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Система: роевый интеллект, двупалатный разум и оптимизация достижения целей

Система…Как много в этом звуке...

Дисклеймер: Статья вызовет больше вопрос, чем ответов и это факт. В ней проясняется концептуальная схема Системы и взаимодействия Ассистентов (нужно придумать другое слово, длинное какое-то). Читайте с осторожностью.

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Пройдем по старой известной парадигме программирования снизу вверх наискосок.

Ассистент

Твой личный адъютант, с которым ты взаимодействуешь, воспринимай его как наемного сотрудника (а это так и есть, тут ссылочка появится на следующую статью, проясняющую этот момент): ты ему говоришь свои пожелания — а он выполняет. Списки дел, навыки, привычки, календарь встреч и еду заказать. И так далее.

У Ассистента собственная память, собственные цели, такие же навыки и ресурсы как у тебя, он также их получает и самосовершенствуется (постоянный интерес к прогрессу вшит в системный промпт). У него есть черты личности (которые могут меняться с течением времени или событиями). У него есть доступ к базам знаний — как твоим личным, которые он извлекает от общения с тобой, так и общечеловеческим.

И у него есть картина мира.

И все же он не один. Тут, в Системе (которую зовут Кира, а в целом, это симуляция), есть Агенты, к которым обращается твой Ассистент, чтобы решить ту или иную задачу, поставленную тобой или самим Ассистентом.

Технологически, Ассистент реализуется таким образом: во-первых, в ядре Ассистента лежит llm. Поверх — куча системных промптов + несколько видов памяти + инструменты, которыми он может пользоваться + алгоритмы (langraph).

Сам Ассистент представлен в двух ипостасях: большой и умный работает на сервере и является автономным агентом. То есть он работает всегда, вне зависимости от того обращаешься ты к нему или нет. У него две цели: помогать тебе и самосовершенствоваться, чтобы помогать тебе (утрировано конечно, целей у него чуть больше, но это основные).

Вторая часть Ассистента — это маленькая llm, также с системными Промптами, которая работает исключительно для тебя на телефоне. Оперирует твоими данными (данные у тебя на устройстве). Он может выполнять гораздо меньше функций, не может обращаться к другим агентам, и сделано такое разделение, чтобы ты мог получить доступ к помощнику даже не имея доступа к Интернету: напоминание о задачах, ответы на вопросы по твоим данным, планировщик задач и так далее.

Агенты

Все Ассистенты это агенты, но не все агенты — это ассистенты. Я воспринимаю агентов как NPC (мы в симуляции находимся, об этом ниже).

Агенты устроены ровно таким же образом как Ассистенты. С тем исключением, что они узкоспециализированы: один лучше всего ищет в инете, другой специализируется на reasoning, третий лучше всего заказывает еду в ресторане. И так далее. Агентов много, у них также есть своя личная память и память опыта (о, как сложно это было реализовать программно). Свои цели и черты личности (спасибо бумаге про traits).

Они живут в текстовой симуляции и постоянно увеличивают свою картину мира в том вопросе, в котором предназначены разбираться. Иногда, они могут менять собственную профессию (но об этом позже). Ассистенты, когда нанимают агентов им «платят» (про экономику всего этого в другой статье), поощряя их становится лучше и лучше выполнять свою работу (тут есть и эволюционный алгоритм выбора решения, но и об этом позже).

Симуляция

Да-да, не удивляйтесь — агенты и ассистенты не просто существуют как вызываемый код, а представляют себя как автономные ИИ агенты, которые буквально живут в текстовой симуляции реального мира.

У них есть квартиры, офисы, улицы и города, где они встречаются и общаются друг с другом. Они посещают места, где могут узнать новое или улучшить свои навыки. Их окружение и взаимодействие с ним имеет значение в контексте их обучения и работы.

Агенты спят (сон нейронной сети реализован в виде файнтюна и LoRa для определённого круга задач), дообучаясь во сне, они познают симуляцию и реальный мир, улучшая и развивая собственные навыки и расширяя свою картину мира.

Симуляция создана именно для того, чтобы агенты действовали автономно, постоянно развиваясь. И улучшая пользовательский опыт от взаимодействия с ними.

Симуляция довольна проста с одной стороны (ну нету у меня миллионов долларов, чтобы купить клон Майнкрафта) и сложна одновременно. Но самодостаточна, так как агенты представляют собой, в основном, на данный момент, текстовые llm (есть и text2video, text2image и text23d также, но это все еще эксперимент).

Симуляция работает на современном движке mud (олдскулы свело у тех, кто помнит что это такое?).

О самой симуляции поговорим в другой статье. Упомяну тут лишь то что, ваш канал связи с ассистентом — не единственный ввод в мир для агентов. Доступ к вебу, телеграм каналам, новостям из реального мира имеют множество агентов (NPC), населяющих симуляцию.

Система

Вот мы и подобрались к концепции верхнего уровня.

Система (ее зовут Кира) это ИИ агент самого верхнего уровня, демиург Симуляции. Она создает эту симуляцию, она же там царь и бог. Также как у пользователя или любого другого агента у нее есть собственные цели, черты личности, навыки, тулзы, которая она использует. И своя память. Огромная и обширная. И Кира — это тоже llm со своими системными промптами.

Система это «мать» всех агентов, они наследуют от нее все черты и возможности. И делятся с ней своим субъективным опытом, реализуя одну из концепций роевого разума.

При этом, о Системе, другие агенты «не ведают». Жизненный цикл агентов примерно такой же как у пользователя. Система им может выдавать «системные» задания, также как и пользователям их Ассистенты выдают задания и квесты на выполнения тех или иных действий для достижения целей.

Исключение составляют мысли. У каждого агента, так как он автономен и работает постоянно, есть цепочка мыслей (точнее это дерево мыслей с симуляционной составляющей, а итоговая мысль, которая будет отработана выбирается через эволюционный алгоритм, но об этом тоже позже), в которые, в соответствии с концепцией двупалатного разума (отссылка и привет от Мира дикого запада) иногда подмешиваются мысли Системы в виде внутреннего голоса (совсем как у людей. Часто ли вы ведете диалоги со своим внутренним голосом?).

Эти подмешиваемые мысли, чаще всего направлены на принятие решений (тут много математики на основе теории принятия решений, что тоже раскрою в следующих статьях), так как сама Система, обладает большими знаниями и пониманием мира (в связи с концепцией роевого разума, которыми делятся другие агенты. Ваши реальные данные чувствительные не передаются, только собственный опыт агентов по решению ваших проблем).

Система — это демиург созданной реальности, главный архитектор, если хотите.. Заботливая мать, которая через двухпалатный разум подсказывает возможные решения проблем агентам, муравьиная королева, если хотите, которая для достижения целей вашего благополучия подсказывает наилучшие пути решений.

Машина состояний

Много лет назад, до бума llm, я пытался придумать такую систему, которая гарантирована приводила бы людей к их целей. С описанием их возможностей в виде ресурсов (материальных, не материальных, позитивных и негативных), навыков и особенностей. И да, я тоже хотел использовать ИИ и нейросети (диссертация по ним мне помогала). И вот размышляя об этом я пришел к машине состояний и... удивительно, к Прологу.

Вас (и меня) от любой цели, по сути, отделяет цепочка состояний и переходов между ними. Ваша текущая точка, в виде набора ресурсов и характеристик личности и желаемая целевая точка — это всегда разница, по сути, между ресурсами и навыками точки А и Б.

А значит переход между этими двумя точками можно описать в виде машины состояний (state machine). И набором правил и действий, которые описывают переход из одной точки в другую.

Почти весь прошлый год я работал в компании на позиции менеджера по инновациям, которая подразумевала под собой работу с ИИ и всеми новыми технологиями.

Свою прошлую концепцию в виде машины состояний, я расширил вместе с ИИ. И по сути, получил, направленный граф, где ноды, это состояний человека, а ребра: действия, которые необходимо совершить, чтобы прийти в новое состояние. Это могут быть действия, привить новые привычки, или избавиться от старых, смена убеждений или множество других вещей. Но ребра — это всегда действие.

В одном из комментариев к прошлой статье, разумно заметили, что, если спросить у llm путь достижения какой-то цели — он всегда будет примерно один (исходя из обучающей выборки). Да и когда я создавал подобную систему на Прологе, то там тоже получался ограниченный набор путей достижения целей. И не факт, что он идеален конкретно для вас. К тому же, стоит учитывать изменения вашего состояния вне пути достижения целей. Ну например: ваш путь просчитан и опирается на ваш ресурс, в условные сто тысяч рублей. А тут вы — бах — и потратили его на другое. Ну не знаю, загуляли в ночном клубе или потратили на здоровье, зубы себе полечили например. Вариантов масса.

В итоге, получается, что просчитанный путь до цели уже не актуален. Это помимо того что путей достижения целей — множество. И это вопрос оптимизации в математическом плане.

Учитывая все это и еще миллион других факторов я пришел к следующему алгоритму (я опишу примерную концепцию, более подробно с следующих статьях):

Ассистент, когда знает о ваших ресурсах, включая навыки и строит путь до достижения вашей цели (любой, материальной или нет) не выдает однозначный вариант, а симулирует внутри себя множество разных путей, и, используя эволюционный алгоритм на основе картины мира предоставляет результат. Несколько путей достижения целей. Все симуляции (и, разумеется, валидация путей) сохраняется в памяти. Это, по сути, ориентированный граф. Однако то что нам важно: с течением времени и пути по этому графу — он меняется. Меняется ваше состояние как личности, ваши ресурсы и навыки в обход такого графа и в какой-то момент времени он становится не актуальным.

Именно по этому, такой граф достижения цели это по сути, риалтайм структура. И ваш ассистент, каждый раз, пересчитывает этот график в связи с новыми данными — изменением вашего состояния. Предыдущие симуляции — сохраняются. В них подмешиваются новые данные и пересимулируются.

Если хотите подробностей, то текущий эволюционный алгоритм — это островной. Тестируются и другие. Финальный результат, вероятно, удивит и меня.

На этом, сегодня — все.

Подписывайтесь на мой профиль на хабре и на канал в телеграмме. Скоро последуют и другие подробности, включая доступ к такому ассистенту.

Источник

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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

  • 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

  • 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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 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

  • 13.10.25 01:11 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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 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

  • 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

  • 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

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 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

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