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Как я обучал Perplexity юмору. Что из этого получилось?

В данной статье содержится краткая авторская теория юмора (далее как теория трех измерений), и результат применения этой теории для написания шуток LLM-кой, в частности, Perplexity.ai (бесплатная версия).

лично для меня это первая шутка, созданная ИИ, которая меня хоть совсем немного, но рассмешила

В целях экономии вашего времени, чтобы вы могли сразу решить стоит ли читать данную статью, начну с примеров созданных шуток. Они, конечно, взяты не случайно, а по принципу относительной успешности, но особо они не подбирались, то есть не было такого, что я заставлял генерировать ИИ сотни или тысячи шуток, чтобы выбрать из них одну самую удачную.

по моим наблюдениям, perplexity в рамках одного диалога склонен повторять свои шутки, но в данном диалоге при повторе шутки он добавлял к ней еще одну фразу, к этой добавил следующую: "Тогда я возьму сразу два батончика, чтобы получить суточную норму!"

к этой шутке при повторе он добавил: "Ну, тогда главную роль сыграет пылесос!"

физики шутят, только программисты; уж не знаю почему, но perplexity любит шутить про пиццу

кто из нас не ждет, что ему откроют консерву

по правде говоря, я немного устал придумывать эти надписи

Думаю, по объяснениям perplexity, вы уже в общих чертах поняли суть теории (подробности будут ниже, если вы к тому моменту еще будете здесь). Далее я попытался добавить к этому то, что perplexity уже хорошо знает, а именно общепринятую конструкцию сетап - панчлайн. Но, в целом, этот подход вполне ожидаемо не оправдал себя (пока, во всяком случае).

это самое осмысленное, что таким образом удалось получить; запрос содержал в себя: "...помещай неожиданность и сложность в сетап, а оправданность в панчлайн"

По сути, статья начинается здесь

Итак, эту теорию я придумал еще 10 лет назад (в более окончательном виде - 9). Вообще первоначально - это теория юмора как основного фактора антропогенеза [если быть более точным, эволюционного формирования протоязыкового мышления благодаря протоюмору, и потом развитие обоих по положительной обратной связи до определенного момента], но т.к. это не касается напрямую тематики данной статьи, она вкратце будет изложена лишь в отступлении.

Что же касается самого юмора, то в основе своей, это прежде всего неожиданная ассоциация. Можно добавить еще то, что в общем случае ассоциация должна быть игровой, то есть восприниматься как находящаяся в пространстве игры. Два других измерения юмора, о которых речь пойдет ниже, желательны, но необязательны; но без неожиданности — не будет ничего. И чем ассоциация неожиданнее, тем эффект от юмора больше. Это лишь гипотеза, но думаю, что на уровне нейрофизиологии это выглядит как вознаграждение за новую связь между теми «скоплениями нейронов», которые раньше не были связаны (или были связаны слабо, вот почему шутки на одни и те же темы нам, как правило, быстро надоедают, или во всяком случае, не кажутся уже такими смешными).

Особенно, если эта связь взялась не на пустом месте, а имеет некое «оправдание» (то самое второе измерение — оправданность неожиданной ассоциации, причина почему вообще эта новая связь уместна), и не единична, то есть соединяется не одним «мостиком», а каким‑то > их количеством (третье измерение — сложность).

Давайте разберем на примере, чтобы было понятнее. Думаю, многие из вас знают Монти Пайтон. Один из самых известных их скетчей [и одновременно мой любимый] — философский футбол. Неожиданность в нем заключена в самой идее скетча — чемпионат мира по футболу среди сборных философов. Оправданность, что эта парадоксальная ситуация очень правдоподобно реализована на экране. К примеру, мы видим выход команд на поле и слышим привычную манеру комментаторов объявлять составы перед игрой, пока на экране появляются предполагаемые схемы игры команд («присутствие Беккенбауэра безусловный сюрприз» — инверсия неожиданной ассоциации внутри нее самой, которая добавляет ей сложности).

К основной ассоциации футбол <→ философы присоединяются дополнительные (очень сложную шутку можно представить в виде дерева, в корне которого — основная ассоциация): судья <→ Конфуций, который показывает желтую Ницше за препирательства; главный тренер <→ Мартин Лютер, выпускающий эффектно разминающегося Карла Маркса на замену; и как команда Германии пытается оспорить пропущенный мяч: «Гегель утверждает, что реальность — только априори отражение ненатуральной этики, Кант выступает с категорическим императивом о том, что онтологически весь матч существует лишь в воображении, а Маркс, — что был офсайд».

Также стоит заметить, хотя это и не является предметом нашего рассмотрения, но юмор имеет также другие измерения, прежде всего — социальное. То есть, то что вам совсем не покажется смешным в одиночестве, может вызвать у вас сильный хохот, если вы находитесь в подходящей компании людей, которым это показалось (или даже не показалось) смешным. Более подробно мы поговорим об этом в отступлении.

Теперь вернемся ненадолго к оправданности. Думаю, вы не раз сталкивались с тем, как кто‑то пытается рассказать, что кажется ему очень смешным, чему он был свидетелем (свидетелем в широком смысле, просмотр фильма тоже считается), но не находит отклика у окружающих. Прежде всего из‑за того, что для окружающих не работает фактор оправданности, если только этот человек не прекрасный рассказчик, заставляющий своих слушателей живо все представлять. Или другой пример, — политический юмор, вызывающий смех только у людей определенного спектра взглядов. Здесь дело в том, что оправданность здесь переносится из области юмора в область политики в виде предпосылки шутки, и если вы с ней согласны, шутка для вас оправданна.

Юмор, лишенный оправданности в принципе, является абстрактным. Если бы я создавал систему для генерации юмора (дисклеймер: этот абзац чисто мои фантазии [только этот?]), то начал бы именно с этого, с обучения просто создавать неожиданные ассоциации. В каком‑то смысле это была бы обратная LLM, т.к. она вместо ожидаемых токенов, подбирала бы напротив самые неожидаемые (токены и/или секвенции токенов). Это можно было бы представить как систему, в простейшем виде формирующую просто множество пар таких токенов/секвенций (в секвенции все токены согласованы, а связь между двумя секвенциями — максимально неожидаемая). В более сложном виде, она формировала бы дерево, корнем которого служит основная пара самых неожидаемых токенов/секвенций, левое поддерево которого относится к одному концу этой связи, а правое — к другому. Потомки ожидаемы по отношению к своему родителю, но как можно более неожидаемые по отношению к соседям из противоположного поддерева (впрочем, тут возможны разные вариации). Потом результат работы этой подсистемы уже передавался бы LLM, чтобы она из этого получала юмор, добавляя в него оправданность (из всего множества она методом перебора выбирала бы те пары/деревья, с которыми это возможно сделать), т. е. из структуры шутки получала бы саму шутку. Таким образом, если вся эта конструкция содержит зерно истины, создание такой подсистемы (и ее интеграция) могло бы улучшить качество юмора существующих и будущих LLM.

Теперь вернемся непосредственно к perplexity. Для чистоты эксперимента вы должны (should) понимать уровень юмора этой LLM в обычном состоянии. Потом можете попробовать вставить этот промпт (его составила сама perplexity, когда я объяснил ей суть теории и попросил написать промпт самой для себя, чтобы не объяснять каждый раз одно и то же): «Согласно теории трех измерений юмора, хорошая шутка должна содержать:

Неожиданность — ассоциацию, которую слушатель не ожидает. Чем неожиданнее, тем смешнее.
Оправданность — объяснение, почему эта неожиданная ассоциация имеет смысл и не взялась из ниоткуда. Шутка должна быть логичной.
Сложность — несколько слоев ассоциаций или контекстов, которые соединяются вместе.
Многослойность делает шутку интереснее.

Давай попробуем создать несколько шуток, используя эти три измерения!»

Я бы добавил сюда еще то, что неожиданность желательно должна быть в конце. Большинство приведенных здесь шуток в начале статьи составлены по этому промпту. Еще я пробовал экспериментировать, например, просил отключить ее дефолтные настройки юмора (ирония, сравнение, преувеличение, целевая аудитория), но эти эксперименты мало к чему привели. Возможно, у вас получится лучше.

Для тех, кто захочет в этом поучаствовать, оставил опрос.

Теперь обещанное отступление.

Дисклеймер: я не являюсь специалистом ни в области антропологии, ни в области языкознания, ни в какой‑либо вообще области наук. Строго говоря, все что вы сейчас прочтете, не соответствует критерию Поппера, а потому не может считаться научным (или даже околонаучным) в принципе.

На самом деле, юмор, по всей видимости, не свойственен только человеку (но в этой статье выше мы рассматривали только человеческий юмор). Но у животных доминирует другая составляющая юмора — игровая. Поэтому ортодоксальная теория юмора и юмор человека рассматривает как частный случай «игровой агрессии». Я не отрицаю, что это имеет место быть, но все же считаю, что у предков людей, в отличие от всех остальных животных, юмор служил очень важной социальной составляющей (а потому важным фактором выживаемости отдельной особи), лишенной объективного смысла (что‑то вроде павлиньего хвоста), что невольно эволюционно определило развитие всего вида и вытащило его на плато «разумности» (за этот самый «павлиний хвост»). Кстати, вполне возможно, что за тот же «хвост» можно вытащить (окончательно) на «плато разумности» и искусственный интеллект.

Теперь о предполагаемом механизме как это вообще произошло. Нас выделяет среди других животных (но это не точно) — языковое мышление. Чтобы ответить на вопрос что такое языковое мышление, нужно сначала ответить на вопрос что такое вообще язык? Согласно книге «Курс общей лингвистики» Фердинанда Соссюра (во всяком случае, в моем понимании и пересказе) — язык это система ассоциаций, пар означаемое — означающее. «Система» говорит о том, что ассоциации изменяют друг друга при взаимодействии: пара означаемое — означающее само по себе в отдельности не тоже самое, что эта же пара в предложении, а второе — не то же самое, что эта же пара уже в другом предложении. Именно поэтому машинный перевод на основе правил — не самая лучшая затея (не самая простая уж точно). У животных этого нет (вроде) — означающее и означаемое всегда равно само себе в любом контексте (например, сигнал тревоги есть сигнал тревоги). Последнее, возможно не совсем верно (а может и совсем не верно), но не будем останавливаться на этом, это нужно было только для иллюстрации.

Итак, языковое мышление это способность к восприятию (и к их созданию) сложных систем ассоциаций. Предполагается (правда, только нами), что протоюмор у проточеловека был просто голой неожиданной ассоциацией. Как могли выглядеть такие шутки? Самой древней шуткой в истории человечества я называю создание громкого шума, как будто кто‑то идет большой и страшный, вызывающий страх у своих сородичей, но в итоге это оказывается что‑то совсем небольшое (подобную шутку можно иногда встретить и в фильмах). Правда, эту шутку нельзя назвать совсем голой ассоциацией, у нее все‑таки есть какая‑то оправданность, но, думаю, из данного примера понятно, что юмор может быть и внеязыковым (немая комедия тому еще одно подтверждение).

Живя в дикой природе и без языка, таких шуток не создашь бесконечное количество. Поэтому чтобы юмор продолжал существовать, он должен был усложняться. При усложнении и добавились дополнительные два измерения. Они и привели к появлению протоязыкового мышления.

То, что юмор до сих пор играет важнейшую роль в социализации не нужно особенно доказывать, это почти очевидно. Он важен как и для условного «полового отбора», так и просто для дружбы, общения в команде и прочего. В каком‑то смысле юмор что‑то вроде социального клея на уровне небольших групп. Логично предположить, что также могло быть и у предков людей, а значит «чувство» юмора (как пассивное, так и активное) коррелировало с выживаемостью.

P. S. Спасибо, что прочитали данную статью, надеюсь, она была для вас интересной.

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16 авг. 2024 г.

07.09.23 16:24 CherryTeam

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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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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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27.08.24 12:50 James889900

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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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.
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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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