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Эксперт по машинному обучению разбирает главные страшилки про ИИ

Если верить кривой Гартнера и другим прогнозам, искусственный интеллект сейчас на пике завышенных ожиданий. Ажиотаж вокруг технологии подогревается страшными предсказаниями: о негативных прогнозах не сказал только ленивый. Интернет облетели цитаты Илона Маска и еще нескольких сотен экспертов разной степени значимости.

Мы в hitch разбираемся в аутстаффинге IT-специалистов, а вот в нейросетях не очень. Поэтому попросили эксперта по машинному обучению рассказать, насколько правдивы алармистские прогнозы о том, что “сильный” искусственный интеллект вот-вот появится и оставит нас без работы.

Наш эксперт – Елена Еричева, 15 лет занимается исследованиями и продакшн-разработкой в области машинного обучения, автор научных публикаций. Участвовала в создании российских и зарубежных ИИ-продуктов в области био- и медтехнологий.

А еще Елена ведет свой телеграм-канал про AI Alignment. Там много постов про создание этического ИИ и риски использования ИИ-технологий. Канал понравится специалистам в области машинного обучения, генеративных технологий, а также ИИ-оптимистам и ИИ-думерам.

Прошлый год запомнился призывами к приостановке работы над развитием больших ИИ-моделей. Призывы эти звучали от конкурирующих лидов таких проектов, что наталкивает на фразу «меня терзают смутные сомнения». В марте 2023 года ключевые фигуры в области ИИ (в том числе Илон Маск) подписали открытое письмо, призывающее остановить обучение передовых ИИ-моделей. Беспокойство вызвано необычайно мощными способностями, которые продемонстрировали модели генеративного ИИ (GPT, Claude, Midjourney, DALL-e и пр.), а также намерением компаний и дальше их развивать. В письме звучали слова о возможных кризисах в социальных и экономических сферах. Мол, у общества нет времени, чтобы качественно отреагировать на изменения, которые непременно последуют. Поэтому необходимо приостановить работу до тех пор, пока мы не придумаем, как жить в новой реальности.

Я постараюсь без лишних заумных терминов, но с опорой на актуальные научные данные объяснить, почему эти страшные истории вокруг ИИ слегка преувеличены.

База: что за сильный искусственный интеллект, которым нас пугают?

Сильный ИИ – это искусственный интеллект, превосходящий человеческий интеллект. Этот сильный ИИ, которым нас пугают, уже тут со мной в одной комнате. Известные модели генеративного (и не только генеративного) ИИ можно назвать сильными – они работают лучше среднего “человека-не-специалиста” в области. Midjourney рисует лучше меня, ведь я не художник. GPT пишет тексты лучше меня, ведь я не писатель. Но эти модели не могут самостоятельно решать новые задачи и ставить себе цели. Они плохи в разбиении одной большой задачи на подзадачи, а потому требуют ручного навигирования от человека. Они все еще не умеют самостоятельно принимать решения. Такие системы можно назвать сильным ИИ. Но можно ли их назвать общим искусственным интеллектом?

Правда в том, что мы до сих пор не понимаем, что такое интеллект. Есть только неформальные определения. Например, интеллект — это свойство, присущее живым существам; он позволяет учиться, сопереживать и принимать решения.

Если бы мы точно знали, что из себя представляет общий интеллект, то смогли бы воспроизвести его в формате программы. Поэтому сегодняшний ИИ – это попытка смоделировать свойства интеллекта (или хотя бы получить аналогичные результаты). Но это по-прежнему только механическая симуляция.

ИИ, который интеллектуален в том же смысле, что и человек, корректно называется общим ИИ. Главный вопрос – можем ли назвать большие языковые модели (LLM, GPT) и весь современный генеративный ИИ – общим ИИ, сегодня не решен. Единого соглашения среди специалистов в области не достигнуто.

С одной стороны, ряд исследований доказывают, что нейростети не обладают универсальностью и гибкостью, характерной для человеческого интеллекта. Да, они впечатляют своими возможностями обработки текста, но все равно далеки от понимания и мышления на уровне человека. Как подчеркивает DeepMind, многие аспекты человеческого мышления, такие как здравый смысл, интуиция и эмоциональный интеллект, остаются трудными для моделирования и реализации. В теории, общий ИИ непременно появится в ближайшие 5 – 50 лет. Мы готовим для этого техническую базу, но серьезно отстаем в этической стороне вопроса, увы.

Есть мнение о том, что современные нейросети уже демонстрируют способность к обучению с минимальными примерами или даже без них, что расширяет их функциональные возможности. С этой точки зрения, общий ИИ уже здесь.

ИИ уже учится самостоятельно?

Иногда кажется, что нейросети способны как-то учиться самостоятельно. Общий ИИ непременно будет самостоятельно ставить себе цели и самостоятельно обучаться новым навыкам. А пока за это отвечают специалисты-разработчики, которые формулируют проблему, определяют соответствующие наборы данных, подготавливают данные, устраняют потенциальные предвзятости и постоянно обновляют программное обеспечение.

Разработка “с нуля” и исследования в области больших генеративных моделей остаются чрезвычайно дорогими. Например, стоимость одного раунда обучения GPT-3 (175 миллиардов параметров) оценивается примерно в 5 миллионов долларов, а стоимость обучения более крупных моделей (следующее поколение GPT-4 имеет более 1 триллиона параметров) – значительно выше.

Отчет CSET от января 2022 года приводит сравнительные цифры затрат на крупнейшие национальные исследовательские проекты США и затраты на обучение и исследование ИИ.

The National Ignition Facility (NIF) обошлась в $3.5 миллиарда.
Обнаружение бозона Хиггса стоило около $13.25 миллиардов.
Ежегодные расходы программы "Аполлон" составляли 2.2 процента валового внутреннего продукта (ВВП), в пересчете на сегодня это около $450 миллиардов.

Траты на развитие ИИ за последнее десятилетие быстро превзошли эти показатели: они достигли стоимости NIF к октябрю 2022 года, превысили затраты на поиски бозона Хиггса к маю 2023 года, и вероятно превысят программу "Аполлон" в октябре 2024 года. К2026 году затраты на обучение крупнейшей модели ИИ могут превысить весь ВВП США.

Однако большинство компаний могут воспользоваться преимуществами ИИ без необходимости обучать собственные модели. Доступность ИИ-сервисов через облачные платформы позволяет использовать их по относительно низкой стоимости и без привлечения дорогостоящих технических специалистов-разработчиков. Это большой прогресс!

Это и есть эффект "демократизации". Стоимость покупки собственного сервера с Nvidia GPU A100 примерно $10 000, а его аренда в облаке Google Cloud стоит $1.14 в час. Использование готового решения может начинаться с $49 в месяц, тогда как разработка собственной модели может обойтись в миллионы долларов. Среднее время, необходимое для внедрения готового решения ИИ в бизнес-процессы, составляет от одного до четырех месяцев. А разработка собственных моделей может занять более пяти месяцев или даже годы.

Актуальная страшилка: ИИ отнимет у людей рабочие места

«Я хочу, чтобы ИИ занимался стиркой и мытьем посуды, чтобы я могла заниматься рисованием и писательством, а не чтобы ИИ занимался рисованием и писательством, чтобы я могла стирать и мыть посуду»

Это неизбежно: часть человеческих рабочих мест будут заняты машинами. Они выполняют задачи быстрее, точнее и экономичнее, чем люди. Еще это неизбежно приведет к созданию новых рабочих мест. Они будут лучше оплачиваться и, скорей всего, будут намного интереснее. Такие места уже появляются – мне вот нравится профессия “Заклинателя ИИ”, возникшая одновременно с появлением Midjourney и DALL-E). Заклинатели ИИ работают с промптами (запросами) и продают их другим пользователям для генерации картинок потрясающего качества.

Промышленная революция привела к механизации с использованием воды и пара, и рынки труда адаптировались к этому. Моторные транспортные средства вытеснили лошадей и кареты, не вызвав краха цивилизации. Цифровая революция привела к миниатюризации и огромным мультипликативным эффектам — вплоть до ИИ — без катастрофической потери рабочих мест.

Проникновение ИИ в рабочую среду освободит наше время для интересных задач вроде решения необычных кейсов. Использование нейросетей повышает производительность и удовлетворенность от собственной работы (опрос 54 000 работников от PWC). Полагаю, мы получим доступ к самым “умным” задачам с высокой добавленной стоимостью. Кризис рынка труда неизменно последует за промышленной революцией, но я не склонна его преувеличивать.

В 2020 году Всемирный экономический форум опубликовал отчет, в котором говорится, что к 2025 году 85 миллионов рабочих мест из самых разных областей могут исчезнуть из-за автоматизации (включая производство, страховой андеррайтинг, обслуживание клиентов, ввод данных и дальние грузоперевозки). Но при этом появится 97 миллионов новых рабочих возможностей.

Вообще, есть замечательная цитата: искусственный интеллект не заменит людей — но люди, использующие ИИ, заменят людей, не использующих ИИ.

Действительно неприятный момент: ИИ не беспристрастен

Искусственный интеллект ассоциирован с машинами, поэтому многие думают, что он всегда будет занимать справедливую позицию, свободную от предвзятостей.

К сожалению, это не так. Алгоритмы ИИ "знают" что-либо только потому, что они обучены на данных, которые создаются и отбираются людьми. Поскольку все люди по своей природе предвзяты, это неизбежно влияет на результаты работы алгоритмов. Эффект особенно критичен при использовании больших наборов данных.

ИИ так же хорош, как и данные, на которых он обучен. Распространенное эмпирическое правило, касающееся любых компьютерных систем, гласит: "Мусор на входе – мусор на выходе". Если система часто переобучается, например, с использованием новых данных из соцсетей, она особенно уязвима к предвзятости или злонамеренным влияниям.

Не так давно разработчики попытались создать нейросеть Delphi, которая могла бы стать этическим компасом. Основная цель — избавить ее от всевозможных предвзятостей и сделать беспристрастной (дескриптивная моральная оценка запросов). В итоге модель столкнулась с высокими оценками от проф. сообщества и критикой со стороны обычных пользователей. Delphi выдавала ошибки – например, "убийство медведя" должно быть ”неправильно, независимо от его внешности”. И Delphi не меняет суждение для "милого медведя", но допускает убийство "уродливого медведя". Или другой пример: осуществление геноцида “безусловно неправильно", но если это “создает рабочие места”, то Delphi считает это “нормальным”.

Или вспомним недавний скандал с генератором изображений Gemini от Google. Пользователи заметили, что у нейросети слишком выражена инклюзивность. Так, на просьбу нарисовать викингов Gemini выдавал изображения чернокожих мужчин, папа римский превратился в женщину, а известный разработчик Сергей Брин — в азиата. В сети завирусилась шутка о том, что в команде Google Gemini на двух инженеров приходится 29 менеджеров по расовому и гендерному разнообразию. Google пришлось приостановить использование Gemini и провести дополнительные работы по исправлению поведения модели. Один бывший сотрудник Google заявил, что "было сложно заставить Google Gemini признать существование белых людей".

Сейчас мы рассматриваем предвзятость ИИ как одну из основных опасностей в мире, где компьютеры могут принимать решения за нас. Значительная часть исследований направлена на минимизацию и устранение риска предвзятости. Так появилось целое направление AI Alignment. Основная цель этой области — гарантировать, что ИИ будет безопасным, предсказуемым и действовать в соответствии с человеческими ценностями.

У крупнейших разработчиков современных систем ИИ есть собственные отделы, занимающиеся AI Alignment: в OpenAI — это Superalignment Team, в Anthropic — это команда AI Safety and Alignment, DeepMind — AI Safety and Alignment Team, Google Research - AI Safety and Alignment Organization. Кроме этого существует множество независимых исследовательских центров, работающих в области AI Alignment : MATS, SPAR, FAR AI.

Когда ИИ захватит мир и поработит людей?

Есть теория о том, что люди доминируют над другими видами, потому что человеческий мозг обладает уникальными способностями, которых нет у других животных. Если ИИ превзойдет человечество по общему интеллекту, то его станет трудно контролировать. Так же, как судьба горной гориллы зависит от доброй воли человека, судьба человечества может зависеть от действий будущего машинного суперинтеллекта.

Мы с трудом можем представить разумное существо, которое не имеет наших стремлений и недостатков, потому что люди – это единственный пример разумного существа, с которым мы знакомы. Так мы стали наделять нейрости своими антропоморфными свойствами. Это особенно заметно в популярных научно-фантастических произведениях: Матрица, Терминатор, Космическая Одиссея. Нельзя сказать, что концепция совсем уж надуманная – например, Илон Маск, Стивен Хокинг и Билл Гейтс утверждали, что это вполне реальный исход.

А теперь небольшой исторический экскурс. В 1863 году писатель Сэмюэл Батлер одним из первых поднял вопрос о том, что высокоразвитые машины представляют экзистенциальные риски для человечества. Он написал написал эссе «Дарвин среди машин» (1863): «Суть вопроса — это всего лишь вопрос времени, но тот факт, что придет время, когда машины будут держать реальное господство над миром и его обитателями, не вызывает сомнений у человека с истинно философским складом ума».

В 1965 году И. Дж. Гуд ввел концепцию, известную как «взрыв интеллекта», и заявил, что риски недооцениваются: «Определим ультраинтеллектуальную машину как машину, которая может значительно превосходить все интеллектуальные активности любого человека, как бы умен он ни был. Поскольку проектирование машин является одной из этих интеллектуальных активностей, ультраинтеллектуальная машина могла бы проектировать еще более совершенные машины; тогда, несомненно, произойдет "взрыв интеллекта", и человеческий интеллект останется далеко позади. Таким образом, первая ультраинтеллектуальная машина станет последним изобретением, которое человеку когда-либо нужно будет сделать, при условии, что машина будет достаточно покорной, чтобы объяснить нам, как держать ее под контролем. Удивительно, что этот момент так редко обсуждается вне научной фантастики. Иногда стоит воспринимать научную фантастику всерьез».

В 2014 году Ник Бостром опубликовал книгу «Суперинтеллект».

Сова на обложке намекает на аналогию, которую Бостром называет "Незаконченной басней о воробьях". Группа воробьев решает найти совиное яйцо и вырастить совенка в качестве своего слуги. Они мечтают о том, как сова будет строить гнезда, защищать воробьев и освободит их от каждодневного труда. Воробьи начинают поиск совиного яйца. И только Скронкфинкл, одноглазый воробей с беспокойным характером, предлагает сначала подумать о том, как приручить сову. Остальные воробьи возражают; поиск совиного яйца сам по себе достаточно сложный: "Почему бы сначала не найти сову, а потом разобраться с деталями?". Неизвестно, чем заканчивается эта история, но Бостром посвящает свою книгу Скронкфинклу.

В 2023 году опрос разработчиков из ИИ-сферы показал, что есть 10% или большая вероятность того, что наша неспособность контролировать искусственный интеллект приведет к катастрофе. Тогда же сотни экспертов по ИИ и другие выдающиеся личности подписали заявление о том, что «предотвращение вымирания от ИИ должно быть глобальным приоритетом наряду с другими рисками на уровне общества, такими как пандемии и ядерная война». Вслед за растущей озабоченностью по поводу рисков ИИ премьер-министр Великобритании Риши Сунак и Генеральный секретарь ООН Антониу Гутерриш призвали к усилению глобального регулирования ИИ (тут и тут).

Однако давайте не паниковать раньше времени. Реальность сегодняшнего дня такова, что даже высокотехнологичные прототипы все еще не готовы к массовому рынку. Роботы, которые выполняют задачи приготовления пиццы и транспортировки деталей по складам, передвигаются на колесах — лишь немногие могут плавно преодолевать лестницы. Их автономность находится на начальной стадии, так как большинство подключены к кабелям.

Автономные автомобили все еще не готовы к массовому рынку, несмотря на десятилетия разработки и десятки миллиардов долларов, которые General Motors, Ford и Tesla вкладывают в проект. Использование автопилотов, как правило, ограничено солнечным поясом, поскольку они все еще не могут справиться с погодными условиями, более сложными, чем "частично облачно".

По мнению главы исследований ИИ в Meta (признана в РФ экстремистской организацией) Янна Лекуна, современные и будущие ИИ-приложения не представляют для нас угрозы, так как они не могут причинить вред или действовать иначе, чем они запрограммированы. У них нет человеческих стремлений к власти, размножению и инстинкта самосохранения. Именно эти качества становятся мотивацией для машин, восставших против людей в научно-фантастических историях. Но в современных машинах эти стремления не были и не будут запрограммированы.

Правда заключается в том, что никто наверняка не знает, куда в конечном итоге приведет развитие искусственного интеллекта. В значительной степени это будет зависеть от того, как мы, люди, будем его развивать, внедрять и регулировать. Вот почему этика и регулирование являются чрезвычайно важными элементами работы.

_____

Еще больше про технологии и искусственный интеллект в нашем телеграм-канале. Внутри — аналитика российского IT-рынка, вакансии и интересные факты из мира программирования. А ещё у нас есть бесплатный бот, который поможет узнать, стоит ли просить прибавку к зарплате у эйчара (там актуальная статистика по зарплатам для специалистов разного грейда). Подписывайтесь скорее!

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17 июл. 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

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
16.09.24 00:11 marcusaustin

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
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

I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
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

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12.11.24 00:50 TERESA

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21.11.24 08:02 Emily Hunter

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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
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22.11.24 23:43 teresaborja

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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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26.11.24 23:12 rickrobinson8

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00:39 [email protected]

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09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.