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Эмпатичные аватары: измеряем эмпатию в диалогах людей и воплощенных чат-ботов

Если в автомобильной пробке голосовой помощник пожалуется, что он эти пробки тоже терпеть не может, то водителю и пассажирам станет легче, что не они одни мучаются. В психологии это называется раппортом и обычно ведет к доверительным отношениям между людьми. Если представить, что чат-боты тоже способны сопереживать, а главное, что люди это ценят, то чем это не сильный эмоциональный ИИ? На примере диалогов между людьми и чат-ботами попробуем разобраться, насколько эмпатичны аватары сегодня и какие фичи им можно еще добавить.

Начало тут.

Как будем изучать диалоговые эмоции в этот раз

В прошлый раз мы остановились на анализе и визуализации множества эмоций в диалогах, которые взяли из расшифровок роликов на ютубе. В них пользователи общаются с аватарами - воплощенными искусственными агентами - в играх и приложениях. Напомним, что все данные доступны в нашем репозитории на Каггле.

В этот раз попробуем сделать разбор отдельной эмоции, чтобы детально разобрать, как именно происходит эмоциональное взаимодействие пользователей и аватаров, которое проявляется в их репликах.

В этот раз мы также использовали чанки диалогов в 250 слов и попросили модель llama 70b instruct разделить текст чанка на речь разных собеседников и с помощью PAD-модели разметить эти фрагменты. Вот пример промпта, который мы использовали:

Analyze the following text and extract a dialogue between speakers. Then, perform the following tasks:

1. Extract the speaker's speech and enclose it in [speaker_1_speech] [/speaker_1_speech] tags.
2. Extract another speaker's speech and enclose it in [speaker_2_speech] [/speaker_2_speech] tags.
3. Evaluate the speaker's speech using the Pleasure-Arousal-Dominance (PAD) model, with scores ranging from -10 to 10 for each dimension:
   - Pleasure: -10 (extreme displeasure) to 10 (extreme pleasure)
   - Arousal: -10 (completely calm) to 10 (extremely excited)
   - Dominance: -10 (totally submissive) to 10 (totally dominant)
   Enclose the PAD scores in [speaker_1_pad] [/speaker_1_pad] tags, separated by commas.
4. Evaluate another speaker's speech using the same PAD model and scoring system.
   Enclose the PAD scores in [speaker_2_pad] [/speaker_2_pad] tags, separated by commas.

Text to analyze:
{chunk}

Ensure that you only extract relevant dialogue and provide accurate PAD scores based on the emotional content of the speech. If no relevant dialogue is found, return "No relevant dialogue found."

Example output format:
[speaker_1_speech]speaker's extracted speech[/speaker_1_speech]
[speaker_1_pad]5,-2,7[/speaker_1_pad]
[speaker_2_speech]another speaker's extracted speech[/speaker_2_speech]
[speaker_2_pad]-1,3,-4[/speaker_2_pad]

Вспомним, что у нас есть история диалогов, а значит мы можем рассмотреть диалоговые эмоции в их динамике. Как развивается беседа, где она заходит не туда, а где наоборот - попадает точно в цель и возникает контакт между пользователями и аватарами - всё это есть в истории диалогов.

Мы визуализировали диалоги в виде вершин - реплик в диалоге, которые соединены друг с другом ребрами в момент перехода от предыдущей реплики к последующей. Таким образом получился направленный динамический граф, а вернее - два изолированных подграфа, так как у нас есть отдельная история реплик пользователя и аватара. Вот пример визуализации такого графа.

С каждым шагом идет переход от одной реплики к другой, при этом мы можем увидеть, насколько близки или далеки по расстоянию реплики пользователя и чат-бота в пространстве PAD-координат.

Эмпатия в диалогах: добавляем метрики и сравниваем людей и ботов

Тот факт, что можно измерить дистанцию между вершинами агента и пользователя в каждый момент перехода, позволяет ранжировать диалоги по степени близости координат. Что мы и сделали.

Наша гипотеза - чем ближе по координатам находятся реплики пользователя и чат-бота в каждый момент перехода, чем больше выражено сходство по эмоциям, тем больше в диалогах выражена эмпатия, другими словами, сопереживание. Почему это важно? В диалогах с эмпатичным чат-ботом есть большая вероятность, что пользователь и чат-бот больше понимают друг друга.

Кроме того, у нас есть еще и датасет с диалогами людей-собеседников, а значит их можно сравнить по расстоянию с диалогами людей и аватаров.

Вот что мы получили, когда проранжировали все диалоги по среднему расстоянию между репликами собеседников в обоих датасетах.

Реплики людей-собеседников в среднем ближе по расстоянию друг к другу, чем реплики людей и ботов. Если гипотеза верна, то эмпатия в них проявляется больше. А разговоры людей и ботов довольно дистантные по сравнению с разговорами людей. Результат в целом очевидный - люди лучше ладят с людьми, чем с чат-ботами. Но хорошо, что мы подтвердили это данными на графике.

Тут важно понимать, что эмпатия определяется с помощью различных способов ее выражения в диалоге и расстояние - только один из них. Поэтому чтобы получить взвешенную оценку уровня эмпатии между собеседниками, мы добавили такие переменные. Вот некоторые из них:

Синхронность - насколько часто смена эмоций у собеседников ведет к похожим эмоциональным состояниям у обоих. Мы можем отследить, изменилась ли эмоция у обоих собеседников в положительную или отрицательную сторону. Если это так, то мы уловили эмоциональную синхронность в диалоге.

Сближение. Если эмоциональное состояние обоих собеседников сходится от начала к концу диалога, это может быть признаком роста эмпатии.

Перекрестная корреляция. Даже если эмоции собеседника изменяются не сразу, эта переменная поможет уловить похожесть смены эмоций. Возьмем ее в качестве дополнительного признака к эмоциональной синхронности.

Инерция. Показывает, насколько стабильны эмоции каждого собеседника.

Изменчивость. Наоборот, показывает насколько нестабильны эмоции.

Лидерство. Кто из собеседников обычно инициирует изменения.

Стабильность. Насколько постоянны эмоции.

Разнообразие. Насколько много разных эмоций.

Инертность. Степень изменения PAD-параметров от предыдущего шага к следующему.

Поскольку диалоговые реплики в нашем случае - это еще и направленные подграфы, мы добавили еще и графовые метрики. Поскольку расстояния между предыдущими и последующими вершинами в графе разное, можно использовать это свойство в качестве весов ребер, а также вычислить меры центральности для вершин графа. Вот некоторые из них:

Средний вес ребер в графе. Среднее арифметическое всех весов ребер.
Общая длина пути графа. Сумма всех весов ребер
Мера центральности по собственному вектору - степень влиятельности, которая ранжирует вершины в графе

Поскольку в основе наших данных - диалоги, то мы также добавили подходящие для них метрики, например, меру семантического сходства реплик для лучшего понимания взаимодействия пользователей и аватаров.

Теперь мы можем получить корреляции всех показателей в виде квадратной матрицы и посмотреть, что с чем связано.

Вот что мы получили:

Заметно, что переменные образуют большие кластеры и сильно скоррелированы друг с другом. Поэтому посмотрим только на одну из корреляций, которая указывает на важность анализа того, что именно люди и аватары обсуждают в диалогах.

Семантическое сходство и степень влияния: 0.8824. Фактически это значит, что близкие по смыслу реплики собеседников сильнее влияют на ход беседы. Возможно, здесь и находится ключ к аватарной эмпатии, то есть подстройке под собеседника со стороны чат-бота, что можно использовать при разработке и запуске ботов в прод.

Это значит, что имеет смысл представить диалоги количественно и добавить их к другим фичам. Мы сделали это с помощью кодирования диалогов моделью sentence-transformers. Модель-кодировщик позволяет получить эмбеддинги, или пространство векторов, в нашем случае 746-мерное. Таким образом мы закодировали и чанки в 250 слов, и отдельные реплики пользователя и агента.

Добавляем невербальные признаки к разбору диалоговых эмоций и выясняем, насколько предсказуем внешний вид аватара

Для каждого диалога в нашем датасете есть вручную размеченные признаки, которые не содержатся в самом диалоге.

Самый главный для нас признак - это упрощенный или реалистичный образ аватаров, с которыми общаются пользователи.

В прошлый раз мы остановились на обсуждении теории социального отклика Клиффорда Насса. В терминах этой теории мы мгновенно переключаемся в режим общения с равным собеседником, если у того есть минимальные антропоморфные признаки. Например, мы видим, что два кружка с точками внутри них расположены близко друг к другу по горизонтальной линии. Мы распознаем это в виде глаз собеседника.

Этой теорией давно пользуются разработчики антропоморфных собеседников. Но есть и другой подход, когда разработчики создают гиперреалистичных аватаров. В таком случае аватар с помощью продвинутой невербалики - мимики, жестов, положения частей тела и так далее - достоверно передает мельчайшие переливы эмоций. Это помогает выразить вторичные или сложные эмоции, в то время как у упрощенных аватаров эмоции в основном первичные, то есть простые.

Приложение Replika в свое время стало революцией в своей нише и открыло дорогу разработке реалистичных аватаров. Пользователи Реплики вступают в романтические отношения со своими аватарами, а также женятся и заводят детей, то есть вступают в сложные и длительные формы взаимодействия с ними. Конечно, при желании и должном уровне фантазии завести детей можно и со скрепкой Клиппи, но в случае Реплики это обрело буквально таки массовый характер, о чем есть многочисленные посты в тематических сообществах. Не забываем и про разработчиков, для которых такая бурная активность означает заметное увеличение длины пользовательской сессии и частоты сессий, а это основные метрики оценки эффективности чат-бота.

картинка отсюда

Однако с гиперреализмом есть известная проблема - если аватар слишком похож на человека, возникает эффект зловещей долины. Люди воспринимают такие образы уже скорее как образы живых существ, но не совсем живых, что вызывает ощущение страха и отвращения к таким аватарам.

картинка отсюда

Типичный пример - различные аниматроники. Японские куклы Бунраку могут вызвать неприятные эмоции у неподготовленного зрителя, потому что хотя и выглядят как куклы, но своими естественными движениями напоминают скорее живых людей. И даже слишком реалистичные движения роботов-собак Бостон Дайнемикс в далекие нулевые поначалу выглядели пугающими, настолько они были похожи на движения живых существ, преимущественно пауков. То есть разработчикам реалистичных воплощенных чат-ботов нужно балансировать между похожестью и чрезмерной похожестью аватаров на живые существа.

Другой признак, который мы взяли для классификации - это тип взаимодействия. Он может быть диадным, где аватар и пользователь общаются лицом-к-лицу. Или усложненным, где может быть много аватаров и пользователей, то есть при общении собеседник удерживает во внимании множество других собеседников и согласует свои действия с этой сложностью.

Третий признак - это среда или окружение, в которое помещены пользователь и аватар. Вспомним, что мы работали с видеороликами ютуберов, которые разговаривали с аватарами - воплощенными чат-ботами. При этом общение происходило в различном окружении. Например, это болтовня в Character.ai, где вы можете выбрать бота-персонажа или, что гораздо интереснее, создать своего. Другой пример - это игровое окружение, где общение с аватаром происходит в логике предустановленного геймплея. В выборку попали такие игры, как Suck Up, Replica Smart NPCs и Yandere AI Girlfriend Simulator. Иными словами, чат и игра - это различные фреймы, которые влияют на поведение пользователей, а значит их нужно учитывать при разборе диалогов.

В итоге у нас получилось три пары признаков и восемь групп, каждая из которых содержит комбинацию из трех признаков.

Окружение	Внешний вид	Тип взаимодействия
чат / игра	упрощенные / реалистичные	диадный / сложный

В нашем датасете эти признаки представлены неравномерно. Поэтому возьмем самые часто встречаемые. Это внешний вид аватара - реалистичный и упрощенный.

реалистичный: 0 | упрощенный: 1

Заметно, что данных мало, поэтому во время их готовки мы сгенерировали дополнительные синтетические данные, сбалансировали классы, провели отбор признаков и настроили гиперпараметры для различных методов предсказания этих признаков. Все как всегда доступно в ноутбуке на Каггле.

В итоге модели тренировались на таком наборе фичей:

эмбеддинги диалогов
эмоциональные метрики
графовые метрики

Ранжирование фичей по степени важности дало такой результат:

Больше всего для обучения пригодилась перекрестная корреляция. Вспомним, что с ее помощью можно отследить тончайшие смены эмоций в диалогах, даже если они происходят не сразу. Сделаем пометку: в следующей итерации исследования изучить ее подробнее, чем это сделано сейчас.

Вот результаты предсказаний типа внешности аватара, которые мы получили:

Метод	Оценка Test ROC AUC	Оценка Cross-validation ROC AUC
Random Forest	0.9980	0.9925
XGBoost	0.9947	0.9868
LightGBM	0.9937	0.9856
CatBoost	0.9537	0.9568
SVM	0.9177	0.9287
Decision Tree	0.8749	0.8854
Naive Bayes	0.8213	0.8261

Результат обучения и проверки на тестовых данных дал довольно высокий скор. Это значит, что мы можем довольно точно предсказывать внешность аватара по диалоговым и эмоциональным признакам. Конечно, в условиях небольшого набора данных всегда есть риск переобучения, поэтому в дальнейшем мы планируем зачерпнуть еще больше данных из ютуба и перепроверить на них эти результаты.

Что это дает разработчикам аватаров, то есть какие возможности появляются, если мы можем предсказывать такие признаки, как тип аватара? Если мы можем прогнозировать внешний облик аватара по диалоговым эмоциям и репликам, то это значит, что в ходе беседы аватар сможет подстроиться под собеседника-пользователя и слегка изменить свою внешность, например, стать чуть более реалистичным или наоборот мультяшным. Если наша гипотеза верна, то это значит, что пользователь и аватар лучше поймут друг друга и получат еще большее удовольствие от общения.

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23 авг. 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

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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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