Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 8166 / Markets: 114558
Market Cap: $ 2 784 296 055 081 / 24h Vol: $ 104 933 310 750 / BTC Dominance: 58.635473229764%

Н Новости

  1. Главная
  2. Новости

Облачная LLM на 16 ГБ VRAM — часть 3: ChatGPT-интерфейс для ваших LangGraph-агентов

37d93f652863f7d71dcad3e2ddcf3586.png

Друзья, возвращаюсь с финальной частью цикла.

За две предыдущие статьи мы подняли собственную локальную модель на облачном сервере с GPU на 16 ГБ VRAM, разобрались с vLLM и tool calling, собрали агентный бэкенд на LangGraph с MCP-серверами, получили вокруг него полноценный REST API из коробки и обернули все это в FastAPI-сервис через LangGraph SDK.

Серьезная инфраструктура — и она реально работает.

Но есть нюанс. Все, что мы собрали, — это бэкенд. Красивый, правильно устроенный, с трейсингом и персистентностью. Только вот показать его обычному пользователю, который привык к ChatGPT, пока не получится — curl в терминале его не впечатлит, а давать доступ к LangSmith, мягко говоря, неправильно. Сегодня это исправляем.

Предыдущие материалы серии:

Оказывается, у LangChain есть официальный ответ на вопрос «А где фронтенд?» — проект agent-chat-ui. Это готовый Next.js-интерфейс, который из коробки умеет подключаться к LangGraph Server, стримить токены, показывать шаги агента, вызовы инструментов и размышления модели в реальном времени. По духу — тот же ChatGPT, только работает на вашей инфраструктуре и полностью под вашим контролем.

Схема подключения предельно простая: клонируем репозиторий, прописываем в .env адрес нашего LangGraph Server и имя агента, запускаем. Примерно так же, как в прошлой части мы одной командой получали REST API вокруг графа, — здесь одной командой получаем UI вокруг этого API.

Сегодня закрываем полный цикл:

Цикл: инфраструктура → локальная LLM → агентный бэкенд → MCP-инструменты → production-ready фронтенд → деплой.
Цикл: инфраструктура → локальная LLM → агентный бэкенд → MCP-инструменты → production-ready фронтенд → деплой.

Подходы к разработке UI и безопасность

Прежде чем лезть в код, хочу сделать небольшое отступление — про подходы к UI в контексте агентов. Чтобы то, что мы будем делать дальше, воспринималось как осознанный выбор, а не единственно возможный путь.

Подходов, по большому счету, два, но есть и третий — гибридный, и о нем тоже расскажу.

Первый — вы берете REST API от LangGraph Server, пишете вокруг него собственную обертку через LangGraph SDK (как мы делали в прошлой части) и уже поверх этой обертки реализуете фронтенд с нуля под свои нужды.

Второй — берете тот же REST API, подключаете к нему готовый фронтенд и кастомизируете его под себя. Именно этим мы займемся сегодня.

Третий — гибрид. agent-chat-ui умеет работать в режиме API Passthrough: все запросы к LangGraph Server идут не напрямую с клиента, а через Next.js API routes на том же сервере. Фронтенд смотрит наружу, LangGraph API остается внутри контура, LangSmith-ключ инжектируется на сервере и клиент его никогда не видит.

Разница между подходами не только в объеме работы, но и в вопросах безопасности — и это важно понимать до старта.

В первом случае вы контролируете все: авторизацию, очереди, ограничения доступа. Ваша FastAPI-обертка стоит между пользователем и графом, и даже если кто-то доберется до Swagger — без нужных токенов он там ничего не сделает.

Во втором случае вы подключаете к «голому» LangGraph API готовый фронтенд напрямую. Быстро и удобно, но с жестким условием: API не должен быть доступен из сети. Только изнутри контура. Это не рекомендация — это обязательное требование такой схемы.

Третий путь закрывает эту дыру без необходимости писать собственный бэкенд — и по итогу мы получаем вполне серьезный уровень защиты даже при использовании готового фронта.

Именно его мы и разберем в блоке про деплой, чтобы выжать из этого подхода максимум по безопасности.

Чем мы сегодня займемся

Статья вышла объемным лонгридом, поэтому расскажу конкретнее — что будем делать и в каком порядке.

Шаг первый — поднимем локально LangGraph CLI и добавим три агента. Этот блок пробежим быстро: архитектуру графов детально разбирали в прошлой части, здесь просто возьмем мой проект с GitHub и немного доработаем под наши нужды. В итоге у нас будет запущенный LangGraph Server с несколькими графами — это и станет бэкендом для нашего фронтенда.

Шаг второй — клонируем agent-chat-ui и запустим его «из коробки» с одним агентом. Никакой безопасности, никакой кастомизации — просто три строки в .env, pnpm dev и смотрим что получается. На этом этапе вы увидите стриминг токенов в реальном времени, размышления Qwen, визуализацию вызовов MCP-инструментов и историю тредов — все это работает сразу, без единой строчки кода с нашей стороны.

Цель этапа — понять общий принцип и потрогать руками до того, как начнем что-то менять.

Шаг третий — отдельно займемся авторизацией и аутентификацией. Здесь разберем оба встроенных механизма которые LangChain уже вложил в проект: простой API Passthrough через Next.js routes — когда все запросы к LangGraph идут через сервер и LangSmith-ключ никогда не попадает на клиент, и кастомную авторизацию через Bearer-токен для тех, кто хочет полный контроль. Никаких велосипедов — только то, что уже есть в проекте.

Шаг четвертый — кастомизация. Это самый объемный блок. Переведем UI на русский язык, добавим переключатель между несколькими агентами, чтобы пользователь мог выбирать с каким графом работать прямо в интерфейсе, и докрутим пару фич, которых в оригинальном проекте нет. Покажу конкретные места в коде, которые нужно трогать, и объясню, почему именно они.

Шаг пятый — финал. Деплоим все на сервер: собираем Next.js, поднимаем рядом с LangGraph Server через docker-compose, закрываем все это Nginx с SSL. LangGraph API в прошлой частиостается внутри контура, наружу смотрит только фронт. Закрываем цикл и обсуждаем, что со всем этим делать дальше.

Будет интересно. Поехали.

Готовим бэкенд и первого агента

Для работы с фронтендом нам нужен запущенный LangGraph Server хотя бы с одним графом. Здесь у вас два пути: берете свои наработки из прошлой части — тогда этот раздел можно пропустить, — или клонируете мой проект и идете по инструкции ниже.

Единственное условие независимо от выбора: в проекте должен быть хотя бы один агент с поддержкой сохранения истории сообщений. Без этого треды на фронтенде работать не будут — почему именно так, я детально разбирал в прошлой части.

Клонируем проект

git clone https://github.com/Yakvenalex/HabrGraphCLI
3dc9804ffec65919f65c7dc3e16e7b79.png

Проект открытый, проблем с доступом не будет.

Настраиваем окружение

В корне создаем файл .env.

Коротко по каждой переменной:

  • LANGSMITH_PROJECT — имя проекта для группировки трейсов в дашборде LangSmith. Любое значение на ваш вкус;

  • LANGSMITH_API_KEY — ключ для трейсинга. С ним в дашборде видно каждый шаг графа: активные узлы, входы и выходы каждого вызова модели, латентность, токены, ошибки. Без него граф работает нормально — просто без мониторинга;

  • LLM_BASE_URL — адрес вашей модели. Поднимали LLM через vLLM вместе с первой частью и пробросили наружу — указываем https://your_domain/v1. Модель работает локально без проброса — http://localhost:8000/v1;

  • LLM_KEY — ключ, который задавали при запуске vLLM;

  • LLM_NAME — название модели, которое будет передаваться в запросах.

Детально каждую переменную разбирал в предыдущей статье.

Запуск

Устанавливаем зависимости и поднимаем CLI в dev-режиме:

uv sync 
uv run langgraph dev
cd0e2a3e24f73cc5213067a3bfae65bf.png

Структура проекта

Открываем langgraph.json — там конфиг вида:

json{
  "$schema": "https://langgra.ph/schema.json",
  "dependencies": ["."],
  "graphs": {
    "agent": "./src/agent/graph.py:graph",
    ...
  },
  "env": ".env",
  "image_distro": "wolfi",
  "dockerfile_lines": [
    "RUN apk add --no-cache curl && curl -Ls https://astral.sh/uv/install.sh | UV_INSTALL_DIR=/usr/local/bin sh"
  ]
}

На момент выхода статьи в проекте три графовых агента, но сейчас сосредоточимся на первом — agent. Именно его будем подключать к фронтенду.

ad375c94adcea01a703b4348ba7e421a.png

Что умеет agent

По архитектуре это классический ReAct-граф: узел call_model отправляет историю диалога в локальную LLM через OpenAI-совместимый протокол, узел tools исполняет вызванные моделью инструменты.

Между ними условное ребро tools_condition — если модель запросила инструмент, идем в tools и возвращаемся обратно; если ответила текстом — завершаем. Состояние — история сообщений с редьюсером add_messages, системный промпт прокидывается через Context и легко переопределяется с фронта. Детальную сборку разбирал в прошлой части, повторяться не буду.

Инструментарий живет отдельно от графа: список TOOLS в tools.py плюс тулзы от MCP-серверов — fetch для чтения произвольных веб-страниц и time для работы с временем. На старте граф складывает все это в ALL_TOOLS и биндит к модели. Добавить новый инструмент можно, не трогая схему графа.

За последнее время агент вырос на три новых инструмента:

  • calculate — калькулятор на базе AST-парсера вместо опасного eval. Разбирает выражение и вычисляет только разрешенные арифметические операции — никакого произвольного Python внутрь не просочится. Лечит классическую болячку LLM, которые уверенно ошибаются в простой арифметике.

  • convert_currency — конвертация фиатных валют по актуальному курсу через бесплатный API Европейского центрального банка (frankfurter).

  • get_hacker_news_top — топовые новости с Hacker News. Карточки новостей тянутся параллельно через asyncio.gather, чтобы не ждать их по очереди.

8688b3aeb0247cb24b5dddc2871efbf7.png

Итоговый набор получился небольшим, но самодостаточным: погода, курсы крипты и фиата, Википедия, координаты МКС, калькулятор, свежие новости и чтение любых веб-страниц. Все инструменты работают на публичных API без ключей — граф заводится из коробки и уже готов к подключению фронтенда. Чем мы и займемся.

Каталог готовых ИИ-моделей

Сервис для запуска и управления LLM в облаке Selectel. Выберите модель, конфигурацию и получите готовый эндпоинт для работы с ней.

Подробнее →

Поднимаем Agent Chat UI

Переходим к главному герою статьи. Сейчас мы поднимем полноценный AI-интерфейс буквально за несколько минут — без написания фронтенд-кода, без настройки WebSocket-соединений, без возни с UI-библиотеками. Просто клонируем, настраиваем три переменных окружения и запускаем.

Клонируем и настраиваем

git clone https://github.com/langchain-ai/agent-chat-ui
50b3fd722c5bd25e9cbe48593647fcda.png

Открываем проект в редакторе. В корне создаем .env:

NEXT_PUBLIC_API_URL=http://127.0.0.1:2024
NEXT_PUBLIC_ASSISTANT_ID=agent
LANGSMITH_API_KEY=lsv2_pt_...
NEXT_PUBLIC_AUTH_SCHEME=

Здесь:

  • NEXT_PUBLIC_API_URL — адрес LangGraph Server, который мы подняли на предыдущем шаге;

  • NEXT_PUBLIC_ASSISTANT_ID — имя графа. Смотрим в langgraph.json и берем оттуда — в нашем случае agent;

  • NEXT_PUBLIC_AUTH_SCHEME — оставляем пустым, вернемся к этой переменной в разделе про авторизацию.

Устанавливаем зависимости и запускаем:

npm install
ba2f3cebe117b824f2b22d3675f04b9a.png

Запустим в dev режиме:

npm run dev
a68f06e314837927b8743bc0336ac5e7.png

Переходим на http://localhost:3000.

95fdca07246469ab90c2d8f9d058aa3a.png

Что получили из коробки

И вот здесь стоит сделать паузу и оценить момент. Мы не написали ни строчки фронтенд-кода. Не описывали API-контракт, не поднимали WebSocket, не придумывали как отображать стриминг. Просто указали адрес нашего LangGraph Server — и получили готовый продукт, который выглядит и работает как ChatGPT. Это именно тот случай когда «из коробки» — не маркетинговое преувеличение.

Разберем что конкретно доступно прямо сейчас:

  • Стриминг токенов — работает сразу и работает правильно. Ответ появляется по мере генерации, пользователь не смотрит в пустой экран по 30 секунд ожидая результата. Для продакшн-интерфейса это не фича — это базовое требование, и здесь оно закрыто без нашего участия.

  • Размышления агента и вызовы инструментов — все видно в реальном времени. Как агент думает, какие инструменты вызывает, что получает в ответ. Если вам это не нужно — переключатель «Hide Tool Calls» скрывает технические детали и оставляет только финальный ответ.

  • Остановка генерации — кнопка «Cancel» прерывает ответ в любой момент. Мелочь, но без нее интерфейс ощущается незаконченным.

  • История тредов — в левой панели видны все предыдущие диалоги. Можно вернуться в любой из них и продолжить — контекст сохранен. Именно для этого мы и говорили про поддержку истории на бэкенде.

  • Загрузка файлов — кнопка «Upload PDF or Image» уже на месте. Работает если модель поддерживает мультимодальный ввод — Qwen3 умеет, так что это сразу в деле.

  • Отладочная панель — иконка в левом нижнем углу. Удобна в процессе разработки: показывает состояние графа, сообщения в треде и прочую техническую информацию прямо в браузере, не переключаясь в LangSmith.

Это довольно богатый набор для нулевых усилий с нашей стороны.

Такой подход особенно оправдан когда нужно быстро показать рабочий прототип заказчику или команде, развернуть внутренний инструмент в компании без выделенного фронтенд-разработчика, или просто проверить гипотезу не тратя недели на разработку UI.

Но «из коробки» — это стартовая точка, а не финал. Интерфейс на английском, один агент захардкожен в конфиге, некоторых нужных фич нет вовсе. Давайте это исправим.

Переводим проект на русский язык

Первое, что бросается в глаза при демонстрации проекта русскоязычной аудитории — интерфейс полностью на английском.

Хорошая новость: проект не использует библиотеки локализации вроде i18n. Все надписи зашиты прямо в JSX-разметку компонентов — значит, никакой магии с конфигами, просто находим строки и меняем.

Где искать

Весь пользовательский текст сосредоточен в src/components и нескольких файлах рядом:

  • src/providers/Stream.tsx — стартовая форма подключения: «Deployment URL», «Assistant / Graph ID», кнопка «Continue»;

  • src/components/thread/index.tsx — основной экран чата: плейсхолдер поля ввода, кнопки «Send» / «Cancel», переключатели;

  • src/components/thread/messages/* — подписи у сообщений и тултипы действий (копировать, редактировать, отправить снова);

  • src/components/thread/agent-inbox/* — блок Human-in-the-loop: кнопки «Approve», «Reject», уведомления о прерывании;

  • src/hooks/use-file-upload.tsx и src/lib/multimodal-utils.ts — тексты ошибок при загрузке файлов;

  • src/app/layout.tsx — заголовок и описание страницы в метаданных.

Быстро собрать список всех строк для перевода поможет простой grep по проекту:

grep -rnE 'placeholder=|aria-label=|toast\.(error|success)' src --include="*.tsx"

Что переводить, а что не трогать

Переводим только то, что реально видит пользователь: текст между тегами, значения атрибутов placeholder, aria-label, title, tooltip, сообщения toast-уведомлений.

Не трогаем:

  • бренды и имена собственные — Agent Chat, LangGraph, LangSmith;

  • строки внутри console.error(...) и throw new Error(...) — это технические логи для разработчика;

  • строковые литералы по которым в коде идет сравнение (type === "approve"), ключи localStorage, имена переменных окружения, MIME-типы.

И еще один момент который сэкономит время: заранее заведите небольшой словарь повторяющихся терминов и держитесь его во всех файлах.

Например: thread → «чат», tool calls → «вызовы инструментов», Submit → «Отправить», Reject → «Отклонить». Иначе один и тот же элемент в разных местах окажется назван по-разному — выглядит небрежно.

Проверяем результат

После правок проверяем что не разъехалась типизация:

npx tsc --noEmit

Если ошибок нет, а npm run dev показывает русский интерфейс — готово. Если переводить вручную не хочется — я уже сделал это за вас.

Просто клонируйте себе мой репозиторий с GitHub:

git clone https://github.com/Yakvenalex/Agent-chat-ui-habr

Клонируете, устанавливаете зависимости, запускаете — все уже на русском и с остальными фишками, которые я опишу далее.

64de0219a686bfb7d00356b2ec2ad572.png

Удаление чатов

По умолчанию история в боковой панели только накапливается — удалить ненужный диалог через интерфейс невозможно. При этом в REST API LangGraph нужный эндпоинт уже есть. Добавим кнопку удаления, чтобы пользователь мог навести порядок прямо из UI.

Логика удаления

Список тредов живет в ThreadProvider (src/providers/Thread.tsx). Там уже есть метод getThreads, который загружает диалоги через SDK-клиент. По той же схеме добавляем метод удаления — @langchain/langgraph-sdk умеет client.threads.delete() из коробки:

const deleteThread = useCallback(
  async (threadId: string): Promise<void> => {
    if (!apiUrl) return;
    const client = createClient(
      apiUrl,
      getApiKey() ?? undefined,
      authScheme || undefined,
    );

    await client.threads.delete(threadId);
    setThreads((prev) => prev.filter((t) => t.thread_id !== threadId));
  },
  [apiUrl, authScheme],
);

Обратите внимание на оптимистичное обновление: после успешного запроса мы не перезагружаем весь список с сервера, а просто вычеркиваем удаленный тред из локального состояния. Интерфейс реагирует мгновенно, без лишнего запроса. Не забудьте добавить deleteThread в тип контекста и в объект value, который провайдер отдает наружу.

Кнопка в списке

Теперь выводим крестик у каждого элемента в src/components/thread/history/index.tsx. Чтобы не загромождать интерфейс, показываем кнопку только при наведении на тред — связка классов group на контейнере и opacity-0 group-hover:opacity-100 на кнопке:

<div className="group relative w-full px-1">
  <Button /* открытие чата */>
    <p className="truncate pr-6 text-ellipsis">{itemText}</p>
  </Button>

  <button
    type="button"
    aria-label="Удалить чат"
    onClick={(e) => handleDelete(e, t.thread_id)}
    disabled={deletingId === t.thread_id}
    className="absolute top-1/2 right-2 -translate-y-1/2 rounded-md p-1 text-gray-400 opacity-0 transition-colors hover:bg-gray-200 hover:text-red-500 group-hover:opacity-100"
  >
    {deletingId === t.thread_id ? (
      <LoaderCircle className="size-4 animate-spin" />
    ) : (
      <X className="size-4" />
    )}
  </button>
</div>

Обработчик handleDelete решает три задачи: не дает клику провалиться на кнопку открытия чата (stopPropagation), показывает спиннер вместо крестика, пока идет запрос (состояние deletingId), и сбрасывает активный диалог если удалили именно его: 

const handleDelete = async (e, id) => {
  e.preventDefault();
  e.stopPropagation();
  if (deletingId) return;

  setDeletingId(id);
  try {
    await deleteThread(id);
    if (id === threadId) setThreadId(null);
    toast.success("Чат удален");
  } catch (error) {
    console.error(error);
    toast.error("Не удалось удалить чат");
  } finally {
    setDeletingId(null);
  }
};

Тосты дают пользователю понятную обратную связь — успех или ошибка. В итоге получаем полноценное удаление: крестик появляется при наведении, тред мгновенно исчезает из списка, активный диалог при необходимости сбрасывается корректно.

Добавляем в конец раздела после основного кода.

Важный нюанс с активным чатом. Если удаляется тред, который сейчас открыт, порядок операций имеет значение. Сначала нужно уйти с него — await setThreadId(null) — и только потом отправлять запрос на удаление:

if (id === threadId) await setThreadId(null);
await deleteThread(id);

setThreadId из nuqs возвращает промис обновления URL, поэтому await здесь не формальность — он гарантирует что useStream успеет переключиться на null и перестанет обращаться к состоянию треда до того как тот физически исчезнет на сервере. Без этого получите HTTP 404 в самый неподходящий момент.

e08bb3056e465f1fd509a09156b778a3.pngbfdb52db15f0505d054874725014f86f.png

Знакомимся с остальными агентами

Помните, в начале статьи мы говорили что в langgraph.json у нас висит три агента, а к фронту подключили пока только одного? Пришло время исправить это — но сначала познакомимся с теми двумя, которые еще не в деле.

"graphs": {
    "agent": "./src/agent/graph.py:graph",
    "router_agent": "./src/agent/router_graph.py:graph",
    "chef_agent": "./src/agent/chef_graph.py:graph"
  }

router_agent — диспетчер с несколькими специализациями

Если первый agent — это универсал с одним мешком инструментов, то router_agent устроен принципиально иначе. Это уже не один узел, а небольшая мультиагентная схема с маршрутизацией. В начале графа стоит узел-роутер: отдельная LLM с одной-единственной задачей — посмотреть на запрос пользователя и одним словом решить, куда его отправить.

Дальше срабатывает условное ребро, и запрос уходит в одну из трех веток:

  • chat — обычная беседа без инструментов: шутка, мнение, объяснение. Самый быстрый путь, внешние данные не дергаются;

  • web_agent — веб-исследователь: читает произвольные страницы, ищет в Википедии, знает где сейчас МКС и что в топе Hacker News;

  • data_agent — специалист по актуальным данным и расчетам: погода, курсы криптовалют, конвертация валют, точная арифметика, текущее время и работа с часовыми поясами.

Главная фишка — у каждой ветки свой системный промпт и свой набор инструментов, а web_agent и data_agent внутри работают как полноценные ReAct-циклы. То есть роутер не просто «угадывает категорию», а передает управление профильному под-агенту, заточенному именно под этот класс задач.

Отдельно стоит отметить решение по самому роутеру: он не использует function calling и structured output, а возвращает один токен текстом который мы парсим вручную. Так маршрутизация не зависит от капризов модели с вызовом функций и остается предсказуемой.

chef_agent — узкопрофильный эксперт

Третий агент — другая крайность спектра. Если router_agent показывает, как расширяться вширь (много тем, маршрутизация между ними), то chef_agent — это движение вглубь. Намеренно узкий специалист: шеф-повар и нутрициолог, который не делает ничего кроме еды. Архитектурно простой (тот же ReAct-цикл), но вся его «экспертность» собрана из двух вещей: фокусного набора инструментов и сильного доменного промпта, который задает роль, тон и границы.

Инструментарий (все API публичные, без ключей):

  • product_nutrition — состав и пищевая ценность на 100 г: калории, БЖУ, сахара, соль, NutriScore через Open Food Facts;

  • find_recipes_by_ingredient — какие блюда можно приготовить из заданного ингредиента через TheMealDB;

  • get_recipe — полный рецепт по названию: ингредиенты с граммовками, шаги и фото;

  • random_meal — случайное блюдо с рецептом, на случай «не знаю что приготовить».

Несколько характерных деталей. Эксперт держит границы темы: на вопрос не про еду мягко отвечает, что это вне его специализации — прямое следствие доменного промпта. Кулинарные API понимают в основном английский, поэтому агент переводит запрос перед вызовом инструмента, а ответ возвращает на русском. Тулзы устойчивы к реальным сбоям: Open Food Facts любит отвечать 503 под нагрузкой, поэтому запросы идут с ретраями и backoff, а агент проинструктирован честно помечать когда дополняет ответ из собственных знаний.

Вместе три агента дают наглядный срез архитектурных подходов: генералист (agent) → диспетчер-мультиагент (router_agent) → узкий эксперт (chef_agent).

Теперь, когда познакомились, подключим всех троих к фронту и дадим пользователю возможность переключаться между ними прямо в интерфейсе.

Выбор агента: подключаем несколько графов

Бэкенд у нас уже отдает три графа, фронтенд пока знает только об одном. Исправим это — добавим переключатель агентов прямо в шапку интерфейса.

Шаг 1. Список агентов в переменной окружения

Начнем с конфигурации. Чтобы не хардкодить состав агентов в коде, опишем его одной строкой в .env — имена графов через запятую:

# Имена графов, между которыми можно переключаться в UI.
# Первый в списке — агент по умолчанию.
NEXT_PUBLIC_ASSISTANT_IDS=agent,router_agent,chef_agent

Префикс NEXT_PUBLIC_ обязателен: переменная нужна на клиенте, так как переключатель работает в браузере.

Хочу подчеркнуть, Next.js подставляет такие переменные на этапе сборки, поэтому после правки .env сервер разработки нужно перезапустить.

Шаг 2. Разбираем переменную в конфиг

Создаем модуль src/lib/agents.ts, который превращает строку из .env в готовый список агентов. ID берем из окружения, человекочитаемые подписи — из небольшого словаря. Если для какого-то ID подписи нет, она соберется из самого ID (router_agent → Router Agent):

// src/lib/agents.ts
const AGENT_META: Record<string, { label: string; description: string }> = {
  agent:        { label: "Генералист",  description: "Универсальный агент на все случаи" },
  router_agent: { label: "Диспетчер",   description: "Мультиагент: маршрутизирует запрос" },
  chef_agent:   { label: "Шеф-эксперт", description: "Узкий специалист в своей области" },
};

function parseAgentIds(): string[] {
  const ids = (process.env.NEXT_PUBLIC_ASSISTANT_IDS ?? "")
    .split(",")
    .map((value) => value.trim())
    .filter(Boolean);

  if (ids.length === 0) {
    return [process.env.NEXT_PUBLIC_ASSISTANT_ID?.trim() || "agent"];
  }
  return ids;
}

export const AGENTS = parseAgentIds().map((id) => ({
  id,
  label: AGENT_META[id]?.label ?? prettifyId(id),
  description: AGENT_META[id]?.description ?? "",
}));

export const DEFAULT_AGENT_ID = AGENTS[0].id;

Добавить или убрать агента теперь можно прямо в .env, не трогая код. Разделение чистое: что подключать — в переменной окружения, как подписать — в словаре.

Шаг 3. Одна точка опоры — assistantId

Прежде чем рисовать UI, важно понять как агент вообще «выбирается» в проекте. Все держится на единственном параметре — assistantId. Он хранится в URL через nuqs и пробрасывается сразу в два места:

  • в хук useStream — кто обрабатывает сообщения;

  • в поиск истории — треды какого графа показывать в боковой панели.

Значит, чтобы переключить агента, достаточно поменять это одно значение — остальное подтянется автоматически. Именно поэтому правок в итоге минимум.

Шаг 4. Компонент-переключатель

Сам AgentSwitcher — легкий выпадающий список на обычном useState, без новых UI-библиотек. Вся суть в обработчике выбора:

const handleSelect = async (id: string) => {
  setOpen(false);
  if (id === currentId) return;
  // Чаты привязаны к агенту: сначала уходим с текущего треда, потом меняем агента
  await setThreadId(null);
  setAssistantId(id);
};

Порядок здесь принципиален. Сначала await setThreadId(null) — сбрасываем открытый чат, потому что он принадлежал прежнему агенту и у нового графа его попросту нет. И только потом setAssistantId(id) записывает нового агента в URL, после чего стрим пересоздается под выбранный граф.

Готовый <AgentSwitcher /> встраиваем в шапку — и до начала диалога, и во время него, рядом с логотипом.

Шаг 5. Обновляем историю под выбранного агента

Последняя деталь: список тредов в боковой панели загружался только один раз при монтировании. Чтобы при переключении агента показывались именно его чаты, добавляем assistantId в зависимости эффекта:

const [assistantId] = useQueryState("assistantId");

useEffect(() => {
  setThreadsLoading(true);
  getThreads().then(setThreads).catch(console.error)
    .finally(() => setThreadsLoading(false));
}, [assistantId]); // ← перезагрузка при смене агента

Шаг 6. Убираем форму первичной настройки

Есть неочевидный момент. Если задать только NEXT_PUBLIC_ASSISTANT_IDS и забыть про старую NEXT_PUBLIC_ASSISTANT_ID, приложение решит что агент не выбран и покажет форму первичной настройки.

Чтобы этого не происходило, даем assistantId откат на первого агента из списка — в провайдере стрима и в поиске тредов:

const finalAssistantId = assistantId || envAssistantId || DEFAULT_AGENT_ID;

Теперь выбор агента в шапке мгновенно меняет и собеседника, и историю переписки под него. А поскольку все завязано на один параметр assistantId, расширение списка — это одна строчка в .env: добавили четвертого агента в NEXT_PUBLIC_ASSISTANT_IDS, перезапустили сервер — и он уже доступен в переключателе.

744a8a89e78db27faf43a92b43158f72.pnge257e958e119fe5dbea9183b09ccb550.png

Добавляем авторизацию на бэкенде

К этому моменту три агента крутятся на локальном сервере и до них может достучаться кто угодно, кто знает адрес. Перед тем как прикручивать авторизацию на фронтенд — закроем бэкенд простой Bearer-авторизацией: каждый запрос к API должен принести токен в заголовке Authorization, иначе отказ. LangGraph дает для этого официальный механизм — декоратор @auth.authenticate.

Реализация уместится в три шага

Шаг 1. В .env кладем токен, в .env.example — плейсхолдер чтобы настоящий не утек:

AUTH_SECRET_TOKEN=ваш_секретный_токен

Шаг 2. Создаем src/auth.py

import os

from dotenv import load_dotenv
from langgraph_sdk import Auth
from starlette.exceptions import HTTPException

load_dotenv()

auth = Auth()
SECRET_TOKEN = os.getenv("AUTH_SECRET_TOKEN", "")


@auth.authenticate
async def authenticate(authorization: str | None) -> str:
    if not authorization or not authorization.startswith("Bearer "):
        raise HTTPException(
            status_code=401,
            detail="Missing or malformed Authorization header",
            headers={"WWW-Authenticate": "Bearer"},
        )

    token = authorization.removeprefix("Bearer ").strip()
    if not SECRET_TOKEN or token != SECRET_TOKEN:
        raise HTTPException(status_code=403, detail="Invalid token")

    return "user"

Шаг 3. Регистрируем в langgraph.json

{
  "auth": {
    "path": "./src/auth.py:auth",
    "disable_studio_auth": false
  }
}

Готово. Запрос без токена ловит 401, с верным токеном — отрабатывает штатно. Но за этой простотой прячется несколько мест где легко запутаться — и именно о них стоит рассказать, потому что в документации они либо размазаны, либо описаны неточно.

Нюанс 1. 401 против 403: почему официальный пример «не работает»

В документации LangGraph для отказа предлагают бросать Auth.exceptions.HTTPException(status_code=401, ...). Делаешь по доке — клиент получает 403 вместо 401.

Причина внутри самого LangGraph: auth-слой ловит Auth.exceptions.HTTPException и превращает любой отказ в AuthenticationError, теряя при этом статус-код и заголовки, после чего отдает жестко зашитый 403. То есть и 401, и 403 поднятые через Auth.exceptions на проводе становятся 403 — и в dev, и в проде.

Лечится это тем, что видно в коде выше: бросаем starlette.exceptions.HTTPException. Auth-слой пропускает starlette-исключение как есть, не схлопывая — поэтому до клиента доходит честный 401 с заголовком WWW-Authenticate: Bearer. Это не хак: пробрасывание starlette HTTPException заложено в код намеренно.

Семантику тоже стоит соблюдать: 401 — не аутентифицирован (нет или битый токен), 403 — аутентифицирован, но доступ запрещен (токен есть, но неверный). В нашем хендлере именно так.

Нюанс 2. disable_studio_auth — флаг с обратной интуицией

Самое коварное место. По названию кажется, что disable_studio_auth: true отключает авторизацию для Studio и тот начинает работать свободно.

На деле все наоборот:

Значение

Что происходит со Studio

false

Studio работает — для него включен доверенный проход в обход вашей проверки

true

Studio-байпас выключен → запросы Studio идут через ваш Bearer → без токена ловит 401

Запомнить проще так: флаг отключает не «авторизацию Studio», а встроенный механизм который пускает Studio мимо вашего хендлера. Хотите визуально дебажить граф — оставляйте false. Хотите закрыть вообще все включая Studio — ставьте true.

Нюанс 3. Два разных «LangSmith» — не путать

Когда возникает вопрос «А трейсинг не сломается?» — важно понимать что это две независимые вещи.

LangSmith-трейсинг — сервер сам отправляет трейсы в api.smith.langchain.com по LANGSMITH_API_KEY. Это исходящие вызовы, наша авторизация защищает входящие — трейсинг работает всегда и от нее не зависит.

LangSmith Studio — подключается к вашему серверу как входящий клиент, и его поведение определяет disable_studio_auth из нюанса выше.

Нюанс 4. Dev-пропуск Studio — это «пустой» пропуск

Важная оговорка по безопасности о которой легко забыть. В локальном langgraph dev при disable_studio_auth: false Studio использует StudioNoopAuthBackend — он доверяет любому запросу с заголовком x-auth-scheme: langsmith. То есть локально авторизацию можно обойти так:

curl -H "x-auth-scheme: langsmith" ...  # пройдет без токена

Нюанс 5. Проверять нужно на правильном эндпоинте

Тестируя авторизацию легко обмануться: служебный health-check /ok намеренно не требует токена и всегда отдает 200.

Проверять нужно на реальной ручке:

# без токена → 401
curl -i -X POST http://localhost:2024/assistants/search \
  -H "Content-Type: application/json" -d '{}'

# с токеном → 200
curl -s -X POST http://localhost:2024/assistants/search \
  -H "Authorization: Bearer ваш_секретный_токен" \
  -H "Content-Type: application/json" -d '{}'

И еще одна частая ловушка: секции auth и disable_studio_auth читаются только при старте сервера. Код графов dev-сервер перезагружает на лету, а изменения в langgraph.json — нет. Поменяли конфиг авторизации — перезапустите langgraph dev, иначе будете смотреть на старое поведение и недоумевать.

Для разработки оставляем disable_studio_auth: false — API под токеном, Studio доступен для отладки. На проде токен защищает REST-поверхность которую дергает фронт, а доступ к Studio валидируется через LangSmith. Дальше прикручиваем фронтенд — и он будет ходить к бэкенду уже с этим токеном.

Авторизация на фронте

До этого момента фронтенд общался с LangGraph Server открыто. Как только на сервере включается защита — каждый запрос упирается в 401 Unauthorized. Разберем, что нужно сделать на фронте, и честно поговорим о границах того, что получится.

Что происходит на бэкенде

LangGraph перехватывает каждый входящий запрос через @auth.authenticate. Логика простая: сервер сверяет заголовок Authorization с секретом из AUTH_SECRET_TOKEN. Нет заголовка — 401, токен неверный — 403, токен совпал — пропускаем.

Важный момент: авторизация навешивается на сервер целиком, а не на отдельный граф. Все три агента сразу под защитой — фронтенд обязан слать токен в каждом запросе, будь то стрим сообщений или загрузка истории.

Что делаем на фронте

Задача сводится к одному: добавить заголовок Authorization: Bearer <token> в каждое обращение к серверу.

Токен кладем в .env:

NEXT_PUBLIC_AUTH_TOKEN=ваш_секретный_токен  # тот же что AUTH_SECRET_TOKEN на бэке

Заводим маленький хелпер чтобы не разбрасывать process.env по коду: 

// src/lib/api-key.tsx
export function getAuthToken(): string | undefined {
  return process.env.NEXT_PUBLIC_AUTH_TOKEN || undefined;
}

Теперь главное: фронтенд обращается к серверу не из одного места, а из трех, и каждое поднимает своего клиента.

Значит заголовок нужно добавить во всех трех точках:

  • стрим сообщений — хук useTypedStream в Stream.tsx;

  • история чатов — createClient которым пользуются getThreads и deleteThread;

  • проверка доступности графа — отдельный fetch на /info.

Везде выглядит одинаково — заголовок подставляется только если токен задан, чтобы локальная разработка без защиты продолжала работать:

const authToken = getAuthToken();

defaultHeaders: {
  ...(authToken && { Authorization: `Bearer ${authToken}` }),
}

Отдельно отмечу, что мы не трогали. В проекте уже есть getApiKey() — но это ключ для LangGraph Cloud, который SDK отправляет в заголовке x-api-key. Другой механизм, к нашему секрету отношения не имеет — оставляем как есть.

После перезапуска npm run dev в DevTools → Network видно Authorization: Bearer ... в каждом запросе. Сообщения стримятся, история подгружается, 401 исчез.

О границах этого решения

Формально задача закрыта — сервер защищен, фронтенд авторизуется. Но нужно ясно понимать что именно мы построили, и все ограничения растут из префикса NEXT_PUBLIC_.

Токен уезжает в браузер. Все что помечено NEXT_PUBLIC_ Next.js вшивает в клиентский бандл на этапе сборки. Секрет физически оказывается на странице — его видно в DevTools и исходниках. Любой посетитель может его достать и обращаться к серверу напрямую в обход интерфейса.

Токен один на всех. Это не «вход пользователя», а общий пароль от двери. Нельзя понять кто сделал запрос, нельзя отозвать доступ у конкретного человека, нельзя разграничить права. На бэке это видно буквально — identity всегда возвращается как «user».

Токен статичен. Фиксируется при сборке и живет до следующей. Нельзя сгенерировать после входа, нельзя протухнуть по таймеру, нельзя обновить — это константа, не сессия.

Иначе говоря, мы не построили систему авторизации — мы повесили на сервер один замок и раздали от него ключ всем сразу. Для локального запуска, демонстрации и учебного проекта этого достаточно. Для прода — нет.

Как авторизация должна выглядеть в реальном продакшене

Настоящая авторизация — это ответственность бэкенда, не фронта. Фронтенд лишь «носит» токен; решает кому его выдать и насколько он валиден — сервер.

В минимальном проде это три вещи:

  • Сервис пользователей и токенов. Отдельный модуль с хранилищем пользователей, который проверяет логин/пароль и выдает токены — у каждого свой, со сроком жизни и возможностью отзыва. Вместо token == SECRET_TOKEN появляется полноценная проверка: кто это, что ему можно, не истек ли токен.

  • Эндпоинт входа. POST /login принимает учетные данные и возвращает токен. После входа токен живет в рантайме — в localStorage, cookie или памяти браузера, — а не в переменной сборки. Никакого NEXT_PUBLIC_: значение динамическое и у каждого свое.

  • Секрет не доходит до браузера. Запросы к LangGraph идут не напрямую с клиента, а через серверный прокси Next.js — в репозитории для этого уже есть заготовка: langgraph-nextjs-api-passthrough и роут src/app/api/[..._path]/route.ts. Браузер ходит на свой /api, реальный токен подставляется на сервере и наружу не утекает.

При этом наша работа на фронте никуда не девается — те же три точки куда мы прокинули Authorization остаются. Меняется только источник токена: не статичный process.env, а то что вернул логин, и не напрямую а через прокси. Граница проходит четко: фронтенд отвечает за то чтобы токен оказался в заголовке, бэкенд — за то чтобы этому токену можно было верить.

Приступаем к деплою

Что ж, настало время выпустить наш проект в мир.

До этого момента все крутилось локально — и бэкенд, и фронтенд. Это удобно для разработки, но показать такое коллегам или заказчику уже не получится. Исправим это прямо сейчас.

Я решил показать полный цикл — от покупки домена до работающего сервиса по красивому адресу. Никаких «А сервер у меня уже был» — берем все с нуля и на одной площадке.

В качестве провайдера выбрал Selectel: домен и VPS покупаются в одном личном кабинете, DNS настраивается там же, без лишних телодвижений между разными сервисами.

План такой: сначала регистрируем домен, затем поднимаем бюджетный VPS — LLM у нас уже живет на отдельном сервере из первой части, так что гнаться за мощностями не нужно.

Дальше разворачиваем бэкенд, поднимаем фронтенд и через Nginx прикручиваем ко всему этому доменное имя с SSL. На выходе — полноценный сервис в интернете, где LangGraph API закрыт внутри машины и недоступен снаружи, а пользователь видит только чистый интерфейс по вашему домену. Начнем с домена.

Берем доменное имя

Регистрируемся в панели управления, если ранее не было там регистрации.

Далее переходим в раздел управления DNS. Для этого нажимаем Продукты и в поле «Внешние сетевые сервисы» нажимаем на Домены. Тут же вы найдете вкладку Доменные зоны. Сейчас нас будут интересовать Домены.

0bdc205ac270d2885fecf8ca870975c8.png

Пополняем личный кабинет и затем кликаем на Зарегистрировать домен.

c386adcf71c1d40d80435e7c4da086da.png

На новом экране проверяем чтоб доменное имя было свободно. Если оно свободно — кликаем на оформить.

Далее, в новом окне, даем согласие на обработку персональных данных и кликаем на оформить повторно. Если все прошло корректно, то в списке доменов вы увидите купленный вами домен:

35f762f32d7475a146f57bf3d5253ad2.png

При желании можно отключить автопродление. Далее переходим в раздел «Доменные зоны» и нажимаем Добавить зону.

921c7132c0712b7d397fc72eb9da901b.png

Ожидайте, пока домен получит статус «Делегирован». Изменения вносятся в реестр за один рабочий час, но для полной работы DNS-серверов может потребоваться до 24 часов.

8d9cf211e2c705e8198cf0e8c17cc685.png

Теперь, пока ожидаем перехода доменной зоны в статус «Делегирована», займемся арендой VPS-сервера, а затем и его настройкой с последующим запуском на нем наших двух проектов.

Арендуем VPS сервер

Так как облачная LLM у нас крутится на отдельной машине, сегодня мы будем брать самый базовый облачный VPS без видеопамяти и с минимальным количеством ресурсов.

Переходим в раздел Продукты → Облачные серверы. Далее кликаем на Создать сервер и выбираем подходящий для себя VPS-сервер.

На скрине ниже демонстрирую, с какими ресурсами я выбрал сервер под сегодняшнюю задачу:

  • 1 vCPU;

  • 2 ГБ RAM;

  • 15 ГБ Универсальный SSD диск.

87d0b92d1e0368c0f27510ef4922d7df.png

Сервер будет активен через пару минут, в чем вы сможете убедиться в разделе «Серверы».

93cee3245bb911117a19f73708341a2d.png

При аренде сервера мы заполняли поле с SSH-ключем. Поэтому, если все было настроено корректно, то команды ssh root@ваш_ip будет достаточно для входа на сервер.

cb68720dc99c522f57d3d28b00f7ee52.png

Вход без запроса пароля.

25f5de8473175bbc297208a7f69590df.gif

Новые GPU в облаке Selectel от 132,18 ₽/час

Видеокарты для ресурсоемких задач — NVIDIA® H200, RTX™ 6000 Pro.

Подробнее →

Настраиваем VPS-сервер

Первое, что делаем на любом свежем сервере — обновляем пакеты:

apt update && apt upgrade -y
72814158e56cd194e8924933d70e66f9.png

Ставим Docker и Docker Compose

LangGraph CLI в продакшен-режиме работает через Docker — поднимает полный стек через Docker Compose. Поэтому Docker нам обязателен.

# ставим зависимости
apt install -y ca-certificates curl gnupg

# добавляем официальный репозиторий Docker
install -m 0755 -d /etc/apt/keyrings
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /etc/apt/keyrings/docker.gpg
chmod a+r /etc/apt/keyrings/docker.gpg
echo \
  "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] \
  https://download.docker.com/linux/ubuntu \
  $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
  tee /etc/apt/sources.list.d/docker.list > /dev/null

# устанавливаем
apt update
apt install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
c7ed4f5a057414055bc7c157b4959b04.png

Проверим, что все корректно установилось:

docker --version
docker compose version
e811fadbf7976e0e5c845d2c3adc78c8.png

Поднимаем GraphCLI

Для начала давайте определимся с папкой на сервере в которую мы будем ставить наши проекты (GraphCli и AgentUI).

Я создам папку /opt/yakvenalex и буду клонировать проекты туда:

mkdir /opt/yakvenalex && cd /opt/yakvenalex
4180d82d953d03f659016e8c04bddd3e.png

Поставим GIT на машину:

apt install git
9d7f16d45906c2487b3c19f634ee0a8b.png

Клонируем проект:

git clone https://github.com/Yakvenalex/HabrGraphCLI
e0e565945288e568b1c136ad532fb4cf.png

Теперь поднимем проект в прод-режиме. В прошлой части процесс описывал детально, поэтому сейчас буду к нему возвращаться минимально.

Заходим в папку с проектом, создаем внутри файл .env и заполняем переменные окружения.

cd HabrGraphCLI && nano .env
2cb48a7083aeab68f4ffb47ce3c5b86b.png

Для сохранения комбинация Ctrl+X, затем Y и затем Enter.

Теперь, для того чтоб собрать проект в продовой среде, нам необходимо установить некоторые дополнительные зависимости.

Вводим:

apt install -y python3 python3-pip python3-venv

Теперь поднимем виртуальное окружение и установим сам GraphCLI (это нам нужно будет для выполнения команды для компиляции проекта в продовой среде).

python3 -m venv venv
source venv/bin/activate
pip install "langgraph-cli[inmem]" —break-system-packages
5975a11c1214f4452bcecf68d94b8506.png

Теперь можно собрать образ:

4cb9ce061e214862c98864606a816bde.png
langgraph build -t habr-graph-cli

CLI прочитает langgraph.json, подтянет зависимости из pyproject.toml и соберет образ. При первой сборке это займет несколько минут.

Запускаем в прод-режиме:

langgraph up

Если вы видите после ввода этой команды картину, как на скрине ниже, то все запустилось у нас корректно.

e2662a911f33e063db89eafd1e8edc53.png

Остановим и запустим сервер в фоне.

Ctrl + C
langgraph up --wait

--wait дожидается старта и возвращает управление

Проверим, что все контейнеры успешно запущены.

d0a3ab8615f1049268416df2a646ca74.png
docker ps

Видим три контейнера: LangGraph API, Redis и PostgreSQL — все в статусе healthy. Стек поднялся полностью.

Теперь обратите внимание на колонку PORTS. Здесь есть важный момент который нельзя пропустить:

  • Redis (6379) — доступен только внутри Docker-сети, наружу не торчит. Все правильно;

  • PostgreSQL — биндится на 0.0.0.0:5433, то есть доступен на всех интерфейсах;

  • LangGraph API — биндится на 0.0.0.0:8123, тоже на всех интерфейсах.

Docker Compose по умолчанию биндит проброшенные порты на все интерфейсы — это его стандартное поведение. Само по себе не критично, но закрыть лишнее файрволом обязательно. Наружу должны смотреть только 80 и 443 — все остальное только внутри машины.

Устанавливаем ufw (файервол), если еще не стоит:

apt install ufw
Затем откроем только конкретные порты:
ufw allow 22
ufw allow 80
ufw allow 443
ufw enable
5d446208ae9ac45edc0ab78dde298226.png

После этого PostgreSQL и LangGraph API физически недоступны снаружи, даже несмотря на 0.0.0.0 в выводе docker ps.

И еще один момент который стоит зафиксировать: в dev-режиме LangGraph Server слушал на порту 2024, в продовом запуске через langgraph up порт изменился на 8123. Это важно — в .env фронтенда нужно будет указать именно его:

NEXT_PUBLIC_API_URL=http://127.0.0.1:8123

Не забудьте об этом когда будете настраивать фронтенд — иначе получите ошибку подключения и будете долго искать причину.

Поднимаем фронтенд

Деактивируем виртуальное окружение и переходим в корневую папку с нашими проектами: 

deactivate && cd ../

Теперь клонируем уже фронтенд-проект:

git clone https://github.com/Yakvenalex/Agent-chat-ui-habr
f02f49bfe41f37192360f669f10ed555.png

Затем переходим в папку с проектом.

Внутри создаем файл .env и ставим в него необходимые переменные окружения:

cb880d74a2a9486713b2356134570e3a.png
nano .env
Ctrl + X, Y, Enter

Обратите внимание на NEXT_PUBLIC_API_URL — указываем внутренний адрес с портом 8123, именно на нем крутится LangGraph Server в продовом режиме.

Ставим Node.js 20 через NodeSource:

curl -fsSL https://deb.nodesource.com/setup_20.x | bash -
apt install nodejs -y

Проверяем, что установилось:

node -v
npm -v
f2fb15f2eec32bf783178c9338b1ecac.png

Устанавливаем зависимости и собираем продовый билд:

npm install
npm run build

Запускаем:

npm start
cf402dbe2f220c59ed7af603f7d71e5e.png

Видим, что проект поднялся, но как только закроем терминал, процесс остановится.

Логично было бы создать Dockerfile и поднять образ через Docker — но для демонстрационного проекта это лишний оверхед. Пойдем по более короткому пути через PM2.

Останавливаем фронт. Для этого нажимаем CTRL + C.

Устанавливаем PM2 глобально:

npm install -g pm2

Запускаем фронтенд через PM2:

pm2 start npm --name "agent-chat-ui" -- start

Настраиваем автозапуск при перезагрузке сервера:

pm2 startup

PM2 автоматически создаст systemd-сервис и включит его. Сохраняем текущий список процессов: 

pm2 save

Проверяем что все работает:

pm2 status
20fc06612720dd54819f55099d4446f0.png

Видим наш процесс agent-chat-ui в статусе online. Фронтенд живет независимо от терминала — можно закрывать сессию.

Несколько полезных команд на будущее:

pm2 logs agent-chat-ui     # смотреть логи
pm2 restart agent-chat-ui  # перезапустить
pm2 stop agent-chat-ui     # остановить

Фронтенд поднят и работает. Осталось прикрутить к нему домен через Nginx — и сервис будет доступен по красивому адресу.

Проверим, что фронтенд отвечает:

curl http://127.0.0.1:3000
4a20c04d8816788e329ac79c63e5c398.png

Настраиваем Nginx и SSL

Фронтенд работает на 127.0.0.1:3000 — снаружи не виден. Теперь поставим Nginx который будет принимать запросы на 80 и 443 порты и проксировать их на фронт. Плюс сразу получим SSL-сертификат через Certbot.

Устанавливаем Nginx и Certbot:

apt install nginx certbot python3-certbot-nginx -y

Настраиваем DNS

Прежде чем двигаться дальше — важный момент. Certbot при выпуске сертификата обращается к вашему домену и проверяет что он реально указывает на этот сервер. Если A-запись не настроена, сертификат не выпустится.

Заходим в личный кабинет Selectel → Продукты и в поле «Внешние сетевые сервисы» нажимаем на Доменные зоны и убеждаемся, что статус изменился на «Делегирована».

cf5888a54f9febaf5b6d792113f15929.png

Если этот так, то кликаем на домен и проваливаемся в меню управления DNS-записями.

5b2f82c402062db84a8a57b8d1d2d290.png

И добавляем две А-записи.

14d01b59498f15d5c7dd3a2ae0bd91ae.png

С пустым именем группы:

0145e465d8ab7ca8046fd62775663d92.png

На выходе получаем это:

5f29d01a31452d8708de1844d6de7fb0.png

После сохранения DNS propagation может занять от нескольких минут до нескольких часов. Проверить с любой машины, что домен уже указывает на наш сервер, можно командой:

ping ваш_домен.ru
2dda77bd04211cdef4b957e641720426.png

Если в ответе видите IP вашего VPS — можно двигаться дальше.

Готовим конфиг Nginx

Создаем конфигурационный файл для нашего домена:

nano /etc/nginx/sites-available/agent-chat-ui

Вставляем конфиг: 

server {
    listen 80;
    server_name ваш_домен.ru www.ваш_домен.ru;

    location / {
        proxy_pass http://127.0.0.1:3000;
        proxy_http_version 1.1;
        proxy_set_header Upgrade $http_upgrade;
        proxy_set_header Connection 'upgrade';
        proxy_set_header Host $host;
        proxy_set_header X-Real-IP $remote_addr;
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
        proxy_cache_bypass $http_upgrade;
    }
}
eef5a2c17801a0000d795f85551c9208.png

Активируем конфиг и проверяем что нет синтаксических ошибок:

ln -s /etc/nginx/sites-available/agent-chat-ui /etc/nginx/sites-enabled/
nginx -t
0c6483558d9bbb515e14687b94a501ec.png

Перезапускаем Nginx:

systemctl restart nginx

Получаем SSL-сертификат 

certbot --nginx -d ваш_домен.ru -d www.ваш_домен.ru
e8f2d3e0a5c3d37007ac1209c763db6f.png

Certbot попросит email для уведомлений об истечении сертификата, примет соглашение — и автоматически получит сертификат и обновит конфиг Nginx для работы по HTTPS. После этого проверяем:

systemctl status nginx

Настраиваем фронтенд для работы в проде

Прежде чем открывать браузер — важный момент. Из-за того что порт 8123 закрыт файрволом и из-за особенностей Next.js (NEXT_PUBLIC_ переменные вшиваются в клиентский бандл и выполняются в браузере пользователя, а не на сервере), прямое подключение фронта к 127.0.0.1:8123 работать не будет. Браузер будет искать этот адрес на машине пользователя, а не на сервере.

Решаем это через встроенный в проект API Passthrough — Next.js сам проксирует запросы на LangGraph изнутри сервера. Браузер ходит на наш домен, сервер проксирует дальше на 127.0.0.1:8123. Порт наружу не открываем.

Обновляем .env фронтенда:

nano /opt/yakvenalex/Agent-chat-ui-habr/.env
# сервер ходит на LangGraph напрямую — без NEXT_PUBLIC_
LANGGRAPH_API_URL=http://127.0.0.1:8123

# браузер ходит на свой же Next.js через домен
NEXT_PUBLIC_API_URL=https://ваш_домен.ru/api
# остальное без изменений
NEXT_PUBLIC_ASSISTANT_IDS=agent,router_agent,chef_agent
NEXT_PUBLIC_AUTH_TOKEN=ваш_токен
NEXT_PUBLIC_AUTH_SCHEME=

Пересобираем и перезапускаем: 

bashnpm run build
pm2 restart agent-chat-ui

Теперь открываем браузер и переходим на https://ваш\_домен.ru — должен открыться наш AI-интерфейс с валидным SSL-сертификатом.

3c1dbc1ba0b9369083629765a929a6f0.png

Напомню про безопасность: наружу через файрвол у нас торчат только порты 80 и 443. LangGraph API на порту 8123 и PostgreSQL на 5433 закрыты — доступны только внутри машины. Пользователь видит только чистый интерфейс по вашему домену, до бэкенда снаружи не добраться.

Итоги

Вот мы и добрались до финала.

Давайте зафиксируем что сделали в этой части.

Мы взяли уже работающий агентный бэкенд из прошлых статей, добавили к нему двух новых агентов с разной архитектурой, закрыли API Bearer-авторизацией — с разбором нюансов которых нет в официальной документации.

Затем развернули профессиональный Next.js-фронтенд, кастомизировали его под реальное использование: перевели на русский, добавили переключатель между агентами, удаление чатов, авторизацию во всех точках. И выкатили все это на боевой сервер с доменом и SSL.

Теперь посмотрим на картину целиком — что мы построили за три части:

  • Часть 1 — подняли облачную LLM на 16 ГБ VRAM через vLLM, получили OpenAI-совместимый API и научились с ним работать;

  • Часть 2 — собрали агентный бэкенд на LangGraph с MCP-серверами, получили полноценный REST API через LangGraph Server и обернули его в FastAPI-сервис;

  • Часть 3 — дали всему этому лицо. Развернули production-ready фронтенд, настроили авторизацию, задеплоили с доменом в приватный контур;

Итоговая схема того, что работает сейчас:

eff8518e4aa34b50c4d7af37621f43db.png

Это полноценный AI-продукт, который работает на вашей инфраструктуре, под вашим контролем, без зависимости от OpenAI и без утечки данных наружу. Именно к этому мы и шли.

Что можно делать дальше, если хочется развивать этот стек

  • заменить общий Bearer-токен на полноценную систему пользователей с JWT и ролями;

  • добавить собственные MCP-серверы под конкретную предметную область — корпоративные данные, внутренние API, базы знаний;

  • докрутить агентов под реальные бизнес-задачи: анализ документов, работа с БД, интеграция с внутренними системами;

  • заменить agent-chat-ui на полностью кастомный фронтенд когда бизнес-требования вырастут из готового решения.

Цикл закрыт. Спасибо всем, кто прошел этот путь вместе — от первого vllm serve до работающего сервиса по своему домену. Если были вопросы по ходу — пишите в комментариях, разберемся.

Все репозитории из цикла:

Источник

Теги

Категория

Новости

Дата

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

    For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.

  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.26 15:08 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

    I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm

  • 02.07.26 01:31 Robin Hale

    I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm

  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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

  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

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

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.07.26 21:38 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.07.26 19:24 laimqq90

    I recommend Marie when it comes to recovering lost/stolen ust/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only * ([email protected] and WhatsApp +1 7127594675 successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER

  • 17.07.26 20:12 martinsjude080

    Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam

  • 18.07.26 17:12 Malthe Larsen

    My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm

  • 18.07.26 17:42 پریا رضایی

    OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm

  • 18.07.26 17:46 Adem Akışık

    I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146

  • 18.07.26 23:51 bernalzenaida

    WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.

  • 19.07.26 04:10 Fraddy Pual

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:54 kimberlyhebertt6877

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

  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.07.26 17:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.07.26 16:21 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.08.26 15:05 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.08.26 20:05 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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

  • 04.08.26 12:37 kimberlyhebertt6877

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

  • 06.08.26 08:11 ROMMYHENDERSON344

    All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job

  • 06.08.26 13:56 lydiassmith567

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

  • 06.08.26 13:56 lydiassmith567

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

  • 11.08.26 03:43 raymont0714

    I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained

  • 12.08.26 16:37 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon