев и «галлюцинаций», которые часто случаются с данными ИИ. Это проще всего увидеть, когда данные соответствуют форме разнообразия, которую мы можем визуально распознать — лицам людей: Этот набор лиц ИИ был создан теми же исследователями Райса, которые создали искаженные лица выше. На этот раз они подправили модель, чтобы избежать визуальных сбоев. Сетка сгенерированных ИИ лиц, показывающая различия в их позах, выражениях, возрасте и расах. Это результат после того, как они обучили новый ИИ на предыдущем наборе лиц. На первый взгляд может показаться, что изменения модели сработали: сбои исчезли. После одного поколения обучения на выходных данных ИИ сгенерированные ИИ лица кажутся более похожими. После двух поколений… После двух поколений обучения на выходных данных ИИ сгенерированные ИИ лица менее разнообразны, чем исходное изображение. После трех поколений… После трех поколений обучения на выходных данных ИИ сгенерированные ИИ лица становятся более похожими. После четырех поколений все лица, похоже, сблизились. После четырех поколений обучения на выходных данных ИИ сгенерированные ИИ лица кажутся почти идентичными. Это снижение разнообразия — «скрытая опасность», сказал г-н Алемохаммад. «Вы можете просто проигнорировать это, и тогда вы не поймете этого, пока не станет слишком поздно». Как и в случае с цифрами, изменения наиболее очевидны, когда большая часть данных сгенерирована ИИ. При более реалистичном сочетании реальных и синтетических данных снижение будет более постепенным. Но эта проблема актуальна для реального мира, говорят исследователи, и неизбежно возникнет, если компании ИИ не пойдут на крайние меры, чтобы избежать собственного вывода. Сопутствующие исследования показывают, что когда языковые модели ИИ обучаются на собственных словах, их словарный запас сокращается, а предложения становятся менее разнообразными по своей грамматической структуре — потеря «языкового разнообразия». Исследования также показали, что этот процесс может усиливать предвзятость данных и с большей вероятностью приведет к стиранию данных, относящихся к меньшинствам.

Пути выхода.

Возможно, самым большим выводом из этого исследования является то, что высококачественные, разнообразные данные ценны и их трудно имитировать компьютерам. Тогда одним из решений является то, что компании ИИ платят за эти данные, а не выкапывают их из интернета, что гарантирует как человеческое происхождение, так и высокое качество. OpenAI и Google заключили соглашения с некоторыми издателями или веб-сайтами об использовании их данных для улучшения ИИ. (В прошлом году The New York Times подала в суд на OpenAI и Microsoft, заявив о нарушении авторских прав. OpenAI и Microsoft заявляют, что использование ими контента считается добросовестным использованием в соответствии с законом об авторских правах.) Лучшие способы обнаружения вывода ИИ также помогут смягчить эти проблемы. Google и OpenAI работают над инструментами «водяных знаков» ИИ, которые вводят скрытые шаблоны, которые можно использовать для идентификации изображений и текста, сгенерированных ИИ. Но, по словам исследователей, нанесение водяных знаков на текст — сложная задача, поскольку эти водяные знаки не всегда можно надежно обнаружить и их легко разрушить (например, они могут не выдержать перевода на другой язык). Недостатки ИИ — не единственная причина, по которой компаниям следует опасаться синтетических данных. Другая проблема заключается в том, что в Интернете не так много слов. Некоторые эксперты подсчитали, что самые большие модели ИИ были обучены на нескольких процентах доступного пула текста в Интернете. Они прогнозируют, что эти модели могут исчерпать общедоступные данные для поддержания своих текущих темпов роста в течение десятилетия. «Эти модели настолько огромны, что всего интернета изображений или разговоров каким-то образом может оказаться недостаточно», — сказал профессор Баранюк. Чтобы удовлетворить свои растущие потребности в данных, некоторые компании рассматривают возможность использования сегодняшних моделей ИИ для генерации данных для обучения будущих моделей. Но исследователи говорят, что это может привести к непреднамеренным последствиям (таким как падение качества или разнообразия, которое мы видели выше). Существуют определенные контексты, в которых синтетические данные могут помочь ИИ в обучении — например, когда выходные данные более крупной модели ИИ используются для обучения более мелкой или когда правильный ответ может быть проверен, как решение математической задачи или лучшие стратегии в таких играх, как шахматы или го. И новые исследования показывают, что когда люди курируют синтетические данные (например, ранжируя ответы ИИ и выбирая лучший), это может облегчить некоторые проблемы коллапса. Компании уже тратят много денег на курирование данных, сказала профессор Кемпе, и она считает, что это станет еще важнее, когда они узнают о проблемах синтетических данных. Но на данный момент нет замены реальным данным.

P.S. - Интересно насколько коррелируется желание продать достоверные данные с качеством последних?

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9 сент. 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

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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

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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
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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