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Н Новости

Как я открыл WebSocket для Сомников из Чёрного Зеркала, а они начали водить хороводы

Это моя небольшая история про создание примитивного пет-проекта.

Откуда растут ноги: Я посмотрел 4 эпизод 7 сезона сериала «Чёрное зеркало», где описывалась компьютерная игра с искусственным интеллектом, механизм взаимодействия с реальным миром которого ограничивался мельканием на мониторе и издаванием птичьих(скорее трубных) звуков.

Введение

С приходом популярности генеративных нейросетей, другие виды искусственного интеллекта тоже получили своё место под солнцем. Однако, ещё до этого уже существовали проекты, где искусственный интеллект играет в различные игры, получает очки за достижение целей и обучается на основе своих результатов. При этом, у каждого игрового ИИ есть свой массив доступных ему действий, который может быть постоянным или изменяемым согласно правилам. Я решил собрать небольшой проект, описать механизм взаимодействия ИИ с игровым пространством, а уже потом наполнить игру правилами и смыслом.

Инструменты

Java
Spring (WebFlux)
JS + HTML

Подготовка

Главной задачей была всё же примитивность "существ". Я дал им расположение, идентификатор, имя, тип, текстуру и некое состояние, которое бы описывало текущие действия существа (следование до точки, отдых) и время, необходимое на это действие перед переходом к другому.

    @Data
    @AllArgsConstructor
    @NoArgsConstructor
    public static class Creature {
        private int id;
        private float x;
        private float y;
        private final String type = "yellow";
        private CreatureState state;
        private String name = "Console";
        private String picture = Picture.IMAGE.toString();

Далее мной был добавлен класс состояния игры, где я самым обычным списком включил перечисление существ и вписал объект-окружения, который на самом деле описывает внешний вид фона веб-страницы:

    @Data
    @AllArgsConstructor
    @NoArgsConstructor
    public static class GameState {
        private List<Creature> creatures;
        private Environment environment;
    }

Далее был создан GameStateManager, который первым делом я наполнил методом спавна новых существ и обновлением самого состояния игры, которое будет передаваться в клиент.

    private final DataModels.GameState gameState;
    public GameStateManager(DataModels.GameState gameState){
        this.gameState = gameState;
    }

    private final Queue<DataModels.Creature> toSpawn = new ConcurrentLinkedDeque<>();

    public void spawnCreature(String name){
        toSpawn.add(new DataModels.Creature(name));
    }

    public void updateGameState() {
        // Обновляем позиции существ
        toSpawn.forEach(creature -> gameState.getCreatures().add(creature));
        toSpawn.clear();
        gameState.getCreatures().forEach(creature -> {
            creature.setX(creature.getX() + creature.getState().getVectorX());
            creature.setY(creature.getY() + creature.getState().getVectorY());
            creature.getState().add();
            creature.updateFrame();
            if(creature.getState().getT() > 1){
                //Меняем действие
                if((creature.getState().sx == creature.getState().fx) &&
                        (creature.getState().sy == creature.getState().fy))
                {
                    creature.updateState();
                }else{
                    creature.setTimeout();
                }
            }
            // Проверка границ
            creature.setX(Math.max(0, Math.min(800, creature.getX())));
            creature.setY(Math.max(0, Math.min(600, creature.getY())));
        });
    }

Настройка WebSocket

Продолжая путь нашей игры, мы должны связать сервер с клиентом. Наиболее примитивным способом мы создаём обновление состояния игры, инициализируя перед этим нашу первую сущность "Vlad".

@Component
public class GameWebSocketHandler implements WebSocketHandler {

    private final ObjectMapper objectMapper = new ObjectMapper();
    private final Sinks.Many<String> gameStateSink = Sinks.many().multicast().directBestEffort();
    private final GameStateManager gameStateManager = SomWorldApplication.gameStateManager;

    public GameWebSocketHandler() {
        initializeGameState();
        startGameLoop();
    }

    private void initializeGameState() {
        gameStateManager.spawnCreature("Vlad");
    }

    private void startGameLoop() {
        Flux.interval(Duration.ofMillis(16)) // ~60 FPS
                .subscribe(tick -> {
                    gameStateManager.updateGameState();
                    broadcastGameState();
                });
    }
    private void broadcastGameState() {
        try {
            String jsonState = objectMapper.writeValueAsString(gameStateManager.getGameState());
            gameStateSink.tryEmitNext(jsonState);
        } catch (JsonProcessingException e) {
            System.err.println("Error serializing game state: " + e.getMessage());
        }
    }

    @Override
    public Mono<Void> handle(WebSocketSession session) {
        // 1. Подписка на обновления состояния
        Flux<WebSocketMessage> output = gameStateSink.asFlux()
                .map(session::textMessage);

        // 2. Обработка входящих сообщений
        Mono<Void> input = session.receive()
                .map(WebSocketMessage::getPayloadAsText)
                .doOnNext(message -> {
                    System.out.println("Received from client: " + message);
                })
                .then();

        return session.send(output).and(input);
    }
}

@Configuration
public class WebSocketConfig {

    @Bean
    public HandlerMapping webSocketMapping(GameWebSocketHandler handler) {
        Map<String, WebSocketHandler> map = new HashMap<>();
        map.put("/game", handler);
        SimpleUrlHandlerMapping mapping = new SimpleUrlHandlerMapping();
        mapping.setOrder(-1);
        mapping.setUrlMap(map);
        return mapping;
    }

    @Bean
    public WebSocketHandlerAdapter handlerAdapter() {
        return new WebSocketHandlerAdapter();
    }

    @Bean
    public WebSocketClient webSocketClient() {
        return new ReactorNettyWebSocketClient();
    }
}

Создаём клиент

Простой HTML-макет с canvas для отображения спрайтов существ и описываем в JS подключение к сокету и рендеринг игры

<div id="game-container">
    <canvas id="gameCanvas"></canvas>
    <div id="ui">
        <span id="connection-status"></span>
        <span id="status-text">Соединение...</span>
    </div>
    <div id="creature-name"></div>
</div>

    function connect() {
        const wsProtocol = window.location.protocol === 'https:' ? 'wss://' : 'ws://';
        const serverUrl = wsProtocol + window.location.host + '/game';

        socket = new WebSocket(serverUrl);

sortedCreatures.forEach(creature => {
            const creatureImage = new Image();
            creatureImage.src = creature.picture;

            const x = creature.x * canvas.width / 800;
            const y = creature.y * canvas.height / 600;
            const size = 10 * Math.min(canvas.width / 800, canvas.height / 600);
            const imgSize = size * 8; // Подберите масштаб под изображение

            // drawImage(image, dx, dy, dWidth, dHeight)
            // dx и dy — это координаты, где нужно рисовать
            const shadow = new Image();
            shadow.src = "shadow.png";
            loadImage(shadow.src).then(img => {
                ctx.drawImage(img, x - imgSize / 2, y - imgSize / 2, imgSize, imgSize);
            });
            loadImage(creatureImage.src).then(img => {
                ctx.drawImage(img, x - imgSize / 2, y - imgSize / 2, imgSize, imgSize);
                });
            });

Запускаем

Запущенный клиент с существами, авторство спрайтов которых принадлежит моей любимой жене

Скрытый текст

На этом этапе любые изменения в экземпляре GameState или даже в Creature будут изображены на клиенте. Для теста я уже сделал движение по случайным направлениям, добавил несколько вариантов отображения существ и другие мелочи.

Внедрение хаоса и порядка средствами ИИ

В пустом мире, где нет ничего кроме созданных существ, очень сложно сформировать какую-то обоснованную цель. Я решил вернуться к первоисточнику своего вдохновения и обратить внимание, что существа в нём ставят себе единственной задачей повышение своей численности, для этого они выбрали необычный способ — осуществлять влияние на человека-наблюдателя.

Было решено создать подобные условия, в которых ИИ (по алгоритму Q-learning) будет вынужден создавать сценарии поведения, пытаясь внушить наблюдателю, что тот должен кликнуть на существ.

Q-learning на основе получаемого от среды вознаграждения формирует функцию полезности Q, что впоследствии даёт ему возможность уже не случайно выбирать стратегию поведения, а учитывать опыт предыдущего взаимодействия со средой.

Первая попытка

Каждое существо обладает полем stress, значение которого увеличивается пропорционально совершённым существом действий за шаг.
Каждое существо обладает полем dopamine_layers, значение которого уменьшает на 1 каждый шаг (но не меньше 0), а также сокращает stress на своё значение.
Если stress < 0, то он становится 50, но на поле появляется новое существо. (ИИ получает награду)
Если stress > 100, то оно пропадает. (ИИ получает штраф)
Клик пользователя по существу, увеличивает его dopamine_layers. (ИИ получает награду)

Итог первой попытки

Каждое существо выбирает себе маршрут (10% - экспериментальный; 90% - самый эффективный) на 100 ближайших шагов, награда полученная за эти шаги, откладывается до завершения всего маршрута.

Сначала существа не совершали никаких действий совсем, кроме тех разов, когда коэффициент экспериментирования не вызывал у них срабатывание случайных действий. В одно из таких случайных действий я кликнул по существу и это вызвало реакцию у всего племени. Моё внимание явно привлекло бы одно существо, которое совершает нестандартное движение, но когда за ним после клика повторяют остальные — это провал.

Я немного масштабировал награды, а потом совершив лишь пару кликов на существ, движения которых хоть немного привлекало моё внимание, я заметил, что двигаться существа начали реже, но на большие расстояния.

Так или иначе, на этом этапе я уже понимал, что если ИИ координирует действия каждого существа индивидуально, то интерфейса взаимодействия не хватит на поддержание численности (Гипотеза условно верна, ведь мы не можем доказать обратного). Поэтому я перешёл к формированию нового алгоритма.

Вторая попытка (Коллективный разум)

Создаём матрицу пути, здесь у нас есть ось x, y, t.

boolean[][][] path = new boolean[1600][900][100];


boolean[][][] path = new boolean[80][45][600]; //изменение с учётом оптимизации

Алгоритм заполняет матрицу (число заполненных ячеек равняется числу существ), которую можно визуализировать как чб изображение 80 на 45 для каждого кадра (максимум 600 возможных). А дальше общая матрица, созданная ИИ, разбивается на маршруты для каждого существа.

Итог второй попытки 2а

Первые попытки пространственного позиционирования были похожи на что-то такое: существ разбросало на края экрана, что я никак не поощрял. Награждение алгоритма кликами было здесь совсем неуместно, так как обучение занимало бы слишком много повторов для получения хоть каких-то внятных результатов.

Мною было принято решение автоматически получать матрицу и сравнивать гармоничность и последовательность каждого отдельного слоя, теперь я поощрял ИИ за то, что он создаёт узоры, которые существа в силах изобразить (как минимум, им нужно пройти минимум расстояния от слоя до слоя). Если первый слой матрицы более чем на половину повторяет второй, то ИИ штрафовался.

Итог второй попытки 2б

Существа приватизировали себе угол у нулевых координат и начали водить там "хоровод". При этом большинство существ стоит без движения для экономии очков, и лишь несколько из них образуют какой-либо узор. В моём понимании это был уже хоть какой-то успех.

Третья попытка (на основе второй)

Я начал штрафовать существ за безделье, мне были необходимы активные действия, а не медленный скринсейвер в виде жёлто-синей загрузки. А ещё существа теперь появлялись в разных частях экрана, что усложняло работу ИИ.

Итоги третьей попытки

Существа не отходили от своей привычки образовывать круги, именно круг позволяет существам создавать плавные переходы из одних слоёв матрицы в другие.

И тут мне стало интересно что будет, если их станет больше... я начал поощрять ИИ кликами.

Существ становилось больше, но узор не приходил к своему логическому завершению/зацикливанию.

Я продолжал кликать, так как думал, что существ недостаточно для осуществления идеи алгоритма.

Узор начал принимать очертание девятки, восьмёрки или английской буквы S

С каждым новым существом я склонялся к разному варианту итогового узора, но... его просто нет.

Алгоритм победил

Описывая первые попытки я написал следующие слова:

Было решено создать подобные условия, в которых ИИ (по алгоритму Q-learning) будет вынужден создавать сценарии поведения, пытаясь внушить наблюдателю, что тот должен кликнуть на существ.

Разработанный мною алгоритм записывал матрицы, которые он создаёт, сейчас предлагаю на них взглянуть.

Внимание, топ-3 матрицы по частоте использования алгоритмом:

Половинка сердца?

Алгоритм формировал матрицы с прерывными линиями, однако из-за скорости передвижения существ, на клиенте наблюдались будто бы непрерывные узоры для завершения которых просто не хватало существ. Алгоритм всё таки заставил меня посодействовать увеличению числа существ.

Заключение

Мой эксперимент подошёл к концу, я ожидал, что научу несложный ИИ‑алгоритм рисованию причудливых символов или фракталов, которые украсят эту статью, и тогда можно было бы сказать: «Я создал виртуальных существ и на них можно смотреть вечно», хотя на деле скорее всего я обманул сам себя, когда попытался увидеть порядок в беспорядочном размещении жёлтых дурачков.

Думаю, что можно продолжить эксперименты, изменив условия игры и добавив новые объекты окружения, поэтому буду рад вашим предложениям в комментариях!

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26 мая 2025 г.

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09.10.25 08:36 pHqghUme

is it ok if I upload an image?
09.10.25 08:36 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

is it ok if I upload an image?
09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:40 pHqghUme

is it ok if I upload an image?
09.10.25 08:41 pHqghUme

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09.10.25 08:41 pHqghUme

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09.10.25 08:42 pHqghUme

can I ask you a question please?
09.10.25 08:42 pHqghUme

is it ok if I upload an image?
09.10.25 08:42 pHqghUme

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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
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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