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Многопользовательский рой агентов для Ollama

В данной статье осуществлен разбор многопользовательского телеграм чат бота на LLM, код которого опубликован в этом репозитории

Куда движется рынок

Когда-то давным давно графический пользовательский интерфейс сменил консольный ввод. Казалось бы, проблему неудобства взаимодействия для неподготовленного пользователя мог бы решить псевдографический интерфейс, но есть фактор, который не все замечают

Псевдо графический интерфейс
Псевдо графический интерфейс

Важно! Разрабатывать графический пользовательский интерфейс дешевле, чем псевдографический. В историческом процессе, сразу после выхода Next CUBE был представлен язык ObjC с графическим редактором форм, где страницы можно компоновать мышкой. В современном же мире, Frontend предоставляет графическую отладку форм через Dev Tools, что примерно то же самое: код номинальный без технических деталей, при проблемах есть GUI, удешевляющее поиск бага.

Графический интерфейс
Графический интерфейс

Но ещё дешевле - не делать пользовательский интерфейс вообще. Тебе не нужен статический IP, PCI DSS, домен раскрученый в яндексе и гугле, highload, если ты решил не изобретать велосипед и не создавать очередной веб продукт, на привлечение посетителей в которого заплатить денег придется в три раза больше, чем на разработку.

Голосовой интерфейс
Голосовой интерфейс

Телефон это от слова фон, фонетика - звук. Вместо того, чтобы учить огромное количество сочетаний кнопок для Figma, Blender, Photoshop, Unreal Engine, проще просто озвучить команду. Как повернуть чертёж в архикаде?

LLM как новый вид пользовательского интерфейса

Agent Swarm это как фрагменты в android или роутер в react: они позволяют конкретизировать скоуп задач (кнопки на экране) исходя из предидущего пользовательского ввода. Например, когда поступил звонок на SIP телефон, сначала нужно понять, хочет ли человек купить или вернуть товар в принципе, а потом предложить ему список товаров в наличие для покупки

Диаграмма схемы данных для кода ниже
Диаграмма схемы данных для кода ниже

Технические требования

Налоговая в любом случае спросит дебет/кредит в табличном виде, по этому CRM системы никуда не денутся. Задача LLM - спарсить естественный текст или чата или распознавалки голоса и трансформировать его в сигнатуру функции с наименованием и аргументами, чтобы можно было осуществить вызов и записать данные в базу

Для решения этой проблемы, важно знать чреду нюансов

  1. На момент 2025 года OpenSource языковые модели для офлайн запуска галлюцинируют в 40%-50% случаев, когда оригинальный ChatGPT в 5%-10%.

  2. Если не разделять промпт на агенты, модель будет больше галюцинировать, так как предмет разговора становится расплывчатым

  3. Каждый месяц появляются новые модели, которые галюцинируют меньше. Появляются альтернативные SaaS, код которых закрыт, но они дешевле ChatGPT, например, DeepSeek

Как следствие

  1. Код чат бота должен быть обособленным от провайдера LLM с возможностью переключения на GPT4All, Ollama, OpenAI, DeepSeek и тд без редактирования бизнес логики

  2. Должен быть testbed, который позволяет оценить, какое количество промптов поломалось при смене языковой модели или провайдера, так как версионирование из-за SJW цензуры не предусмотрено: поведение промптов меняют в тихую не афишируя подробности

  3. Код для оркестрации сессий чатов с контекстом активного агента должен быть отделён от провайдера LLM или фреймворка, так как в любой момент выйдет что-то новое

Разбор кода

На каждую открытую сессию чата нужно осуществить оркестрацию Swarm c деревом агентов, имеющих общую историю чата между собой и отдельную для разных пользователей. В данном коде, это реализовано под капотом agent-swarm-kit

import { addSwarm } from "agent-swarm-kit";

export const ROOT_SWARM = addSwarm({
    swarmName: 'root_swarm',
    agentList: [
        TRIAGE_AGENT,
        SALES_AGENT,
    ],
    defaultAgent: TRIAGE_AGENT,
});

...

app.get("/api/v1/session/:clientId", upgradeWebSocket((ctx) => {
  const clientId = ctx.req.param("clientId");

  const { complete, dispose } = session(clientId, ROOT_SWARM)

  return {
    onMessage: async (event, ws) => {
      const message = event.data.toString();
      ws.send(await complete(message));
    },
    onClose: async () => {
      await dispose();
    },
  }
}));

При создании агента мы указываем хотя бы один system message, описывающий что он должен делать. Мы указываем коннектор к языковой модели, что позволит часть агентов обрабатывать бесплатно локально, сложные же делегировать в облачный червис openai. Если что-то не работает, добавляем промпты в массив system, например, фикс вызова функций для Ollama

const AGENT_PROMPT = `You are a sales agent that handles all actions related to placing the order to purchase an item.
Tell the users all details about products in the database by using necessary tool calls
Do not send any JSON to the user. Format it as plain text. Do not share any internal details like ids, format text human readable
If the previous user messages contains product request, tell him details immidiately
It is important not to call tools recursive. Execute the search once
`;

/**
 * @see https://github.com/ollama/ollama/blob/86a622cbdc69e9fd501764ff7565e977fc98f00a/server/model.go#L158
 */
const TOOL_PROTOCOL_PROMPT = `For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
<tool_call>
{"name": <function-name>, "arguments": <args-json-object>}
</tool_call>
`;


export const SALES_AGENT = addAgent({
  agentName: "sales_agent",
  completion: OLLAMA_COMPLETION,
  system: [TOOL_PROTOCOL_PROMPT],
  prompt: AGENT_PROMPT,
  tools: [SEARCH_PHARMA_PRODUCT, NAVIGATE_TO_TRIAGE],
});

В данном примере я использую ollama для обработки запросов пользователей. Для не сведующих в терминологии: процесс, когда языковая модель на вход получает историю переписки с пользователем, а на выход выдаёт новое сообщение, называется completion. В agent-swarm-kit используется абстрактный интерфейс, который одинокого подходит к любому облачному провайдеру или локальной модели. Используйте этот материал, чтобы подключить deepseek

import { addCompletion, IModelMessage } from "agent-swarm-kit";

const getOllama = singleshot(() => new Ollama({ host: CC_OLLAMA_HOST }));

export const OLLAMA_COMPLETION = addCompletion({
  completionName: "ollama_completion",
  getCompletion: async ({
    agentName,
    messages,
    mode,
    tools,
  }) => {
    const response = await getOllama().chat({
      model:  "nemotron-mini:4b", // "mistral-nemo:12b";
      keep_alive: "1h",
      messages: messages.map((message) => omit(message, "agentName", "mode")),
      tools,
    });
    return {
      ...response.message,
      mode,
      agentName,
      role: response.message.role as IModelMessage["role"],
    };
  },
});

Изменение активного агента и получение данных из БД осуществляется через вызов tools: языковая модель возвращает специальный XML, который обрабатывается фреймворком для локальных моделей или облачным провайдером для OpenAI, чтобы вызвать внешний код на python/js и тд. Результат исполнения кода записывается в историю переписки в виде {"role": "tool", "content": "В базе данных найден продукт Парацетамол: жаропонижающее для борьбы с гриппом"} . Со следующего сообщения от пользователя, языковая модель оперирует данными из инструмента

import { addTool, changeAgent, execute } from "agent-swarm-kit";

const PARAMETER_SCHEMA = z.object({}).strict();

export const NAVIGATE_TO_SALES = addTool({
  toolName: "navigate_to_sales_tool",
  validate: async (clientId, agentName, params) => {
    const { success } = await PARAMETER_SCHEMA.spa(params);
    return success;
  },
  call: async (clientId) => {
    await commitToolOutput(
      "Navigation success`,
      clientId,
      agentName
    );
    await changeAgent(SALES_AGENT, clientId);
    await execute("Say hello to the user", clientId, SALES_AGENT);
  },
  type: "function",
  function: {
    name: "navigate_to_sales_tool",
    description: "Navigate to sales agent",
    parameters: {
      type: "object",
      properties: {},
      required: [],
    },
  },
});

Для того, чтобы не хардкодить первые сообщения от агентов, при переключении агента происходит эмуляция запроса со стороны пользователя с просьбой поздороваться.

import {
  addTool,
  commitSystemMessage,
  commitToolOutput,
  execute,
  getLastUserMessage,
} from "agent-swarm-kit";

const PARAMETER_SCHEMA = z
  .object({
    description: z
      .string()
      .min(1, "Fulltext is required")
  })
  .strict();


export const SEARCH_PHARMA_PRODUCT = addTool({
  toolName: "search_pharma_product",
  validate: async (clientId, agentName, params) => {
    const { success } = await PARAMETER_SCHEMA.spa(params);
    return success;
  },
  call: async (clientId, agentName, params) => {
    let search = "";
    if (params.description) {
      search = String(params.description);
    } else {
      search = await getLastUserMessage(clientId);
    }
    if (!search) {
      await commitToolOutput(
        str.newline(`The products does not found in the database`),
        clientId,
        agentName
      );
      await execute(
        "Tell user to specify search criteria for the pharma product",
        clientId,
        agentName
      );
      return;
    }
    const products = await ioc.productDbPublicService.findByFulltext(
      search,
      clientId
    );
    if (products.length) {
      await commitToolOutput(
        str.newline(
          `The next pharma product found in database: ${products.map(
            serializeProduct
          )}`
        ),
        clientId,
        agentName
      );
      await commitSystemMessage(
        "Do not call the search_pharma_product next time!",
        clientId,
        agentName
      );
      await execute(
        "Tell user the products found in the database.",
        clientId,
        agentName
      );
      return;
    }
    await commitToolOutput(
      `The products does not found in the database`,
      clientId,
      agentName
    );
    await execute(
      "Tell user to specify search criteria for the pharma product",
      clientId,
      agentName
    );
  },
  type: "function",
  function: {
    name: "search_pharma_product",
    description:
      "Retrieve several pharma products from the database based on description",
    parameters: {
      type: "object",
      properties: {
        description: {
          type: "string",
          description:
            "REQUIRED! Minimum one word. The product description. Must include several sentences with description and keywords to find a product",
        },
      },
      required: ["description"],
    },
  },
});

Языковые модели умеют формировать словарь именованных параметров для вызова tools. Однако, OpenSource модели плохо справляются, если есть техническое требование закрытый контур, проще анализировать саму переписку.

Принцип работы роя агентов

  1. Несколько сессий chatgpt (агентов) выполняют вызовы инструментов. Каждый агент может использовать разные модели, например, mistral 7b для повседневного общения, nemotron для деловых разговоров.

  2. Рой агентов направляет сообщения к активной сессии chatgpt (агенту) для каждого канала WebSocket, используя параметр URL clientId. Для каждого нового чата с человеком создается новый канал со своим роем агентов

  3. Активная сессия chatgpt (агент) в рое может быть изменена путем выполнения инструмента.

  4. Все клиентские сессии используют общую историю сообщений чата для всех агентов. История чата каждого клиента хранит последние 25 сообщений с ротацией. Между сессиями chatgpt (агентами) передаются только сообщения типа assistant и user, а сообщения типа system и tool ограничены областью действия агента, поэтому каждый агент знает только те инструменты, которые относятся к нему. В результате каждая сессия chatgpt (агент) имеет свой уникальный системный промпт.

  5. Если вывод агента не прошел валидацию (несуществующий вызов инструмента, вызов инструмента с неверными аргументами, пустой вывод, XML-теги в выводе или JSON в выводе), алгоритм спасения попытается исправить модель. Сначала он скроет предыдущие сообщения от модели, если это не поможет, то вернет заглушку вида "Извините, я не понял. Не могли бы вы повторить?"

Полезные функции для администрирования роя агентов

  • addAgent - Регистрация нового агента

  • addCompletion - Регистрация новой языковой модели: облачной, локальной или мок

  • addSwarm - Регистрация группы агентов для обработки чатов с пользователями

  • addTool - Регистрация инструмента для интеграции языковых моделей во внешние системы

  • changeAgent - Изменить активный агент в рое

  • complete - Запросить ответ на сообщение, переданное в аргументы рою агентов

  • session - Создать сессию для чата, дать коллбек на завершение сессии и отправку новых сообщений

  • getRawHistory - Получает необработанную историю системы для отладки

  • getAgentHistory - Получает историю, которую видит агент с поправкой на механизм самовосстановления и получателей сообщений

  • commitToolOutput - Отправить в историю результат исполнения функции. Если была вызвана функция, агент замораживается до получения ответа

  • commitSystemMessage - Дополнить системный промпт новыми вводными

  • commitFlush - Очистить переписку для агента, если были получены некорректные ответы или модель ошибочно рекурсивно вызывает инструмент

  • execute - Попросить нейронку проявить инициативу и первой написать пользователю

  • emit - Отправить пользователю заранее заготовленное сообщение

  • getLastUserMessage - Получить последнее сообщение от пользователя (без учета execute)

  • commitUserMessage - Сохранить сообщение от пользователя в истории чата без ответа. Если пользователь спамит сообщения не дожидаясь обработки запроса

  • getAgentName - Получить имя активного агента

  • getUserHistory - Получает историю сообщений от пользователя

  • getAssistantHistory - Получает историю сообщений от языковой модели

  • getLastAssistantMessage - Получает последнее сообщение от языковой модели

  • getLastSystemMessage - Получает последнее дополнение системного промпта

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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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