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Telegram бот + ИИ Jlama своими руками

Хабр, привет! Сегодня мы попробуем сделать свой ИИ с телеграм ботом для возможности простого общения с ней. Сразу оговорюсь, мы не будем в очередной раз использовать открытый API ChatGPT или новомодного Deepseek. Мы развернем свой полноценный ИИ локально и сынтегрируем его с телеграм ботом.

LLM модель

6d819853727a7256754f74fc6d7c5464.jpg

Первое, что нам нужно сделать – это запустить LLM локально. Задача не такая простая как кажется – современные LLM модели имеют нетривиальные алгоритмы взаимодействия с видеокартой, токенизации текста и т.д. Процесс функционаирования уже обученной LLM называется инференсом. Основные характеристики инференса – это точность и скорость. Подробно останавливаться на них мы не буем, важно понимать саму концепцию. Для реализации такого инференса на чистой java была разработана библиотека Jlama – максимально простой движок инференса для LLM, написанной на голой java без тяжеловесных фрэймворков. В этом и заключается главное отличие Jlama от имеющихся альтернатив.

По факту Jlama дает возможность обслуживать LLM в java окружении напрямую, то есть в той же jvm, где работает наше приложение. В таком подходе есть ряд плюсов: прежде всего это возможность разработчика гибко влиять на функциональность своего приложения с LLM. У Jlama есть одна особенность – для оптимизации движок использует Vector API, а это значит, что какое-то время придется включать preview фичи.

Список доступных моделей перечислен в документации к проекту:

  • Gemma & Gemma 2 Models

  • Llama & Llama2 & Llama3 Models

  • Mistral & Mixtral Models

  • Qwen2 Models

  • IBM Granite Models

  • GPT-2 Models

  • BERT Models

  • BPE Tokenizers

  • WordPiece Tokenizers

Как видите некоторые модели порядком устарели. Я выберу Llama 3 – неплохо обученная модель от Meta. Пока что модель будет воспринимать только английский язык.

Добавляем в проект необходимые зависимости:

implementation("com.github.tjake:jlama-core:$jlamaVersion")
implementation("com.github.tjake:jlama-native:$jlamaVersion:linux-x86_64")

Есть три доступные версии jlama-native: linux-x86_64, macos-x86_64/aarch_64 и windows-x86_64. Выбирайте свою версию в соответствии с вашей ОС, я запускал на ubuntu, поэтому версия linux-x86_64.

Так библиотека очень проста, весь код умещается в одном небольшом классе ArtificialIntelligenceModel:

@Component
public class ArtificialIntelligenceModel {
    @Value("${llm.model-name}")
    private String modelName;

    @Value("${llm.working-directory}")
    private String workingDirectory;

    @Value("${llm.temperature}")
    private String temperature;

    @Value("${llm.ntokens}")
    private String ntokens;

    public String ask(String prompt) throws IOException {
        File localModelPath = new Downloader(workingDirectory, modelName).huggingFaceModel();

        try (AbstractModel model = ModelSupport.loadModel(localModelPath, DType.F32, DType.I8);) {
            PromptContext ctx;
            if (model.promptSupport().isPresent()) {
                ctx = model.promptSupport()
                        .get()
                        .builder()
                        .addSystemMessage("You are a helpful chat bot who writes short responses.")
                        .addUserMessage(prompt)
                        .build();
            } else {
                ctx = PromptContext.of(prompt);
            }
            Generator.Response response = model.generate(UUID.randomUUID(), ctx,
                    Float.parseFloat(temperature),
                    Integer.parseInt(ntokens), (s, f) -> {
                    }
            );
            return response.responseText;
        }
    }
}

Это вся наша модель, довольно компактно. В application.yaml указываем переменную llm.model-name, у нас это будет tjake/Llama-3.2-1B-Instruct-JQ4. Эта модель будет скачана с помощью объекта Downloader и сохранена в директорию llm.working-directory:

File localModelPath = new Downloader(workingDirectory, modelName).huggingFaceModel();

Скачанная модель будет загружена в переменную model:

AbstractModel model = ModelSupport.loadModel(localModelPath, DType.F32, DType.I8);

Теперь нам нужно создать наш промт и отправить его модели. Для этого нам нужно сгенерировать PromptContext с определенными параметрами. Помимо самого текста мы должны указать температуру и количество токенов.

Теперь нам нужно создать наш промт и отправить его модели. Для этого нам нужно сгенерировать PromptContext с определенными параметрами. Помимо самого текста мы должны указать температуру и количество токенов.

Температура — это числовое значение (часто устанавливаемое между 0 и 1, но иногда и выше), которое регулирует распределение вероятностей следующего слова. Другими словами – температура влияет на креативность текста: чем меньше значение, тем меньше будет и креативность полученного результата. В качестве примера выставим значение температуры в 0.

Остался последний важный параметр – это количество токенов. Токен — это набор текстовых символов. LLM разбивают текст не на слова, а на токены. Слишком большие значения ntokens локально лучше не выставлять, чтобы сильно не грузить наши вычислительные ресурсы. Поставим 256.

В итоге получаем PromptContext:

PromptContext ctx;
if (model.promptSupport().isPresent()) {
     ctx = model.promptSupport()
                        .get()
                        .builder()
                        .addSystemMessage("You are a helpful chat bot who writes short responses.")
                        .addUserMessage(prompt)
                        .build();
   } else {
                ctx = PromptContext.of(prompt);
   }

И получение ответа от модели:

Generator.Response response = model.generate(UUID.randomUUID(), ctx,
                    Float.parseFloat(temperature),
                    Integer.parseInt(ntokens), (s, f) -> {
   }

Итоговый результат доступен в поле responseText.

Телеграм бот

Для начала создадим бота с помощью всем известного BotFather.

991819a02e8249ae20f9b2c31d44de34.png

Тут все достаточно просто, вызываем /newbot и вводим нужное нам имя нашего бота. В моем примере это FranticticticChatBot. После создания бота не забываем скопировать API ключ (Use this token to access the HTTP API).

Сам бот также очень простой:

@Slf4j
@Component
@RequiredArgsConstructor
public class AiChatBot implements SpringLongPollingBot, LongPollingSingleThreadUpdateConsumer {
    private static final String START = "/start";

    @Value("${bot.token}")
    private String token;

    private TelegramClient telegramClient;

    private final ArtificialIntelligenceModel model;

    @PostConstruct
    private void init() {
        telegramClient = new OkHttpTelegramClient(getBotToken());
    }

    @Override
    public String getBotToken() {
        return this.token;
    }

    @Override
    public LongPollingUpdateConsumer getUpdatesConsumer() {
        return this;
    }

    @Override
    public void consume(Update update) {
        if (update.hasMessage() && update.getMessage().hasText()) {
            long chatId = update.getMessage().getChatId();
            var text = update.getMessage().getText();

            if(!text.equals(START)) {
                try {
                    var answer = model.ask(text);

                    SendMessage message = SendMessage.builder()
                            .chatId(chatId)
                            .text(answer)
                            .build();

                    telegramClient.execute(message);
                } catch (TelegramApiException | IOException e) {
                    log.error("Error {}", e.getMessage());
                }
            }
        }
    }

    @AfterBotRegistration
    public void afterRegistration(BotSession botSession) {
        log.info("Registered bot running state is: " + botSession.isRunning());
    }
}

Нам потребуются две зависимости:

implementation("org.telegram:telegrambots-springboot-longpolling-starter:$telegramVersion")
implementation("org.telegram:telegrambots-client:$telegramVersion")

В bot.token прописываем полученный при создании бота токен. В качестве клиента будем использовать OkHttpTelegramClient. В методы consume первое, что надо сделать – это получить текстовое сообщение из чата если оно есть:

var text = update.getMessage().getText();

Для получения ответа от модели достаточно вызвать метод ask с полученным из чата текстом:

var answer = model.ask(text);

Ответ от нашего ИИ заворачиваем в объект SendMessage и возвращаем обратно в чат:

telegramClient.execute(message);

Тестируем

Проверяем работу нашего бота с ИИ. Например, отправим ему вопрос: «What is java?». Получаем результат:

e7a4790621718c0dcb32390d74909695.jpg

Ответ получим небыстро, так как модель требует определённого времени на работу своих алгоритмов. Кроме того, не стоит забывать, что качество ответа будет зависеть как от самой модели, так и от ее параметров – в основном это температура и количество токенов. Если попробовать поиграться с этими значениями, то можно получить разные результаты.

Пример кода доступен тут. В ближайшее время я попробую развернуть бота в Yandex Cloud.

Подписывайтесь на мой телеграм-канал. Буду рад любым вашим комментариям

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    "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

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

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