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Симуляция DOOM через нейросеть

Десятки, а то и сотни трехмерщиков и разработчиков работают над играми. Впрочем, примерный образ пайплайна всем и так известен. Сегодня мы не рассказываем про нейронку, которая запилит Uncharted 5 или Dark Souls 4 - она интересный кейс среди нейронок последних годов. Обычно, когда мы говорим про генеративные ИИ, мы представляем себе Идеограмм, Stable Diffuison или SORA.

Но вот разработчики с Google создалидвижок, который генерирует игровой процесс уже существующей игры. И пока что это старющий Doom из 90s. Как примерно работает подобная нейронка - рассказываем ниже.

Как утверждают сами разработчики - первым делом они обучили RL-агента. Чтобы собрать данные для обучения этой модели, с целью навязывания учителем, исследователи Google сначал обучают отдельную модель взаимодействию с окружающей средой. Набор данных, который выдает RL-агент после обучения становится датасетом для генеративной ИИ. Кстати, она разработана на базе открытой Stable Diffusion.

Как работает RL-агент?

Он принимает решения о том, какие действия предпринять в каждый момент времени, основываясь на текущем состоянии среды.

Среда в свою очередь откликается на действия агента, изменяя своё состояние и предоставляя агенту новую информацию и вознаграждение.

Основной задачей агента является разработка стратегии (или политики), которая максимизирует совокупное вознаграждение в долгосрочной перспективе. Циклически нейронка улучшает свои действия. ИИ оперирует состояниями (state), которые представляют информацию о текущем положении дел в среде.

Агент осуществляет действия (action), которые изменяют состояние среды. В-третьих, за каждое действие агент получает вознаграждение (reward), которое может быть положительным или отрицательным, в зависимости от его влияния на достижение цели. Наконец, существует функция перехода (transition function), которая описывает, как действия агента изменяют состояние среды.

Короче говоря, типичный RL-агент действует по принципу: получаем пряники и учимся получать больше пряников за правильные действия. Но "ученик" Google - это источник будущих данных для генеративной нейронки, а значит он должен формировать достаточно информации для симуляции реального/человеческого игрового процесса. Никакой максимизации вознаграждения.

Впрочем, принцип обучения строится на установки связей между actions-frames. Так как классический DOOM — это не 144 FPS игра, то проблем с обучением-связками фактически у ресерчеров не возникает. Агент тренируется, получает ответ от окружения и в соответствии учится взаимодействовать с окружением, используя разные игровые навыки.

Выглядит это все примерно так:

S — это пространство скрытых (латентных) состояний среды. В случае DOOM, это, например, данные, хранящиеся в оперативной памяти программы.

O — это наблюдаемые проекции этих скрытых состояний, визуальные данные, которые игрок видит на экране в виде отрисованных пикселей.

V — это функция, которая преобразует скрытые состояния в видимые, то есть логика рендеринга игры (процесс отрисовки графики).

A — это набор действий, которые может совершать игрок, например, нажатия клавиш или движения мышью.

p — это функция, которая описывает вероятность перехода из одного состояния в другое, исходя из выбранных действий и текущего состояния игры.

Пример для DOOM: когда игрок нажимает на клавишу, происходит некий процесс в динамической памяти программы (S), который преобразуется в изменение на экране (O), например, игрок поворачивает голову. Логика рендеринга игры (V) отвечает за то, чтобы правильно показать это изменение на экране. При этом действия игрока (A) влияют на дальнейшее поведение программы, и функция вероятности перехода (p) описывает, как игра реагирует на те или иные команды.

Модель предсказывает, как будет выглядеть следующее наблюдение (например, следующий кадр на экране), исходя из предыдущих действий и наблюдений.

Для этого используется функция симуляции, которая предсказывает наблюдения на основе данных, уже полученных в ходе взаимодействия с окружающей средой.

Эта функция описывается как распределение вероятностей будущих наблюдений, учитывая прошлые действия и наблюдения. Главная цель модели — минимизировать разницу между предсказанными кадрами и реальными кадрами, которые игра бы отобразила в обычных условиях.

Изначально Stable Diffuion обучалась на текстовых запросах, но теперь она адаптируется для генерации кадров (или изображений) на основе последовательности действий и наблюдений агента.

Процесс начинается с того, что модель учится на данных агента, которые включают в себя действия (например, нажатия клавиш) и наблюдения (например, предыдущие кадры).

Модель убирает текстовую составляющую, которая была в оригинальной версии, и вместо этого использует последовательность действий агента.

Каждое действие (например, определённое нажатие клавиши) преобразуется в числовое представление — векторное вложение (embedding). Этот процесс заменяет текстовое управление на управление последовательностью действий.

Для того чтобы учесть наблюдения (предыдущие кадры), модель сначала кодирует их в «латентное пространство» с помощью автокодировщика (auto-encoder), сжимая данные.

Затем эти закодированные кадры добавляются к «зашумленным» версиям текущих кадров. Ресерчеры также затестили использование так называемого «cross-attention» для обработки прошлых наблюдений, но этот подход не дал значительного улучшения.

Основная задача тренировки модели заключается в минимизации ошибки — разницы между предсказанными и реальными значениями — при помощи специально выбранной функции потерь.

Эта функция потерь учитывает скорость изменения значений в кадрах, и модель учится корректировать свои предсказания, чтобы сделать кадры как можно более точными.

Когда модель обучается на реальных данных с использованием метода teacher-forcing (когда ей показывают реальные кадры во время обучения), она работает хорошо.

Но когда модель сама начинает предсказывать следующие кадры на основе предыдущих предсказаний (так называемая авторегрессия), качество предсказаний быстро ухудшается.

Это происходит потому, что ошибки накапливаются, и с каждым следующим шагом предсказания становятся всё менее точными. Чтобы предотвратить это ухудшение, во время обучения модель специально «искажает» кадры, добавляя гауссов шум (случайные искажения), а также передаёт уровень этого шума в модель.

Этот подход позволяет модели учиться исправлять ошибки в предыдущих кадрах. Во время реальной работы модель уже может контролировать уровень шума, чтобы оптимизировать качество предсказаний. Даже без добавления шума после такого обучения качество изображений значительно улучшается.

Модель Stable Diffusion v1.4 использует автокодировщик, который сжимает изображения, переводя их в так называемое латентное пространство (особое представление данных в уменьшенной форме). Этот автокодировщик сжимает участки размером 8x8 пикселей в 4 канала.

Однако при предсказании игровых кадров такая компрессия вызывает артефакты — небольшие искажения, особенно заметные на мелких деталях, например, на индикаторах (HUD) внизу экрана игры. Чтобы улучшить качество изображений, авторы модели решили настроить только декодер автокодировщика, который отвечает за восстановление сжатых данных обратно в изображение.

Для этого они использовали функцию потерь MSE (среднеквадратическую ошибку), которая измеряет разницу между предсказанными и реальными кадрами. Это позволило уменьшить артефакты и улучшить визуальное качество.

Важно отметить, что эта настройка декодера проводится отдельно от настройки основной части модели (U-Net), которая отвечает за генерацию изображений.

Этот автокодировщик сжимает участки размером 8x8 пикселей в 4 канала. Однако при предсказании игровых кадров такая компрессия вызывает артефакты — небольшие искажения, особенно заметные на мелких деталях, например, на индикаторах (HUD) внизу экрана игры.

Чтобы улучшить качество изображений, авторы модели решили настроить только декодер автокодировщика, который отвечает за восстановление сжатых данных обратно в изображение.

Для этого они использовали функцию потерь MSE (среднеквадратическую ошибку), которая измеряет разницу между предсказанными и реальными кадрами. Ресерчеры также предполагают, что можно было бы добиться ещё лучших результатов, применив другую функцию потерь — LPIPS, которая лучше оценивает качество изображения с точки зрения восприятия человеком, но это оставлено для будущих исследований:)

Настройка декодера проводится отдельно от настройки основной части модели (U-Net), которая отвечает за генерацию изображений. Авторегрессия (предсказание следующих кадров на основе предыдущих) не затрагивается этой настройкой, так как она работает с латентными представлениями (сжатыми данными), а не с пикселями напрямую.

Обычно для создания качественного изображения требуется множество шагов, но в этом исследовании они обнаружили, что достаточно всего 4 шага, что позволило генерить изображения с частотой 20 кадров в секунду.

При этом каждый шаг удаления шума занимает около 10 миллисекунд, а вместе с автокодировщиком полная задержка на один кадр составляет 50 миллисекунд - 20 кадров в секунду, что достаточно для симуляции игры DOOM в риал тайме.

Когда они пытались использовать всего один шаг удаления шума, качество заметно ухудшалось, поэтому авторы также экспериментировали с методом дистилляции модели. Этот метод помогает модели работать с одним шагом, что повышает частоту кадров до 50 FPS, но качество изображения всё равно ухудшается. Поэтому они предпочитают использовать 4 шага без дистилляции.

Обучается агент через Proximal Policy Optimization (PPO), предложенный Шульманом и его коллегами в 2017 году.

В качестве базовой архитектуры для извлечения признаков используется простая сверточная нейронная сеть (CNN), подобная той, что была предложена Mnih и соавторами в 2015 году.

В ходе обучения агент получает уменьшенные версии изображений игровых кадров и карты с разрешением 160x120. Кроме того, у агента есть доступ к последним 32 действиям, которые он выполнил.

Сеть признаков преобразует каждое изображение в векторное представление размером 512. Далее, актор и критик PPO представлены двуслойной полносвязной сетью (MLP), которая работает на основе комбинации выходов сети признаков изображений и последовательности предыдущих действий.

Обучение агента для игры происходит в среде Vizdoom - тест-полигон для тестирования.

Итого:

Одновременно запущено 8 игровых сессий, каждая из которых использует буфер повторов размером 512.

Важными гиперпараметрами остаются: коэффициент дисконтирования (γ = 0.99) и коэффициент энтропии (0.1), который регулирует случайность действий агента.

В ходе каждой итерации модель обучается в течение 10 эпох с использованием пакетов данных размером 64 и с постоянной скоростью обучения 1e-4. Общее количество шагов взаимодействия с окружающей средой - 10 миллионов.

Что касается симуляционных моделей, они обучаются на основе уже предварительно обученной модели Stable Diffusion версии 1.4.

В процессе обучения все параметры архитектуры U-Net размораживаются, что позволяет модели адаптироваться к новой задаче.

Для этого используется пакет данных размером 128 с постоянной скоростью обучения 2e-5, а оптимизация осуществляется с помощью метода Adafactor без весового затухания и с обрезкой градиентов до значения 1.

Параметризация потерь в диффузионной модели изменена на предсказание скорости (v-prediction). В процессе обучения вероятность удаления контекста из предыдущих кадров составляет 10%, что позволяет применять технику Classifier-Free Guidance (CFG) во время вывода модели.

Обучение происходит на 128 устройствах TPU-v5e с параллелизацией данных. Большинство результатов в работе получены после 700 тысяч обучающих шагов. При этом для улучшения качества обучения используется метод добавления шума, при котором максимальный уровень шума составляет 0.7, а для его учета используется 10 эмбеддинговых корзин.

Для обучения модели декодера латентных признаков используются те же параметры, что и для основного денойзера, за исключением того, что для декодера используется более крупный пакет данных размером 2048.

В качестве обучающих данных используются все траектории, по которым агент обучался в процессе подкрепления, а также данные, собранные в процессе оценки модели. В общей сложности для обучения модели сгенерировано около 900 миллионов кадров.

Все изображения, как в процессе обучения, так и в процессе вывода, имеют разрешение 320x240 и дополнены до размера 320x256. Модель обучается с контекстом длиной 64, то есть модель получает свои собственные последние 64 предсказания и последние 64 действия агента в качестве входных данных.

По итогу ребята получают отличный результат, который повторяет игру на 80%, но с некоторыми ньюансами. К сожалению, при длительной игре - нейронка выдает артефакты с накоплением. Впрочем, подход достаточно революционный и кто знает... может, в купе с новой технологией NeRF, мы увидим что-то действительно выдающееся в ближайшие пять лет.

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13 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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