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Искусственный разум — практическая реализация. Начало

Предисловие

В моей статье «Конструктивное определение искусственного интеллекта» ( https://habr.com/ru/articles/823458/ ) дано определение искусственного разума и общая схема системы искусственного разума. А также, сказано, что на основе этой схемы можно начать разработку реальной системы искусственного разума. И даже то, что эта разработка уже начата. Сейчас настало время рассказать о первых результатах.

Требования к проекту

Основные требования к такому проекту:

- он должен максимально наглядно продемонстрировать все основные функции разума;

- при этом для начала он должен быть минимален по объёму;

- у него должен быть потенциал для развития в универсальную, полнофункциональную систему.

Описание текущего проекта

Наверное, идеальным вариантом такого проекта является игра. Простая игра стрелялка. Самая простая, которая бы позволила сосредоточить внимание именно на процессе самообучения, не отвлекая его на события сюжета. Достаточно двух объектов, один из которых будет самообучаться, а второй – заставлять его это делать. Первого назовём субъектом (обучения), второго – охотником. Охотником управляет пользователь. У охотника есть пушка, стреляющая снарядами, которую охотник может направить на субъекта. А также охотник может перемещаться влево или вправо на любое количество шагов. У субъекта свободы меньше, он может сделать от нуля до, скажем, трёх шагов влево или вправо за один раз. То есть, и субъект и охотник находятся на параллельных прямых линиях и могут двигаться только по ним влево или вправо.

Попадание снаряда в субъекта считается плохим событием, вызывающим у него отрицательное состояние. Соответственно, задачей субъекта является научиться избегать попадания в это состояние, то есть, научится избегать попаданий снарядов из пушки охотника. Не просто уворачиваться, а избегать с просчётом ситуации на несколько шагов вперёд. Это, по определению, и есть разумное поведение.

Программа, выполняющая все функции игры, имеет общую структуру системы искусственного разума. Мир, в котором эта система находится, формально состоит из четырёх объектов: субъект, охотник, пушка и снаряд. Явных органов чувств у субъекта нет, но результат восприятия субъектом мира есть – это список параметров. Среди которых координаты объектов, вид снаряда, которых может быть несколько, и другие параметры. Всего их сейчас около трёх десятков. Этот список параметров есть то, что на схеме ниже обозначено словом «состояние».

При изменении значения хотя бы одного параметра состояние мира изменяется и запоминается.

В результате запоминания возникает последовательность состояний, которая и является процессом изменения мира.

Классификация процессов это генерация знаний. На входе этого модуля процессы, на выходе – алгоритмы этих процессов, полученные в результате работы функции обобщения. Любой объект изменяется в результате действия, совершаемого им самим или другим объектом. Поэтому, простейшими элементами алгоритма-знания являются правила. Правило состоит из трёх частей: вход, действие, выход. Вход – описание диапазонов значений входных параметров объектов, участвующих в действии. Выход – то же для выходных параметров этих же объектов. Действие – это описание параметров самого действия. Выходные параметры могут иметь функциональные зависимости, как от входных параметров, так и от других выходных. Всё это определяется в процессе обобщения. Таким образом, база знаний, в конечном счёте, состоит из правил.

Изначально база знаний пуста. Первое правило появляется после трёх поражений субъекта. В программе принято производить обобщение событий (процессов) при повторении их три и более раз. Поражение это действие, изменяющее состояние субъекта из положительного в отрицательное. Чтобы выяснить закономерность, приводящую к такому результату, система обобщает процессы, предшествовавшие поражению. А это движение снаряда по направлению к субъекту. В результате получается правило поражения. Теперь, используя это правило для анализа происходящего в мире, субъект может отследить опасную для него ситуацию, а именно, подлёт к нему снаряда. При этом субъект начинает «чувствовать» опасность.

Ощущение опасности должно конструктивно принуждать субъекта к поиску действия, которое поможет избежать поражения. Какое действие может совершить субъект, когда у него нет никаких знаний о себе? Только случайное, пробное из списка возможных. Например, шаг влево. Действие совершается и запоминается его результат. А он либо положительный, когда снаряд пролетел мимо, либо отрицательный, когда попал. Субъект будет совершать одно и то же пробное действие в случае опасности, пока не поймёт, что оно бессмысленно. А это произойдёт тогда, когда появится правило. Например, что шаг влево три раза дал отрицательный результат. После этого он будет делать другое пробное действие, например, шаг вправо. Допустим, оно тоже даст отрицательный результат. Но, теперь появился один важный положительный результат: субъект получает знания о себе. Если обобщить все совершённые субъектом сдвиги (шаги влево и шаги вправо), можно выяснить закономерность, что шаг меняет координату по горизонтали. И даже точную функциональную зависимость между шагом и изменением координаты. А если сравнить все процессы полёта снаряда, можно выяснить закономерность в полёте снаряда и получить правило полёта снаряда.

Теперь самое главное: этих знаний достаточно для моделирования развития опасной ситуации при движении снаряда к субъекту. Можно смоделировать действие субъекта. Например, представить, что сделан шаг влево. Потом смоделировать продолжение движения снаряда и определить, будет поражение или нет. Если будет, то выбрать другой вариант действия и продолжать моделирование, пока будут варианты. Если найдётся успешный вариант, то совершить это действие в реальности, если нет, то продолжить совершать другие варианты пробных действий. Два шага влево и так далее.

Моделирование производится следующим образом. Сначала из правил выстраивается алгоритм возможных действий субъекта и охотника. Это делается модулем «синтез алгоритмов». Потом просчитываются все конкретные варианты, и выбирается лучший вариант по заданному критерию. Таким критерием может быть вероятность положительного исхода, энергозатраты и т.п. Затем, лучший вариант исполняется реально. Это уже осуществляется модулем «воздействие».

Те смоделированные действия, которые реально дали положительный результат, могут быть обобщены и в результате получено правило, которое можно назвать проверенным действием. Оно совершается тогда, когда реальная ситуация соответствует входу этого правила. Уже без моделирования. То есть, без рассуждений, как рефлекс.

Итого получилось три вида реакции субъекта на опасность:

- пробное действие;

- смоделированное действие;

- проверенное действие.

Пробное действие это примерно то, что делает человек в совершенно новой для него ситуации. Моделирование – это, по сути, размышление. Проверенное действие – это уже навык, высшая степень обученности. Поэтому, если субъект научился полностью избегать попадания в отрицательное состояние, и делает это только проверенными действиями, он полностью адаптировался к жизни в своём мире.

Есть ещё один важный момент. Сейчас в игре два вида снарядов. Первый снаряд летит по прямой до препятствия любое расстояние. Второй снаряд самонаводящийся, но имеет ограничение по дальности полёта. От первого снаряда можно увернуться, уйдя с линии, по которой он летит. От второго – только отойдя на безопасное расстояние. Но, это не всегда можно сделать сразу, так как количество шагов сдвига у субъекта ограничено. Если сумма текущего расстояния до охотника и максимального сдвига меньше максимального расстояния полёта снаряда, то поражение неизбежно. И моделирование не даёт положительного результата. Что делать? Выход в том, чтобы включить «стресс» и заглянуть в прошлое на большее количество шагов (действий). В результате появятся знания о других действиях других объектов. Например, о движении охотника, совершении выстрела и т.п. Это даст возможность моделировать ситуацию в игровом режиме на несколько шагов вперёд. И находить положительное решение. Именно так в программе и сделано. Но, при довольно близком расстоянии между субъектом и охотником, с первого раза уйти от поражения всё равно не удастся. У субъекта не хватает свободы передвижения для этого. Поэтому, он просчитывает все варианты на три хода вперед и выбирает вариант с максимальной вероятностью оторваться от охотника через один или два хода. Особенно это проявляется, когда субъект подходит к краю и ему надо «прорываться» обратно в сторону центра. Однако там у него появляются другие возможности, о которых пока умолчим, чтобы в игре осталась хоть какая-то интрига. Есть также интересное решение и для охотника в плане полной победы, которое пользователь должен будет найти, используя силу своего интеллекта.

Перспективы развития проекта

Чем больше в системе элементов (объектов) и связей между ними (действий), тем больше система по размеру и сложности. Текущее решение можно считать системой искусственного разума минимального размера. Но, это уже разум! Он генерирует знания, существуя в агрессивной среде, и применяет эти знания в борьбе за существование. Каковы могут быть перспективы развития этого решения?

Первое - масштабирование. Больше объектов и действий. Мир станет сложнее, и поведение субъекта станет интереснее. Но, не только. На схеме, приведённой выше, четыре модуля выделены жирными линиями. Они составляют универсальное ядро разума. Остальные модули осуществляют связь с конкретным миром. Сейчас это ядро нельзя считать вполне универсальным, там для этого много чего не хватает. Хотя, основные функции присутствуют, они имеют не совсем универсальные решения. По мере масштабирования ядро будет становиться всё более универсальным.

Второе – увеличение глубины моделирования. Ясно, что это один из параметров, влияющих на силу разума. Чем на большее количество шагов делается моделирование, тем больше вероятности найти решение в сложной ситуации. Но, увеличивается время реакции.

Однако, для того, чтобы считать такой разум (интеллект) сильным, этих пунктов мало. В моей статье «Сильный интеллект, что это значит?» (https://habr.com/ru/articles/735136/ ) указаны ещё два необходимых пункта:

- способность находить решение в условиях недостатка конкретных знаний, что ещё называется решением творческих задач;

- способность активного поиска знаний, которая состоит в том, чтобы делать гипотезы и планировать и осуществлять эксперименты по их проверке.

Реально ли воплотить эти пункты в рамках развития проекта? Не только реально, но и не очень сложно. В текущем решении механизм гипотез уже работает. Например, когда при классификации ситуации, она подходит для описания входа какого либо правила, но, не совсем. Формально, это гипотеза. С ней можно поступить двояко.

Первое, сделать действие в соответствии с правилом на свой страх и риск. То есть, использовать его, как вероятное решение. Но такой вариант допустим только, если цена ошибки невелика. Как в этой игре.

Второе, спланировать и провести эксперимент по проверке гипотезы. Спланировать, значит, построить алгоритм последовательности таких действий, в результате которых будет получен однозначный ответ. Провести, значит, выполнить реально эту последовательность действий. Уже сейчас эти способности у системы есть, но, в текущем конкретном мире у субъекта нет необходимой для этого возможности – возможности влиять (изменять состояние) на другие объекты. Думаю, к третьей – четвёртой версии игры такие возможности появятся. Это по активному поиску знаний.

Что касается творчества, оно становится возможным при появлении правил более высокого уровня абстрактности, которые получаются при обобщении более конкретных правил. Это тоже уже есть, но для демонстрации «творчества» пока маловато сложности мира.

Таким образом, достичь сильного интеллекта можно уже к третьей – четвёртой версии данной игры. Но, конечно, это будет ещё не то, что называют общим интеллектом. Для этого сильный интеллект должен быть ещё и большим. А это вряд ли можно достичь простым масштабированием. При создании больших систем появляются специфические трудности. Так что это будет не просто.

Сравнение с аналогами

Так как данная игра является только демонстрацией системы искусственного разума, сравнение имеет смысл производить не с играми, а с существующими общими решениями по самообучению в процессе функционирования. Пока среди таких решений только глубокое машинное обучение многослойных нейронных сетей. Только оно способно на основе обобщения ситуаций моделировать развитие конкретной ситуации. Выглядит это как вычисление наиболее вероятного следующего состояния на основе анализа последовательности предыдущих состояний. Например, генеративная текстовая модель вычисляет наиболее вероятное следующее слово в предложении, на основе анализа уже готовой части предложения. Да, это моделирование. И это значит, что теоретически возможно сделать аналогичную игру, в которой субъект будет обучаться в процессе игры. А практически?

Нейронная сеть очень долго обучается, прогресс вряд ли можно заметить в течение приемлемого времени игры. Скажем, пять, десять минут. Для обучения чему-то простому требуется сотни и тысячи повторений. По сравнению с этим, в данной игре обучение происходит очень быстро. Три повторения и готово правило. Дальше оно только уточняется уже в процессе применения. Правда, есть одно но. Здесь объекты и действия описаны заранее. Объект – это список параметров. Действие – список характеристик и список участвующих в нём объектов. Если этого не сделать, то обучение займёт больше времени, так как система должна будет выяснить это сама. Универсальное ядро будет на это способно. Но, всё равно, возможность предварительного описания объектов и действий – это удобство.

Главный вопрос в том, можно ли на основе нейронной сети сделать сильный интеллект в том понимании, которое было представлено выше? Пока этого сделано не было.

Дело в том, что нейронная сеть не генерирует знания в явном виде. В виде правил. Это делает невозможным автоматическое, а главное, явное, расслоение знаний по уровням абстрактности. А значит, исключает элемент творчества. Наверное, возможны какие либо частные творческие решения для разработки таких систем. Но общее решение вряд ли возможно.

Творчество подразумевает активный поиск знаний. Как это происходит? Система пытается решить поставленную задачу (смоделировать ситуацию), и обнаруживает нехватку конкретных знаний. Тогда она «поднимается» на более высокие уровни абстрактности и пытается найти абстрактное решение задачи. Если удаётся, то она может выяснить, каких конкретно знаний у неё не хватает. И добыть их. Способа два: «почитать литературу» или практически методом гипотеза – эксперимент. То есть, без наличия знаний в явном виде активный поиск знаний в полной мере организовать нельзя.

Из всего этого следует вывод, что на основе нейронной сети сильный интеллект сделать либо нельзя, либо решение будет «некрасивым». Если это действительно так, то нейронные сети являются тупиком на пути к сильному, и тем более, общему искусственному интеллекту.

Выводы

Если даже нейронные сети и не являются тупиком на пути к сильному интеллекту, то предлагаемый альтернативный поход является красивым решением этой проблемы. И он лишён главных недостатков нейронных сетей:

- он не потребует гигантских затрат на обучение в виде времени и исходных текстов;

- возможен ввод знаний в явном виде, в виде правил, через формальный интерфейс или на естественном языке, что тоже экономит ресурсы;

- после достижения некоторого уровня обученности, система будет сама защищаться от ложной информации. Это сделать просто, достаточно попытаться встроить новую информацию в базу знаний при помощи моделирования. Если возникнут противоречия, их несложно будет разрешить;

- пользуясь явным представлением знаний и алгоритмов решения задач, система будет способна обосновать свои решения, что повысит доверие к ним.

Заключение

Как было сказано выше, целью развития данного проекта является создание сильного интеллекта в виде практически полезных систем. Пока это будут игры. Насколько это возможно в рамках предложенного автором подхода, покажет только практика, как конечный критерий истины.

Игру можно скачать по ссылке, которая появится в комментариях.

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

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  • 15.07.26 11:53 Sarah Green

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

    I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever

  • 19.07.26 19:53 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 19.07.26 19:53 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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