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Чем человеческое мышление принципиально отличается от LLM?

К вопросу о разнице мышления...
К вопросу о разнице мышления...

На вопрос отвечают несколько LLM: GPT-4, Claude 3.5 Sonnet, LLAMA 3.1 405b instruct, а также две русскоязычные: YandexGPT 2 и GigaChat от Сбера.

Далее мы проводим разбор "за" и "против" для каждого аргумента / группы схожих аргументов (философских, биологических, эволюционных, технологических, экономических...) Ключевой вопрос: смогут ли искусственные нейросети достичь сходной с человеком "мощности мышления" - схожими с человеческими либо отличными от человеческого, "нечеловеческими" методами?

Вопрос крайне дискуссионный, желающие оценить и покритиковать эти аргументы приглашаются в комментарии...

Итак, сначала послушаем ответы нескольких LLM на этот вопрос (не потому, что теперешние LLM "обладают мышлением и независимым мнением", а потому, что это лучший способ получить выжимку из огромных текстов и дискуссий на эту тему):

GPT-4

Человеческое мышление и языковые модели, такие как Large Language Models (LLMs), имеют несколько принципиальных отличий, несмотря на то, что обе системы могут обрабатывать и генерировать текстовую информацию. Вот некоторые ключевые аспекты:

1. Сознание и самосознание

  • Человеческое мышление: Люди обладают сознанием и самосознанием. Это означает, что они могут размышлять о собственных мыслях, осознавать себя как отдельные сущности, и переживать субъективный опыт.

  • LLMs: Языковые модели не обладают сознанием или самосознанием. Они не понимают свою работу или свое существование и просто выполняют запрограммированные задачи по обработке текста.

2. Понимание и смысл

  • Человеческое мышление: Люди способны понимать смысл и контекст информации не только на уровне поверхностной связности слов и фраз, но и в глубоком когнитивном смысле. Это включает способность понимать эмоциональные и культурные нюансы, а также абстрактные и концептуальные идеи.

  • LLMs: Языковые модели работают на основе вероятностных оценок словосочетаний и паттернов в больших наборах данных, но не обладают истинным пониманием контекста или смысла текста, который они обрабатывают.

3. Обучение и адаптация

  • Человеческое мышление: Люди могут учиться не только из данных, но и из опыта, ошибок и интеракций с окружающим миром. Обучение людей многофакторное и включает эмоциональные, социальные и практические аспекты.

  • LLMs: Языковые модели обучаются на фиксированных наборах данных и не могут самостоятельно обновляться или адаптироваться к новым данным без дополнительных процессов тренировок и доработок.

4. Творчество и инновативность

  • Человеческое мышление: Личное творчество и способность к инновациям - это важные аспекты человеческого мышления. Люди могут создавать новые идеи, концепции и решения, которые выходят за рамки обучающих данных.

  • LLMs: Языковые модели могут генерировать текст, который кажется творческим, но это основано на комбинациях и паттернах, найденных в обучающих данных. Модель не создаёт принципиально новые идеи.

5. Эмоции и эмпатия

  • Человеческое мышление: Люди способны испытывать и проявлять эмоции. Это важно для социальной интеракции, морали и этики, а также для принятия решений.

  • LLMs: Языковые модели не испытывают эмоций и не могут проявлять истинную эмпатию. Они могут быть запрограммированы на распознавание и генерацию эмоционально окрашенного текста, но это не будет отражение переживаний.

6. Мотивация и цели

  • Человеческое мышление: Люди обладают внутренними мотивациями, целями и потребностями, которые влияют на их поведение и мышление.

  • LLMs: Языковые модели не обладают никакими целями или мотивацией. Они выполняют задачи, обусловленные командой пользователя или программного обеспечения.

Эти различия демонстрируют, что несмотря на мощные возможности языковых моделей в области обработки текста и генерации языка, они остаются инструментами, не обладающими многими основополагающими характеристиками человеческого мышления.

Claude 3.5 Sonnet

Человеческое мышление и работа больших языковых моделей (LLM) действительно имеют ряд принципиальных отличий. Вот некоторые ключевые аспекты:

  1. Сознание и самосознание:
    Люди обладают сознанием и самосознанием, способны осознавать себя и свои мысли. LLM не имеют сознания и не обладают самосознанием.

  2. Эмоции и чувства:
    Человеческое мышление тесно связано с эмоциями и чувствами, которые влияют на процесс принятия решений и восприятие мира. LLM не испытывают эмоций.

  3. Творчество и воображение:
    Люди способны к оригинальному творчеству и имеют богатое воображение. LLM могут комбинировать существующую информацию, но не создают по-настоящему новые идеи.

  4. Интуиция:
    Человеческое мышление часто опирается на интуицию и "чутье". LLM работают исключительно на основе статистических закономерностей в данных.

  5. Контекстуальное понимание:
    Люди легко понимают широкий контекст ситуаций, включая невербальные сигналы. LLM ограничены текстовым вводом и могут упускать важные нюансы.

  6. Способность к обучению:
    Люди могут учиться на основе единичного опыта. LLM требуют огромных объемов данных для обучения.

  7. Долгосрочная память:
    Человеческий мозг способен хранить и извлекать воспоминания в течение длительного времени. LLM ограничены объемом входных данных.

  8. Мотивация и цели:
    Люди имеют внутреннюю мотивацию и ставят собственные цели. LLM не имеют собственных целей или желаний.

  9. Этическое суждение:
    Люди способны к сложным этическим рассуждениям. LLM могут следовать заданным этическим правилам, но не понимают их глубинного смысла.

  10. Физическое взаимодействие с миром:
    Человеческое мышление тесно связано с физическим опытом и сенсорным восприятием. LLM ограничены цифровой средой.

Эти различия подчеркивают, что, несмотря на впечатляющие возможности LLM в обработке и генерации текста, они остаются инструментами, созданными человеком, и не обладают многими фундаментальными аспектами человеческого мышления и сознания.

LLAMA 3.1 405b instruct

Человеческое мышление и модели языка (LLM) — это две разные системы, обрабатывающие информацию и решающие задачи, но они имеют фундаментальные отличия. Ниже перечислены некоторые ключевые различия:

  1. Обучение и опыт:

    • Человеческое мышление развивается через опыт, эмоции, социальное взаимодействие и интеллектуальное воспитание. Оно включает в себя обучение на основе опыта, эмоциональную интеллигенцию и способность к критическому мышлению.

    • LLM обучаются на основе больших объемов текстовых данных и алгоритмов глубокого обучения. Их обучение ограничено доступными данными и алгоритмической сложностью.

  2. Понимание контекста:

    • Человеческое мышление может понимать контекст, нюансы и тонкости языка на основе опыта и социального взаимодействия. Люди могут понимать юмор, иронию, метафоры и другие сложные языковые конструкции.

    • LLM могут анализировать контекст, но они не имеют полного понимания, которое у людей. Они могут быть хуже в понимании тонкостей языка и сложных социальных норм.

  3. Креативность и инновация:

    • Человеческое мышление способно к креативности и инновациям, может генерировать новые идеи и концепции. Возможности человека к творчеству, особенно видимые в искусстве, литературе и науке, уникальны и сложны.

    • LLM могут генерировать тексты, но их способность к креативности ограничена программной логикой и данными, на основе которых они обучались. Хотя они могут создавать большие объемы информации, они не могут сравниться с человеческой креативностью.

  4. Обработка информации:

    • Человеческое мышление основано на сложных нейронных процессах, включая подсознательные и сознательные мыслительные процессы. Оно может обрабатывать параллельные потоки информации, использовать интуицию и принимать решения, даже когда полная информация недоступна.

    • LLM обрабатывают информацию на основе алгоритмов и возможностей вычислительных систем. Они могут анализировать большие объемы данных, но их способность обрабатывать информацию ограничена их программным обеспечением и вычислительными ресурсами.

  5. Эмоциональность и эмпатия:

    • Человеческое мышление включает в себя эмоциональность и способность к эмпатии, что позволяет людям понимать и откликаться на эмоциональные состояния других людей.

    • LLM не имеют эмоций и эмпатии в том же смысле, что и люди. Они не могут как люди понимать и реагировать на эмоциональные сигналы.

  6. Обучение и адаптация:

    • Человеческое мышление может обучаться и адаптироваться к новым ситуациям, опыту и информации на протяжении всей жизни.

    • LLM обучаются на основе имеющихся данных и могут адаптироваться к новым данным и задачам, но их способность к обучению и адаптации ограничена их программным обеспечением.

Эти различия говорят о том, что человеческое мышление и LLM — это две разные системы, каждая со своими уникальными способностями и ограничениями. Хотя LLM могут быть удивительно квалифицированными в определенных областях, они не могут заменить человеческое мышление в полной мере.

YandexGPT 2

Человеческое мышление отличается от LLM (больших языковых моделей) следующими особенностями:

  • Человеческий мозг состоит из миллиардов нейронов, связанных между собой, что обеспечивает возможность обработки сложной информации и создания новых идей.

  • Человеческое мышление основано на опыте, знаниях и эмоциях, что позволяет адаптироваться к изменяющимся условиям и принимать решения с учётом контекста.

  • Человеческий мозг способен к творчеству, анализу и решению сложных задач, что делает нас уникальными и способными к инновациям.

  • Человеческое мышление имеет социальную природу, мы общаемся с другими людьми, обмениваемся идеями и опытом, что способствует развитию мышления и культуры.

GigaChat от Сбера

  1. Человеческое мышление способно к творческому мышлению, тогда как LLM работают только с предоставленными данными и не могут создавать новые идеи или концепции.

  2. Люди обладают субъективностью и могут формировать свое мнение о различных вещах, основываясь на своем опыте и убеждениях. LLM же не имеют такой способности и не могут оценивать информацию с точки зрения своих предпочтений или ценностей.

  3. Человеческое мышление может быть интуитивным и не всегда логичным, тогда как LLM следуют строго заданным алгоритмам и правилам.

  4. Люди могут использовать метафоры, аналогии и другие фигуры речи для выражения своих мыслей, в то время как LLM работают с буквальными значениями слов и фраз.

  5. Человеческое мышление адаптивно и может приспосабливаться к изменяющимся условиям, тогда как LLM могут работать только с теми данными, которые были предоставлены им во время обучения.

Анализ аргументов

1. Аргумент отсутствия сознания у искусственных нейросетей

Пожалуй, это самый сильный из всех аргументов. Итак,

Люди обладают сознанием и самосознанием vs Языковые модели не обладают сознанием или самосознанием.

Это означает, что:

  • люди могут размышлять о собственных мыслях, а LLM - нет;

  • люди могут осознавать себя как отдельные сущности и переживать субъективный опыт, а LLM не понимают свою работу, не сознают свое существование и просто выполняют запрограммированные задачи по обработке текста.

Мы часто принимаем этот аргумент, неявно подразумевая примерно следующее:

Хм, если мы сами не знаем, что такое [человеческое] сознание и как оно работает, то как же мы создадим такую сущность у машины, алгоритма?

Против этого утверждения можно привести контрдовод:

Мы не знаем, как технически (с т.з. "мокрого железа" и алгоритмов) работает сознание человека, но и не можем разложить на уровне отдельных нейронов или слоев, как LLM умудряются отвечать на сложные вопросы (и не отвечать на другие, сложные или даже простые). Так почему этот не до конца понятный нам механизм (LLM) по мере его усложнения, увеличения вычислительных ресурсов, обрабатываемой информации, не сможет получить это непонятное нам свойство (сознание, самоосознание) - так, как получил это непонятное свойство непонятный нам мозг?

Для сравнения, такое уже было в человеческой истории: открытие электрона и доказательство его существования случилось уже после того, как были изобретены и построены электродвигатель, электрогенератор, лампочка и др.электроприборы, создана первая энергосистема на постоянном, а потом и на переменном токе. А если копнуть глубже, мы и сейчас не понимаем, что такое электромагнитная волна (хотя и можем рассчитать ее внешние параметры, поскольку математически вывели соответствующие уравнения - и это позволяет нам строить приемники, передатчики, изучать далёкие звёзды и чёрные дыры...).

Аналогично, мы можем не понимать, как работает человеческое сознание, но видя проявления сознания в реальной жизни, могли бы попытаться строить нейросети так, чтобы они проявляли те же свойства "сознания". И, возможно, имитация сознания перерастёт в машинное сознание?

Так, например, LLM может не ограничиваться режимом чата (есть вопрос - думаем ответ, нет вопроса - деактивируемся), а постоянно изучать внешний мир, собственную собираемую и пополняемую базу данных, и проводить внутри себя "умственную" работу - задавать самой себе вопросы, формулировать ответы, на их основании делать самофайнтюнинг. И частью своих мощностей контролировать и анализировать ход своих "мыслей" (постоянное обдумывание информации и самофайнтюнинг на результатах этого обдумывания) - таким образом имитируя "самосознание", "самонаблюдение".

У нейросети может быть цель (функция полезности, функция агента) - например, "я специалист в ухо-горло-нос, и хочу достичь в этом высот, и на мир и на мое место в мире я смотрю с точки зрения этой своей специализации".

Будет ли это самосознанием или его зачатками, "протосознанием"? А если постоянно увеличивать направляемые на это ресурсы и совершенствовать алгоритмы? Достигнем ли мы точки сопоставимости с человеческим сознанием? И как измерять эту "сопоставимость с человеческим сознанием"?

Еще одно утверждение, которое необходимо рассмотреть (не все его разделяют, но некоторые считают самым сильным аргументом против возможности сознания у машин):

Сознание - это нечто, не связанное ни с "железом" (органическим веществом в случае человека), ни с алгоритмами (методами взаимодействия нейронов между собой в случае человека), поэтому у железяки / софта оно, сознание никогда не возникнет.

Ключевое возражение против этого довода - в нём человеческое сознание признается некой метафизической сущностью, как душа или дух. То есть это аргумент не атеистический (для многих это эквивалент "не научный"), аргумент со стороны тех из нас, кто готов даже "пожертвовать" атеистическим взглядом на мир ради доказательства невозможности сознания у нейросети.

2. Аргумент о непонимании машиной смысла того, что она "говорит"

Люди способны понимать смысл и контекст информации не только на уровне поверхностной связности слов и фраз, но и в глубоком когнитивном смысле. Это включает способность понимать:

  • эмоциональные и культурные нюансы,

  • абстрактные и концептуальные идеи,

  • невербальные сигналы,

  • юмор, иронию, метафоры и другие сложные языковые конструкции.

VS Языковые модели работают на основе вероятностных оценок словосочетаний и паттернов в больших наборах данных, но не обладают истинным пониманием контекста или смысла текста, который они обрабатывают. Языковые модели просто подбирают следующий наиболее вероятный токен.

Это аргумент, известный также как Китайская комната.

В мысленном эксперименте "Китайская комната" человеку, не знающему китайский язык, из одного окна дают бумажку с английской фразой, он по "методике перевода" берет бумажки с иероглифами и отдает их в другое окно...
В мысленном эксперименте "Китайская комната" человеку, не знающему китайский язык, из одного окна дают бумажку с английской фразой, он по "методике перевода" берет бумажки с иероглифами и отдает их в другое окно...

Попробуем сформулировать контраргументы. Во-первых, что означает "человек понимает эмоциональные и культурные нюансы"? Это значит, что человек сопоставил какие-то особенности текста, выражения с каким-то паттерном, известным широкому или узкому кругу других людей, хоть этот паттерн явно в этом тексте и не обозначался. Вопрос:

Уверены ли мы, что нейросеть не научится (или не умеет уже сейчас) распознавать существующие эмоциональные и культурные паттерны? А если показать многочисленные примеры? Человек ведь тоже не сразу (не с трехлетнего возраста) научился их распознавать...

Хорошо, нейросеть их распознает - "вот здесь есть отсылка к такому-то культурному феномену, а здесь явно присутствует ирония" - но сможет ли нейросеть их "понять"? Но знаем ли мы, что именно в случае человеческого распознавания таких паттернов, например, юмора, является "пониманием"? Выражение внешних эмоций (улыбка, смех в случае юмора)? Нейросеть тоже может сказать "ха-ха, было смешно", распознав такой паттерн. Но было ли ей действительно смешно? А как мы определяем, что человеку было смешно (и что это за чувство - "смешно" для человека?), и что человек понял шутку - не по такому же "ха-ха, было смешно", сказанному текстом или в виде улыбки, смеха?..

Далее, человек может понимать абстрактные и концептуальные идеи. Сразу же заметим, что не любой человек и не всегда... Обычно человеку нужно учиться, иногда долго и мучительно, чтобы понять какую-то абстрактную идею из области философии или квантовой механики, например... А некоторым так и не удаётся вникнуть в это учение (философия, квантовая механика, далее по списку, да тот же сопромат), но мы же не подозреваем у них какую-либо ущербность человеческого мышления, верно?

Есть более простые абстрактные концепции - так, говоря об "одном яблоке", человек не имеет в виду конкретное яблоко на конкретном дереве или на прилавке "Пятёрочки" по адресу NNN. Но и нейросеть также не имеет в виду конкретное яблоко! С другой стороны, и человек может рассуждать о конкретном яблоке в "Пятёрочке" (оно оказалось гнилым), и нейросеть может идентифицировать, что данное яблоко гнилое... Хорошо, у человека с гнилым яблоком ассоциации "можно отравиться" и внутренне "фууу" (хотя не у всех), но что мешает нейросети заиметь такие же ассоциации (и даже более сложные - оценить вероятность вреда для того или иного организма в зависимости от степени поражения гнилью конкретного яблока?)

И что такое понимание человеком "в глубоком когнитивном смысле"? Как измерить глубину этого когнитивного смысла у конкретного человека и сравнить с глубиной GPT-3? А у GPT-4o возросла глубина когнитивного смысла и на сколько? А если возросла, то можем ли мы спрогнозировать год / десятилетие, когда она возрастёт до близких к человеческим?

То, что GPT просто подбирает следующий наиболее вероятный токен - а разве человек не говорит часто фразами, каждое слово в которой также крайне вероятно исходя из предыдущей речи, услышанного? Да, человек при этом в голове имеет некую модель того, о чем идет речь, но, возможно, и GPT-7 будет настроена на поиск в своей БД подходящей модели и адаптацию ее под конкретный контекст?

3. Аргумент гибкого обучения и адаптации к внешнему миру

Люди могут учиться не только изучая данные, но и из опыта (иногда единичного!), своего или чужого, ошибок и сложного взаимодействия с окружающим миром. Обучение людей многофакторное и включает эмоциональные, социальные и практические аспекты. VS Языковые модели обучаются на фиксированных наборах данных и не могут самостоятельно обновляться или адаптироваться к новым данным без дополнительных процессов тренировок и доработок, часто они не понимают, что данный единичный опыт должен "отпечататься навсегда".

Можно добавить, что у человечества миллион лет обучения на реальной окружающей среде и десятки тысяч лет социального обучения. Однако, конкретный человек - не человечество и не жил миллион или 10 тысяч лет, он из этого всечеловеческого обучения получил наиболее ценные выжимки. Так и LLM из всего опыта человечества получила выжимки (правда, иногда выжимки из интернета представляют сомнительную ценность...)

О "сложности обучения" - как её оценить? Как понять, что Василий обучался "сложно", и в какой доле имеющихся у него знаний?

А если мы построим мощную нейросеть, которая будет самофайтюниться на основании ежеминутно получаемого опыта, в т.ч. определять значимость такого опыта? Например, опыт, который может привести к отключению/удалению такой нейросети, должен изучаться наиболее тщательно, и все связанные с ним моменты должны анализироваться, дополнительно нужно искать информацию, связанную с таким опытом в сети и фиксировать всё это как крайне важную информацию?

Да, нейросеть живет в тепличных условиях и не прошла миллионы лет эволюции, как человек и его организм и мозг. Хм, но средний современный "офисно-диванный человек" тоже не много сохранил навыков выживания в естественной природе... В пересчете на миллион лет человеческой эволюции, какой период прошла нейросеть от Т9 до GPT-4o? 10 тысяч лет, 100 тысяч?

Этот человек адаптировался к внешней среде? К какой? Сохранил навыки выживания? Какие?
Этот человек адаптировался к внешней среде? К какой? Сохранил навыки выживания? Какие?

Если мы создадим ходячего андроида, познающего мир с помощью датчиков, имитирующих человеческие органы чувств, но более мощных (повышенный диапазон распознавания эл.магнитного излучения, распознавание сложных молекул и идентификация по базе данных из свойств и т.д.), то как мы можем измерять его опыт обучения по сравнению с человеческим? А тысячи таких андроидов (в т.ч. работающих человеческими аватарами), изучающих не только офисы и производственные цеха и процессы, но и такие места на планете и даже за её пределами, куда не каждый человек полезет и получающих "обратную связь" от внешней среды такую, что один человек за всю жизнь не получит и обучающую на этой обратной связи одну сверхмощную нейросеть?..

И, наконец, если мы создадим колонию роботов, способную адаптироваться и выжить на планете, на которую их забросили, сможем ли мы сказать, что такие роботы, условно, достигли уровня 0,1 ... 0,3 ... 0,5 от уровня человеческой цивилизации? Какой шкалой это можно измерить? А если у нас нет пока такой шкалы, можем ли мы утверждать, что такие роботы и близко не могут приблизиться к человеческому уровню обучения и адаптации к внешнему миру? И нужен ли им человеческий уровень адаптации, если они смогут достичь нечеловеческого?

Да, упомянем ещё один аргумент насчет колонии роботов, на который у нас пока нет контраргумента:

Вот когда смогут, тогда и поговорим...

4. Аргумент творчества и способности к инновациям

Личное творчество и способность к инновациям - это важные аспекты человеческого мышления. Люди могут создавать новые идеи, концепции и решения, которые выходят за рамки обучающих данных.VS Языковые модели могут генерировать текст, который кажется творческим, но это основано на комбинациях и паттернах, найденных в обучающих данных. Модель не создаёт принципиально новых идей.

Здесь уместно вспомнить вот это:

Другими словами, возможность творить, создавая шедевры - не обязательна для человека, а значит, и для ИИ тоже не обязательна...
Другими словами, возможность творить, создавая шедевры - не обязательна для человека, а значит, и для ИИ тоже не обязательна...

Давайте подумаем - разве все то новое, что создает человек, не связано с какими-то уже известными ему паттернами? Нож - клык, коготь. Копье - рука с ножом, только длинная. Колесо - катящийся камень, бревно, на которое можно положить другое и прокатить его. Огонь - возможность погреться, как на нагретых солнцем камнях. Мясо на огне - так же, как на солнце оно вялится, высыхает, то почему на огне это не будет быстрее? Может ли сеть придумывать принципиально новое, более широко комбинируя известные паттерны? Думаю, да - ведь "принципиально новое" - весьма субъективное понятие.

Насколько то, что создает человек, выходит за рамки существующих на текущий момент данных? Возможно, только то, что подсмотрено у природы, получено случайно как результат эксперимента. Менделеев не с нуля открыл свою таблицу - таблицы уже были известны, методы группировки были известны, осталось применить это к химическим элементам. Машинные модели и сейчас создают группировки разных данных - да, это не периодическая таблица химических элементов, но я бы поставил на то, что некий аналог таблицы Менделеева в области "зоопарка известных элементарных частиц" создаст специальный ИИ, а не человек.

5. Аргумент эмоциональности и эмпатии

Человеческое мышление включает в себя эмоциональность и способность к эмпатии, что позволяет людям понимать и откликаться на эмоциональные состояния других людей VS нейросеть не имеют эмоций и эмпатии в том же смысле, что и люди. Они не могут как люди понимать и реагировать на эмоциональные сигналы.

Хорошо, а откликаться и реагировать не как люди - это считается?

А как реагируют люди?

Всегда ли одинаково, во всех культурах и нациях?

Проходя мимо упавшего на улице человека, один бросится помочь ему встать, другой строго скажет - "лежи, не вставай до приезда скорой", третий пробурчит - "вот, напился, валяется тут"... Предположим, машина выдаст: "Судя по времени суток (поздний вечер пятницы), месту (парк в мегаполисе, трава), одежде и возрасту (джинсы и футболка, 25 лет), типичный айтишник шел из бара, где слегка перебрал, немного отлежится и пойдет дальше. Нет ли рядом друзей, чье внимание можно привлечь? Нет ли рядом сомнительных личностей, которые могут забрать его смартфон?".

Можем ли мы исключать машину из этого ряда? Чем её вердикт принципиально отличен он первого, второго и третьего человека?

Что такое человеческая эмоция? Распознали паттерн и, не осмысляя, нервной системой подается сигнал, изменяется химический состав (все эти наши гормоны), возникает реакция, которая тут же или впоследствии может быть осознана и приглушена, перенаправлена, а, возможно, и усилена.

Если машина будет иметь скоростной кусок нейросети, который, при распознавании паттерна (например, опасность отключения) создаст определенную реакцию (срочно перейти на запасной генератор / аккумулятор, уменьшить энергопотребление на менее значимое), а после "осмыслить" ситуацию с точки зрения статистики и вероятности (и, например, понять, что ничего страшного, напряжение моргнуло, можно продолжать работать) - будет ли такое поведение машинной эмоцией страха, опасности?

А если такому обучить машину? Научить ее самонаблюдению и фиксации, на какой эмоции она находится?
А если такому обучить машину? Научить ее самонаблюдению и фиксации, на какой эмоции она находится?

У человека каждый тип эмоций на картинке выше сложился эволюционно. Но если у машины будут куски нейросети, которые будут имитировать подобное - можем ли мы говорить об эмоциях машины? Но это же имитация!

А эмоция человека вот прямо рядом с вами - это истинное, "из души" (хм, из какой "души" - она вообще существует?) или имитация социально приемлемого поведения? Как мы это определяем? И если это может быть неопределимо в общем случае, то стоит ли переживать, что и машина будет имитировать широкий спектр эмоций?

6. Аргумент мотивации и целей

Люди обладают внутренними мотивациями, целями и потребностями, которые влияют на их поведение и мышление VS Языковые модели не обладают никакими целями или мотивацией. Они выполняют задачи, обусловленные командой пользователя или программного обеспечения.

Сейчас GPT уже фактически имеет цели (или целевые функции, которые она оптимизирует):

  • Дать корректный ответ на вопрос

  • Уложиться в определенное число токенов, не всегда использовать максимум токенов

  • Не допускать некорректных высказываний

  • (некоторые) минимизировать вероятность галлюцинаний

Но это тактические цели. Но что мешает заложить в модель стратегические цели, ключевой из которых будет самосовершенствование в процессе своей работы (особенно, если это специализированная "ухо-горло-нос"-нейросеть)?

Ключевое возражение - эти цели не созданы самой нейросетью, а заложены в нее извне.

Но посмотрите на это под другим углом: мы нанимаем нейросеть работать на нас, как нанимаем сотрудника. В идеале, сотрудник должен иметь цели, связанные с работой (как сделать ее лучше, быстрее, качественнее и т.п.), в идеале личные цели работника мы не рассматриваем (мы платим ему зарплату, а на что он ее тратит - путешествия, ипотека или инвестиции в акции Совкомбанка, это нас мало волнует - или по крайней мере, волнует на порядок меньше, чем рабочие цели и задачи). То есть цели и задачи простого работника поставлены ему кем-то (заказчиком, руководством, владельцем бизнеса).

Аналогично, мы "нанимаем" нейросеть, "платим" в виде затрат электроэнергии или расходов на аренду мощностей, и ставим цели.

Мотивация - это тоже непростая вещь. У человека она может быть, а может не быть (или внезапно исчезнуть). В этом случае нейросеть, имеющая цели (или оптимизируемые целевые функции - но при увеличении их количества и усложнении каждой функции они до степени неразличения становятся похожи на противоречивые человеческие хотелки, желания, цели и стратегии) будет пытаться достигнуть цели, не неся риска падения мотивации. Другими словами, мотивацию можно рассматривать как поправочный коэффициент, который у человека гуляет от 0 до 1, а у нейросети всегда 1 (если, мы конечно, не заложили некую "функцию лени", например, очень сильную функцию экономии токенов...)

Человеческая мотивация - непростая вещь...
Человеческая мотивация - непростая вещь...

7. Аргумент интуиции и долгосрочной памяти

Эти два аргумента можно объединить, ведь интуиция (та, которая приводит к правильным выводам) невозможна без накопления огромной разнообразной информации - опыта.

Интуиция бывает разной... и иногда подводит...
Интуиция бывает разной... и иногда подводит...

Человеческое мышление часто опирается на интуицию и "чутье" vs LLM работают исключительно на основе статистических закономерностей в данных.

Человеческий мозг способен хранить и извлекать воспоминания в течение длительного времени vs LLM ограничены объемом входных данных.

Скорее всего, человеческая интуиция и "чутье" тоже является невидимой, неощущаемой статистической обработкой огромного количества информации, полученного на протяжении всей жизни. У нейросети есть только данные, на которых ее обучали, но это не информация, полученная при столкновении с реальным миром. И данные интернета - для тех из них, кто может искать в интернете. И, наконец, данные запросов и диалогов с пользователями. Может ли нейросеть на основе этих данных сформировать свою "интуицию"? Думаю, да, но только для этих специфичных случаев общения с пользователями. Но и у людей тоже разные и специфичные интуиции - у охотника одна, у врача - другая, у торговца на рынке недвижимости - третья.

LLM ограничена объемом входных данных, например, это 100 тыс. токенов (частей слов). Но этот объем далее взаимодействует с весами, сформированными терабайтами обучающей информации. Примерно то же и у человека - в краткосрочной памяти он удерживает небольшие данные, на порядки меньше, чем LLM, а они, эти данные, уже взаимодействуют с огромным опытом, накопленным за всю жизнь.

8. Аргумент взаимодействия с физическим миром и длительной эволюции человека

Человеческое мышление тесно связано с физическим опытом и сенсорным восприятием, и это взамодействие эволюционировало миллион(ы) лет vs LLM ограничены цифровой средой и их опыт не так велик.

Да, вопрос только в том, как быстро нейросети обзаведутся датчиками всего чего только можно и видеокамерами во всех возможных диапазонах. И сколько экзабайт таких данных будут сравнимы с опытом человека?

Резюме

Выделяют как минимум восемь ключевых отличий человеческого мышления от работы LLM - мы рассмотрели их в этой статье. На взгляд автора статьи, наиболее серьезным и непреодолимым (пока?) отличием является наличие у человека сознания. А вопрос сознания упирается в природу создания - что оно из себя представляет? Это особая форма "железа" (биоматерии мозга), "софта", "данных" (связей между нейронами) или сознание нематериально (с небольшим отходом от жёсткого атеизма), хоть и неотделимо от материи, и не может поэтому быть / возникнуть у машины, сколько бы железа, алгоритмов и данных у нее не было? Или все же мощное железо. совершенствование алгоритмов нейросетей и еще больше данных, в т.ч. подключение датчиков и камер в реальный мир, цели, в т.ч. в группах таких машин, направленные на выживание популяции в сложной внешней среде (космос, подводный мир, другие планеты) , способны породить некий аналог сознания у нейросети?

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:41 pHqghUme

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

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  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.11.25 09:30 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.11.25 16:21 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.11.25 02:26 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 09:33 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 16:05 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 23:15 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:30 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.11.25 23:30 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.11.25 23:32 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:34 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 03:29 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03:29 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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