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Как собрать AI-контур на VPS: подписки ChatGPT и Claude, OmniRoute, LiteLLM и разработка без VPN

Думаю, практически каждый разработчик из России рано или поздно задавался вопросом: можно ли наконец перестать плясать с VPN и прокси, чтобы просто пользоваться нейросетями — и в собственных проектах, и непосредственно во время разработки?

Пока всё работает в браузере, проблема ещё выглядит терпимой. Но затем появляется Codex или Claude Code, несколько локальных проектов, Docker-контейнеры, тестовые интеграции — и внезапно оказывается, что доступ к моделям необходимо отдельно настраивать буквально для каждого инструмента. Где-то не проходит авторизация, где-то отваливается стриминг, а где-то терминал просто не видит прокси, который прекрасно работает в браузере.

Короткий ответ на поставленный вопрос: да, от этой конструкции можно избавиться. В статье мы соберём собственный AI-контур на зарубежном VPS и направим через него всю работу с моделями.

Внутри контура будут два основных компонента. OmniRoute позволит подключить модели, доступные в рамках подписок ChatGPT, Claude и других сервисов, а затем обращаться к ним через OpenAI-совместимый API. LiteLLM возьмёт на себя централизованное управление официальными API-ключами, моделями, маршрутами, пользовательскими ключами, лимитами и логами.

Сам VPS при этом станет не просто сервером с двумя прокси. Мы превратим его в полноценную среду разработки: подключимся через VS Code Remote SSH, установим Codex и другие CLI-инструменты и будем работать с проектами непосредственно на сервере. В результате и редактор, и терминал, и AI-агенты окажутся в одном контуре с единым зарубежным IP-адресом.

Отдельно разберёмся с подписками. Если у вас уже есть платный ChatGPT или Claude, часть доступных лимитов можно использовать не только в веб-интерфейсе, но и в инструментах разработки. Мы подключим такую авторизацию к OmniRoute и получим собственный OpenAI-совместимый endpoint.

Здесь важно сразу договориться о терминах. Мы не получаем официальный API-ключ OpenAI или Anthropic и не превращаем подписку в безлимитный API. OmniRoute хранит авторизацию вашего аккаунта, общается с провайдером от его имени и выдаёт отдельный локальный ключ для доступа к своему шлюзу. На практике для наших приложений это выглядит почти как обычный OpenAI API, но внутри работает совершенно другая схема авторизации.

Такой вариант отлично подходит для личной разработки, экспериментов и тестовых интеграций. Для публичного продакшена всё же следует использовать официальные API-ключи провайдеров, учитывать их правила и нормально оплачивать фактическое потребление. Мы же, конечно, будем проверять всё исключительно в тестовом контуре. Не станем ведь бездумно экономить на токенах топовых моделей, правда?

На всю настройку понадобится примерно один вечер. В результате вы получите удалённую среду разработки и собственный OpenAI-совместимый endpoint для приложений и локальных AI-агентов.

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Что понадобится

Для повторения материала потребуется следующее:

  1. Подписка ChatGPT или Claude. Для демонстрации достаточно базового платного тарифа одного из сервисов. Если подписки пока нет, большую часть инфраструктуры всё равно можно собрать и подключить к ней обычные API-ключи.

  2. API-ключ любого поддерживаемого провайдера. В примере я также подключу официальный ключ OpenAI и покажу, как централизованно управлять им через LiteLLM.

  3. VPS с зарубежным IP-адресом. Если своего сервера нет, в следующем разделе мы выберем недорогой вариант и подготовим его с нуля.

  4. Доменное имя. Строго говоря, для первых локальных тестов оно не обязательно, но с доменом мы сможем нормально настроить HTTPS и не передавать ключи по открытому соединению.

  5. Общее понимание API. Желательно представлять, что такое endpoint, API-ключ, JSON и название модели. Впрочем, прямо сейчас проведём короткий ликбез, чтобы дальше говорить на одном языке.

Как приложение общается с нейросетью

Когда мы пишем сообщение в ChatGPT, техническая часть общения скрыта за интерфейсом. Мы вводим текст, нажимаем кнопку и получаем ответ. Но если с моделью работает наше приложение, примерно тот же процесс приходится описывать явно.

Приложение отправляет на сервер провайдера обычный HTTP-запрос. В нём указывается:

  • адрес API;

  • ключ, по которому сервер понимает, кто выполняет запрос;

  • модель, которая должна ответить;

  • история сообщений;

  • дополнительные параметры — например, нужен ли потоковый ответ.

Для OpenAI-совместимого API базовый запрос выглядит примерно так:

curl https://gateway.example.com/v1/chat/completions \
  -H "Authorization: Bearer sk-example-key" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-5.6",
    "messages": [
      {
        "role": "system",
        "content": "Ты помощник разработчика. Отвечай кратко и по существу."
      },
      {
        "role": "user",
        "content": "Объясни, чем HTTP 502 отличается от HTTP 504."
      }
    ],
    "stream": false
  }'

Разберём запрос по частям.

  • https://gateway.example.com — это базовый адрес сервера. Пока здесь указан абстрактный шлюз, но позднее его место займёт наш собственный домен с LiteLLM или OmniRoute.

  • /v1/chat/completions — endpoint, то есть конкретный путь, отвечающий за генерацию ответа в формате Chat Completions.

  • Заголовок Authorization содержит ключ доступа. Он может принадлежать непосредственно OpenAI, быть виртуальным ключом LiteLLM или локальным ключом, выпущенным OmniRoute. Для клиентского приложения принципиальной разницы почти нет: оно передаёт строку в формате Bearer <ключ>.

  • Поле model определяет, какая модель обработает запрос. Причём имя не обязательно должно совпадать с оригинальным названием провайдера. В LiteLLM мы сможем создать собственный псевдоним — например, main-coder — и позднее заменить стоящую за ним модель, не меняя настройки всех подключённых приложений.

  • Массив messages содержит историю диалога. Сообщение с ролью system задаёт общие правила поведения модели, user передаёт пользовательский запрос, а ответы модели возвращаются с ролью assistant.

  • Параметр stream определяет способ получения результата. Если передать false, сервер сначала полностью сформирует ответ и только после этого вернёт его клиенту. При значении true текст будет приходить небольшими фрагментами по мере генерации — именно поэтому в ChatGPT и других интерфейсах мы видим ответ постепенно.

В упрощённом виде сервер вернёт примерно такой JSON:

{
  "id": "chatcmpl-example",
  "choices": [
    {
      "index": 0,
      "message": {
        "role": "assistant",
        "content": "HTTP 502 означает, что прокси получил некорректный ответ от вышестоящего сервера..."
      },
      "finish_reason": "stop"
    }
  ],
  "usage": {
    "prompt_tokens": 52,
    "completion_tokens": 91,
    "total_tokens": 143
  }
}

Конкретная структура может немного различаться в зависимости от провайдера и используемого endpoint, но общий принцип остаётся тем же: передали модель и сообщения — получили ответ и информацию о расходе токенов.

Кстати, выражение «OpenAI-протокол», которое часто используют в разговоре, не совсем точное. Речь идёт не об отдельном сетевом протоколе, а о формате API, который из-за популярности OpenAI стал фактическим стандартом для LLM-инструментов. Его поддерживают локальные модели, облачные провайдеры, роутеры и практически все современные AI-клиенты.

А при чём здесь Codex и Claude Code?

Codex, Claude Code, Qwen Code и другие AI-инструменты разработки работают по тому же базовому принципу. Это не модели сами по себе, а специальные клиентские программы между разработчиком и моделью.

Когда мы просим Codex исправить ошибку, он собирает контекст проекта, читает нужные файлы, формирует запрос и отправляет его модели. В ответ модель может вернуть обычный текст или команду на использование инструмента: открыть ещё один файл, выполнить тесты, изменить код или проверить результат.

Один видимый запрос разработчика при этом легко превращается в серию обращений к модели. Агент читает проект, составляет план, вносит изменения, запускает команды, получает ошибки и снова обращается к модели с обновлённым контекстом. Добавьте сюда потоковую передачу, повторные попытки, сжатие истории и tool calling — получится более сложная система, но в её основе всё равно остаются HTTP-запросы, выбранная модель и авторизация.

Разница главным образом в том, кто выполняет всю вспомогательную работу. При ручном вызове через curl мы самостоятельно формируем JSON и разбираем ответ. В Codex или Claude Code этим занимается программа, а мы общаемся с ней через терминал или интерфейс редактора.

Следовательно, если AI-инструмент позволяет изменить базовый адрес API, мы можем направить его не напрямую к провайдеру, а к собственному шлюзу. Именно это позднее сделаем с OmniRoute и LiteLLM.

Но сначала нам понадобится место, где вся эта система будет работать.

Для выбранного стека не нужен сервер с видеокартой: модели останутся у облачных провайдеров. VPS будет принимать запросы, управлять авторизацией, вести логи, запускать Docker-контейнеры и одновременно служить удалённой средой разработки.

Поэтому начнём с первого строительного блока нашего AI-контура.

Берём в аренду VPS-сервер

Начнём с VPS. В нашей схеме он будет одновременно шлюзом для запросов к нейросетям и полноценной удалённой средой разработки. На нём мы развернём OmniRoute, LiteLLM и остальные сервисы, а позднее подключимся к серверу из VS Code и сможем работать с проектами практически так же, как на локальной машине.

Сразу важный момент: GPU-сервер нам не нужен. Сами модели будут работать на стороне OpenAI, Anthropic и других провайдеров. Наш VPS только принимает запросы, передаёт их нужной модели и возвращает ответ. Поэтому переплачивать за видеокарту здесь нет никакого смысла.

Для этой статьи я буду использовать VPS от HOSTKEY. Можно выбрать и другого провайдера, но есть одно принципиальное условие: сервер должен находиться за пределами РФ и получить зарубежный IP-адрес.

Это важно не только для работы LiteLLM. Именно с этого IP будут выполняться авторизация в сервисах, запросы к API и обращения из Codex, Claude Code и других инструментов. Если заказать сервер в российском дата-центре, мы просто перенесём на VPS те же региональные ограничения, от которых собираемся избавиться.

Поэтому при оформлении заказа смотрим не на страну регистрации хостера и не на валюту оплаты, а на фактическое расположение сервера. Для нашей задачи подойдут, например, Нидерланды. В этой статье я буду использовать именно зарубежную локацию.

После регистрации и входа в личный кабинет нажимаем Новый сервер, выбираем зарубежную локацию, а в качестве типа сервера указываем Виртуальный сервер.

63b41081f9b6d9d51234557e99a8af0b.png

Для запуска всей нашей системы я бы ориентировался на следующую минимальную конфигурацию:

  • 4 vCPU;

  • 6 ГБ оперативной памяти;

  • 60 ГБ NVMe;

  • один публичный IPv4-адрес.

4983673c765411762c9df279d3bfd171.png

Это разумный минимум для Docker, OmniRoute, LiteLLM и удалённой разработки. Если вы планируете держать на сервере несколько проектов, базы данных и дополнительные контейнеры, лучше сразу взять 8 ГБ оперативной памяти. Но для прохождения статьи конфигурации с 6 ГБ будет достаточно.

В качестве операционной системы выбираем чистую Ubuntu 24.04 LTS без дополнительных панелей управления и предустановленного программного обеспечения. Всё необходимое мы установим самостоятельно — так будет проще понимать, что именно работает на сервере, и не придётся разбираться с чужими настройками.

c145faaff56cb281dd4baa86b4b83332.png

Остальные параметры можно оставить по умолчанию. Ещё раз проверяем выбранную страну, конфигурацию и операционную систему, после чего оплачиваем заказ.

После оплаты переходим в раздел Мои серверы. Развёртывание VPS займёт некоторое время. Когда сервер будет готов, его статус изменится на Доступен.

5e910c9925fcee54c87e799eeef12839.png

Одновременно на электронную почту, указанную при регистрации, придёт письмо с данными для подключения. В нём нас интересуют три значения:

  • IP‑адрес сервера;

  • имя пользователя — обычно root;

  • временный пароль.

4bda7824fe2c9fb2a34ee22e9d39d30e.png

Сохраните письмо: эти данные понадобятся нам уже на следующем шаге. Если сервер получил статус Активен, а письмо с IP‑адресом и паролем пришло на почту, значит аренда завершена и можно переходить к первоначальной настройке VPS.

Настраиваем VPS‑сервер

Если всё прошло успешно, у вас на руках должны быть:

  • IP‑адрес сервера;

  • имя пользователя — в нашем случае root;

  • временный пароль из письма.

Для начала убедимся, что сервер вообще доступен и выданные данные работают. Открываем терминал на своём компьютере и подключаемся:

ssh root@IP_СЕРВЕРА

Например:

ssh [email protected]

При первом подключении SSH предупредит, что раньше не видел этот сервер, и покажет отпечаток его ключа:

Are you sure you want to continue connecting (yes/no/[fingerprint])?

По возможности сравните отпечаток с данными в панели провайдера. Если всё совпадает, вводим:

yes

После этого SSH запросит пароль из письма. Во время ввода пароль никак не отображается — даже звёздочками. Это нормально: вводим его вслепую и нажимаем Enter.

f94cc86ca1d47365b5d1b1751a9e83aa.png

Если подключение прошло успешно, мы окажемся в терминале сервера. Проверить текущего пользователя можно командой:

whoami

В ответ должно прийти:

root
f3b03472c30d5734fa8078ee3d6fdd67.png

Значит, сервер доступен и данные для подключения работают. Теперь выходим обратно на локальный компьютер:

exit

Технически уже можно каждый раз подключаться по IP и вводить пароль. Но дальше мы будем открывать этот же сервер через VS Code Remote SSH, поэтому лучше сразу потратить пару минут и настроить нормальный вход.

Быстрый вход по SSH без пароля за пару минут

Сделаем две вещи:

  • создадим отдельный SSH-ключ для нашего VPS;

  • добавим в SSH-конфиг короткий алиас ai_vps_llm (или любое другое имя на ваше усмотрение).

После этого вместо длинной команды с IP-адресом достаточно будет написать:

ssh ai_vps_llm

Пароль сервер больше не запросит.

SSH-ключ состоит из двух частей. Публичный ключ мы загрузим на VPS, а приватный останется на нашем компьютере. Приватный ключ фактически заменяет пароль, поэтому его нельзя отправлять другим людям, публиковать или загружать в Git.

Linux и macOS

Открываем терминал, подставляем IP-адрес своего сервера и выполняем блок целиком:

# Данные нашего сервера
ALIAS_NAME=ai_vps_llm
SERVER_IP=1.222.33.44
SSH_PORT=22
SSH_USER=root

# Отдельная директория и ключ для этого VPS
KEY_DIR="$HOME/.ssh/project_keys/$ALIAS_NAME"
KEY_PATH="$KEY_DIR/id_ed25519"

mkdir -p "$KEY_DIR"
chmod 700 "$HOME/.ssh" "$KEY_DIR"

# Создаём ED25519-ключ без парольной фразы
ssh-keygen -t ed25519 -f "$KEY_PATH" -N "" -C "$ALIAS_NAME"

# Передаём публичную часть ключа на сервер
# Пароль из письма потребуется ввести в последний раз
ssh -p "$SSH_PORT" "$SSH_USER@$SERVER_IP" \
  'umask 077; mkdir -p ~/.ssh; touch ~/.ssh/authorized_keys; chmod 700 ~/.ssh; chmod 600 ~/.ssh/authorized_keys; cat >> ~/.ssh/authorized_keys' \
  < "$KEY_PATH.pub"

# Создаём SSH-конфиг, если его ещё нет
touch "$HOME/.ssh/config"
chmod 600 "$HOME/.ssh/config"

# Добавляем алиас сервера
cat >> "$HOME/.ssh/config" <<EOF

Host $ALIAS_NAME
    HostName $SERVER_IP
    Port $SSH_PORT
    User $SSH_USER
    IdentityFile $KEY_PATH
    IdentitiesOnly yes
    ServerAliveInterval 30
    ServerAliveCountMax 3
EOF

Разберём, что здесь произошло. Мы создали отдельную пару ключей в директории ~/.ssh/project_keys/ai_vps_llm/. Публичную часть id_ed25519.pub добавили на сервер, а путь к приватной части id_ed25519 указали в локальном SSH-конфиге.

Параметры ServerAliveInterval и ServerAliveCountMax помогают не терять SSH-сессию при кратковременных сетевых сбоях. Это особенно пригодится позднее, когда мы подключим сервер к VS Code и будем подолгу работать с удалёнными проектами.

Windows

На Windows нам понадобится встроенный OpenSSH Client. Он уже входит в современные версии Windows 10 и Windows 11. Проверить его наличие можно в PowerShell:

ssh -V

Если команда вывела версию OpenSSH, можно продолжать.

Открываем PowerShell, указываем данные сервера и выполняем следующий блок:

# Данные нашего сервера
$AliasName = "ai_vps_llm"
$ServerIp = "1.222.33.44"
$SshPort = 22
$SshUser = "root"

# Пути к SSH-конфигу и отдельному ключу сервера
$SshDir = Join-Path $env:USERPROFILE ".ssh"
$KeyDir = Join-Path $SshDir "project_keys\$AliasName"
$KeyPath = Join-Path $KeyDir "id_ed25519"
$ConfigPath = Join-Path $SshDir "config"

New-Item -ItemType Directory -Force -Path $KeyDir | Out-Null

# Создаём ED25519-ключ
ssh-keygen -t ed25519 -f "$KeyPath"

ssh-keygen дважды попросит указать парольную фразу. Для входа без дополнительных запросов оба раза просто нажимаем Enter.

Теперь передаём публичный ключ на сервер. Пароль из письма понадобится ввести в последний раз:

Get-Content -Raw "$KeyPath.pub" |
    ssh -p $SshPort "$SshUser@$ServerIp" "umask 077; mkdir -p ~/.ssh; touch ~/.ssh/authorized_keys; chmod 700 ~/.ssh; chmod 600 ~/.ssh/authorized_keys; cat >> ~/.ssh/authorized_keys"

Остаётся добавить алиас в SSH-конфиг:

if (-not (Test-Path $ConfigPath)) {
    New-Item -ItemType File -Path $ConfigPath | Out-Null
}

$KeyPathForSsh = $KeyPath.Replace("\", "/")

@"

Host $AliasName
    HostName $ServerIp
    Port $SshPort
    User $SshUser
    IdentityFile "$KeyPathForSsh"
    IdentitiesOnly yes
    ServerAliveInterval 30
    ServerAliveCountMax 3
"@ | Add-Content -Path $ConfigPath -Encoding utf8

Обратите внимание: в PowerShell я использую переменную $ServerIp, а не $HOST. Имена переменных в PowerShell не зависят от регистра, а $Host — уже существующая системная переменная, которую нельзя просто перезаписать.

Проверяем вход

Независимо от операционной системы проверка будет одинаковой:

ssh ai_vps_llm

Теперь SSH должен подключить нас к серверу без запроса пароля. Убедимся, что мы по-прежнему вошли под root:

whoami

Ожидаемый ответ:

root
3714c7da4cc189cedc43df7784655611.png

На этом всё. У нас появился короткий SSH-алиас, вход по ключу работает, а пароль от VPS больше не приходится вводить при каждом подключении.

Этот же алиас позднее появится в VS Code Remote SSH: расширение использует стандартный SSH-конфиг и самостоятельно устанавливает на удалённой машине свою серверную часть. Именно поэтому мы не добавляли в конфигурацию RemoteCommand sudo -i и RequestTTY yes — для обычного терминала они допустимы, но при подключении из VS Code могут только помешать.

Если понадобится настроить ещё один сервер, достаточно повторить действия с другим алиасом:

ssh production
ssh staging
ssh backup

Обновляем систему и устанавливаем базовые пакеты

Мы вошли на VPS под пользователем root, поэтому в следующих командах sudo использовать не будем.

Начнём с обновления системы и установки нескольких пакетов, которые понадобятся нам дальше:

apt update && apt upgrade -y
apt install -y ca-certificates curl git gnupg jq unzip

После обновления проверим, установлены ли на сервере Docker и Docker Compose:

docker -v && docker compose version

Если Docker отсутствует, терминал вернёт ошибку примерно такого вида:

docker: command not found
1b3f5ccf3619d24d9d5fd00781562aa4.png

Если Docker установлен, но не хватает Compose, первая команда покажет версию Docker, а вторая завершится ошибкой.

Устанавливаем Docker и Docker Compose

Docker будем устанавливать из официального репозитория. Пакеты из стандартного репозитория Ubuntu могут отставать по версиям, а вместе с официальным репозиторием мы сразу получим Docker Engine, Buildx и современный Compose Plugin.

Сначала добавляем официальный GPG-ключ Docker:

apt update
apt install -y ca-certificates curl

install -m 0755 -d /etc/apt/keyrings

curl -fsSL https://download.docker.com/linux/ubuntu/gpg \
  -o /etc/apt/keyrings/docker.asc

chmod a+r /etc/apt/keyrings/docker.asc

Теперь подключаем официальный репозиторий Docker:

tee /etc/apt/sources.list.d/docker.sources <<EOF
Types: deb
URIs: https://download.docker.com/linux/ubuntu
Suites: $(. /etc/os-release && echo "${UBUNTU_CODENAME:-$VERSION_CODENAME}")
Components: stable
Architectures: $(dpkg --print-architecture)
Signed-By: /etc/apt/keyrings/docker.asc
EOF

Обновляем список доступных пакетов:

apt update

И устанавливаем Docker Engine вместе с необходимыми дополнениями:

apt install -y \
  docker-ce \
  docker-ce-cli \
  containerd.io \
  docker-buildx-plugin \
  docker-compose-plugin

Включаем автоматический запуск Docker вместе с системой и сразу запускаем сервис:

systemctl enable --now docker

Повторно проверяем версии:

docker -v && docker compose version
e40bfc53a4f29e323ca4cb6593f93956.png

Дополнительно запустим тестовый контейнер:

132ce9f3bc1ad552c72fef28b6c5302e.png

Устанавливаем Codex или Claude Code

Теперь установим на VPS AI-инструмент, с которым будем работать непосредственно во время разработки.

Здесь выбирайте вариант в зависимости от имеющейся подписки:

  • для подписки ChatGPT устанавливаем Codex;

  • для подписки Claude устанавливаем Claude Code;

  • если есть обе подписки, можно установить оба инструмента — друг другу они не мешают.

Устанавливать и авторизовывать CLI нужно под тем же пользователем, под которым мы будем работать через VS Code. В нашем случае это root. Данные авторизации сохраняются в домашней директории пользователя, поэтому после перехода на другого пользователя вход пришлось бы выполнять повторно.

Вариант 1. Устанавливаем Codex

Для Linux OpenAI рекомендует нативный установщик Codex CLI:

curl -fsSL https://chatgpt.com/codex/install.sh | sh
c7e2ddc771b8efa04d9d8ba8e0e7e475.png

Проверяем, что команда появилась в системе:

codex --version
1161c5dd8eb867cd73f277c9df3bae62.png

Поскольку мы работаем на удалённом VPS без графического интерфейса, обычная браузерная авторизация может не получить обратный ответ от локального браузера. Поэтому используем вход по коду устройства, но перед этим убедитесь, что в вашем аккаунте разрешен вход по коду устройства:

8a5224b81481bf7733c991096bff1d36.png

Далее вводим:

codex

Затем выбираем вход по коду устройства:

9c4506777aed1218cb81b1758836b4ed.png

Codex покажет ссылку и одноразовый код. Открываем ссылку в браузере на своём компьютере, входим в аккаунт ChatGPT с активной подпиской и вводим полученный код.

b7756c60ddad95c2e6e3aec3ea5ea8ce.png

После успешной авторизации создадим тестовую рабочую директорию:

mkdir -p ~/ai-workspace/test
cd ~/ai-workspace/test

Запускаем Codex:

codex

При первом запуске Codex может попросить подтвердить доверие к текущей директории. Подтверждаем и отправляем простое тестовое сообщение:

Привет, ты тут? Кто ты?

Если Codex ответил, значит установка завершена, подписка подхватилась, а обращения к моделям с зарубежного IP работают.

0120c45357a1c65fe7c6be8b46a2dc95.png

Чтобы завершить работу с Codex, нажимаем Ctrl+C или вводим команду выхода.

Вариант 2. Устанавливаем Claude Code

Для Claude Code Anthropic также рекомендует нативный установщик:

curl -fsSL https://claude.ai/install.sh | bash

Проверяем установленную версию:

claude --version
0949bf296d30a3b66d3afbb62343b792.png

Если команда вывела номер версии Claude Code, запускаем клиент:

claude

При первом запуске Claude Code предложит авторизоваться. Для этого потребуется подписка Claude Pro, Max, Team или Enterprise. Бесплатный аккаунт Claude.ai доступ к Claude Code не предоставляет.

Поскольку мы запускаем Claude Code внутри SSH-сессии, браузер на сервере автоматически не откроется. Если это произойдёт, нажимаем c, копируем ссылку авторизации и открываем её в обычном браузере на своём компьютере.

После входа браузер либо автоматически завершит авторизацию, либо покажет код, который нужно вставить обратно в терминал. При успешном входе Claude Code выведет сообщение:

Login successful

После входа отправляем то же тестовое сообщение:

Привет, ты тут? Кто ты?

Если Claude Code ответил, значит клиент установлен, подписка подключена и можно переходить к нормальной работе.

На этом этапе у нас уже есть всё необходимое: зарубежный VPS, вход по короткому SSH-алиасу, Docker и AI-инструмент, авторизованный через нашу подписку.

Работать с сервером через обычный терминал уже можно, но постоянно редактировать файлы командами nano или vim, вручную переключаться между директориями и держать несколько SSH-окон не слишком удобно. Поэтому дальше подключим VPS к VS Code через расширение Remote SSH и превратим сервер в полноценную среду разработки, которая визуально почти не отличается от локальной.

Подключаемся к VPS через VS Code Remote SSH

Отлично. Надеюсь, что к этому моменту на вашем сервере уже появился доступ к Codex или Claude Code — в зависимости от того, какой сервис вы выбрали. А возможно, вы установили сразу оба варианта, что ещё лучше.

Работать с AI-ассистентом через обычный SSH-терминал уже можно, но для повседневной разработки этого всё-таки мало. Хочется видеть дерево проекта, открывать несколько файлов одновременно, пользоваться поиском, Git и остальными привычными инструментами.

Поэтому сейчас мы настроим полноценную среду для удалённой разработки:

  • интерфейс VS Code будет работать на нашем компьютере;

  • файлы проекта будут храниться на VPS;

  • команды, терминал, Codex и Claude Code будут запускаться на VPS;

  • обмен данными с AI-сервисами также будет происходить со стороны сервера.

В результате мы получим привычный редактор на локальном компьютере, но фактически будем работать внутри удалённого сервера.

Устанавливаем Remote — SSH

Сначала устанавливаем Visual Studio Code, если его ещё нет на вашем компьютере.

После этого открываем раздел расширений и находим Remote — SSH. Обратите внимание на издателя расширения: это должна быть компания Microsoft.

2b643518e66c930509b0c517aa0d4ebc.png

Устанавливаем расширение и нажимаем F1. На некоторых ноутбуках потребуется сочетание Fn + F1. Также палитру команд можно открыть через Ctrl + Shift + P в Windows и Linux или Cmd + Shift + P в macOS.

В появившейся строке начинаем вводить:

Remote-SSH: Connect to Host...

Выбираем найденную команду. Именно такой порядок подключения описан в официальной документации VS Code Remote SSH.

5f1c5dbb5499b49a7a03e4d09cf795e2.png

В выпадающем списке должен появиться SSH-алиас, который мы настроили ранее. В нашем случае это:

ai_vps_llm

Выбираем его.

c77bbcb5d6fda22135f08974d2078dc0.png

VS Code откроет новое окно и подключится к серверу. Убедиться в этом можно по индикатору в левом нижнем углу: там должна появиться надпись примерно такого вида:

SSH: ai_vps_llm

Если VS Code спросит, доверяете ли вы содержимому сервера, подтверждаем доверие — разумеется, только если это действительно наш VPS.

Теперь нажимаем Open Folder. Вместо стандартного окна выбора папки на локальном компьютере VS Code предложит указать путь на удалённом сервере.

Выбираем тестовую папку, которую создали ранее. Например:

/root/ai-workspace/test
df9b6f866cc0f340ae53c77fa0da23e8.png

После открытия папки мы можем редактировать находящиеся на VPS файлы так, будто они лежат на нашем компьютере. При этом сохраняться все изменения будут непосредственно на сервере.

Теперь у нас есть два варианта работы с Codex и Claude Code:

  1. Через встроенный терминал VS Code.

  2. Через официальные расширения для VS Code.

Рассмотрим оба.

Вариант 1. Работаем через встроенный терминал

Для первого варианта у нас уже всё готово.

В верхнем меню VS Code выбираем:

Terminal → New Terminal

Откроется терминал удалённого сервера. При желании можно проверить текущую папку:

pwd

После этого запускаем нужный инструмент. Для Codex:

codex

Для Claude Code:

claude
4eefec3984197232d9a152b86d17a772.png

На этом всё — можно ставить задачу, просить AI-ассистента изучать файлы проекта, писать код, запускать команды и проверять результат.

Главное здесь то, что сам процесс codex или claude работает не на нашем компьютере, а на VPS. Соответственно, запросы к сервису отправляются с IP-адреса сервера.

Локальный IP-адрес компьютера в этой схеме не участвует в подключении AI-ассистента к провайдеру. При этом использование сервиса, конечно, должно соответствовать правилам выбранного провайдера, условиям подписки и законодательству вашей страны: наличие VPS само по себе эти требования не отменяет.

Вариант 2. Используем расширение VS Code

Работа через терминал — простой и надёжный вариант. Но Codex и Claude Code также можно открыть в виде отдельной панели внутри VS Code.

Здесь есть важный нюанс. Расширение необходимо устанавливать именно в удалённую среду, к которой мы подключились по SSH.

Когда открыта удалённая сессия, в разделе расширений VS Code может показывать отдельную кнопку:

Install in SSH: ai_vps_llm

После установки расширение должно появиться в группе примерно с таким названием:

SSH: ai_vps_llm — Installed

Ищем и устанавливаем нужные расширения:

  • официальное расширение Codex от OpenAI;

  • официальное расширение Claude Code от Anthropic.

Codex
Codex
Claude Code
Claude Code

После установки в интерфейсе VS Code появятся дополнительные значки для открытия Codex и Claude Code.

de13834ec10a0da9711f6365144c89b1.png

Покажу дальнейшую работу на примере Codex.

Поскольку ранее мы уже авторизовались в Codex CLI на этом же сервере и под тем же пользователем, расширение обычно сможет использовать сохранённые данные авторизации. CLI и расширение Codex совместно используют данные входа на одном хосте — это отдельно описано в документации OpenAI по авторизации Codex.

Если окно входа всё-таки появится, выбираем авторизацию через ChatGPT и завершаем её в браузере.

Открыть панель можно через значок Codex либо через палитру команд:

Codex: Open Codex Sidebar

После этого открываем проект, формулируем задачу и начинаем работать. Codex будет видеть файлы удалённой папки и сможет предлагать или вносить изменения в проект. Подробнее эта схема описана в официальной документации Codex для IDE.

3ee049a60c979d5ef377dfd03ae10fdb.png

С Claude Code логика работы будет похожей: открываем его панель, передаём задачу и работаем с файлами проекта. Однако расширение Claude Code содержит собственный компонент для работы с ассистентом и при первом запуске может отдельно запросить вход через браузер — даже если до этого мы уже авторизовались в терминальном клиенте. Это нормальное поведение, описанное в документации Anthropic.

На этом настройку удалённой среды разработки можно считать законченной. Дальше подключаем Git, GitHub или GitLab и работаем с проектом практически так же, как на локальном компьютере.

Только учитывайте, что Git-команды теперь тоже выполняются на VPS. Поэтому SSH-ключи или другие данные для доступа к приватным репозиториям нужно будет отдельно настроить на сервере. Они не копируются с локального компьютера автоматически.

От удалённой разработки — к собственному LLM-шлюзу

Мы получили удобную среду, в которой можно запускать Codex и Claude Code на VPS, редактируя файлы через привычный интерфейс VS Code.

Но пока эта схема решает в основном одну задачу — персональную разработку с помощью CLI или расширений.

Для интеграции нейросетей в приложения этого уже недостаточно. Нам потребуется единая точка входа, через которую смогут работать:

  • собственные приложения;

  • Telegram-боты;

  • AI-агенты;

  • фоновые скрипты;

  • внутренние сервисы;

  • инструменты автоматизации;

  • другие разработчики или члены команды.

При этом хочется не прописывать отдельные адреса и ключи для каждого AI-провайдера, а централизованно управлять моделями, доступом, лимитами и расходами.

Для решения этой задачи мы развернём на VPS собственный LLM-шлюз на базе LiteLLM.

Что такое LiteLLM

LiteLLM — это инструмент, который позволяет обращаться к большому количеству AI-провайдеров через единый OpenAI-совместимый интерфейс.

5bd76e4bfde3bcab4f32e08e13be53d1.png

LiteLLM можно использовать как библиотеку внутри Python-проекта, но нас в рамках статьи интересует другой режим — LiteLLM Proxy, который также называют AI Gateway.

В этом режиме LiteLLM запускается как отдельный сервис и становится промежуточным слоем между нашими приложениями и поставщиками моделей.

Упрощённо схема выглядит так:

Приложение → LiteLLM на VPS → OpenAI, Anthropic, Gemini или другой провайдер

Приложению больше не нужно знать, к какому именно провайдеру оно обращается. Оно отправляет стандартный OpenAI-совместимый запрос на наш сервер, а LiteLLM определяет, куда его направить. Сама отправка запроса, как вы поняли, будет выполнена с зарубежного IP-адреса, а, следовательно, мы так обойдем региональные ограничения доступа.

Например, со стороны приложения мы указываем:

  • адрес нашего LiteLLM;

  • выданный нами ключ;

  • условное имя модели.

Внутри LiteLLM это имя можно связать с конкретной моделью OpenAI, Anthropic, Gemini, локальным сервером или другим OpenAI-совместимым API.

Зачем нам нужен LiteLLM

Во-первых, мы получаем единую точку входа. Вместо нескольких разных API можно использовать один адрес:

https://наш-домен/v1

Во-вторых, LiteLLM позволяет хранить ключи провайдеров централизованно. Приложениям не обязательно передавать настоящий ключ OpenAI или другого сервиса — вместо него можно создать отдельный виртуальный ключ для конкретного проекта или пользователя.

В-третьих, через LiteLLM можно:

  • назначать отдельные ключи приложениям и пользователям;

  • устанавливать бюджеты и ограничения;

  • отслеживать расходы;

  • собирать логи запросов;

  • создавать понятные названия и алиасы моделей;

  • переключать приложение между провайдерами без изменения его кода;

  • настраивать повторные попытки и резервные модели;

  • распределять запросы между несколькими моделями или провайдерами;

  • управлять всем этим через одну конфигурацию.

Например, сегодня наш внутренний сервис может обращаться к модели OpenAI, а завтра мы переключим тот же алиас на другую модель. Если формат ответа остаётся OpenAI-совместимым, код приложения менять не потребуется.

Чего LiteLLM не делает

Здесь важно сразу провести границу.

LiteLLM не предоставляет собственные модели, не создаёт бесплатные токены и не превращает подписку ChatGPT или Claude в официальный API-ключ.

Если мы подключаем к LiteLLM официальный API-ключ OpenAI, запросы оплачиваются по правилам OpenAI API. То же самое относится к другим провайдерам.

LiteLLM в нашей схеме отвечает за маршрутизацию и централизованное управление. Способ подключения конкретного источника моделей — это уже отдельный слой.

Именно поэтому позднее нам понадобится OmniRoute. Он будет отвечать за работу с авторизацией подписочных сервисов, а LiteLLM станет центральным шлюзом, через который мы объединим доступные модели в один OpenAI-совместимый API.

Проще говоря:

  • OmniRoute подключает подписочные источники;

  • LiteLLM объединяет источники и управляет доступом к ним;

  • наши приложения работают с одним адресом и одним понятным протоколом.

Далее мы развернём LiteLLM на VPS, подключим к нему официальный API-ключ OpenAI и проверим первый запрос через собственный OpenAI-совместимый endpoint.

Привязываем домен к VPS

Прежде чем поднимать LiteLLM и OmniRoute, привяжем к серверу доменные имена. Технически оба сервиса можно открыть и по IP-адресу, но тогда придётся либо работать по обычному HTTP, либо отдельно бороться с сертификатами. Домен сразу даёт нам нормальный HTTPS, понятные адреса для API и аккуратные конфигурации клиентов.

Я использую домен, зарегистрированный в REG.RU, но регистратор здесь вообще не важен. Подойдёт любой сервис, в котором можно управлять DNS-записями. Более того, покупать новый домен необязательно: можно создать два поддомена у уже существующего.

В примере будут использоваться два адреса:

ef2341ded991a35a68d31b7480e9fc75.png

В панели управления DNS создаём для каждого поддомена A-запись и указываем в ней публичный IP нашего VPS. Если используется корневой домен без поддомена, логика та же: A-запись должна вести на сервер.

Проверить, что записи уже обновились, можно прямо с сервера:

dig +short litellm-hk.yakvenalex.ru
dig +short omni-hk.yakvenalex.ru
5616952bda56fcc74eee758ac3cb13fe.png

Обе команды должны вернуть IP нашего VPS. Обновление DNS иногда занимает несколько минут, а в отдельных случаях — несколько часов. Пока адрес указывает не на тот сервер, переходить к выпуску сертификата рано.

Разворачиваем LiteLLM

Теперь развернём LiteLLM Proxy за nginx и HTTPS. В результате получится следующий стек: LiteLLM принимает OpenAI-совместимые запросы и даёт веб-админку, Postgres хранит модели и виртуальные ключи, nginx принимает внешний трафик, а certbot выпускает и автоматически продлевает сертификат Let's Encrypt.

Установим необходимые пакеты:

sudo apt update
sudo apt install -y nginx certbot python3-certbot-nginx openssl dnsutils

Создаём отдельную папку проекта:

sudo mkdir -p /opt/my_projects/lite_llm
cd /opt/my_projects/lite_llm

1. Готовим секреты в .env

Секреты не будем размазывать по Docker-конфигу. Они будут лежать в отдельном файле .env, который не должен попадать в Git.

Сначала сгенерируем четыре случайных значения:

openssl rand -hex 24
openssl rand -hex 24
openssl rand -hex 24
openssl rand -hex 24
dddefc9eda68760377b136692e6960cb.png

Одно значение используем для пароля админки, второе — для master key, третье — для salt key, четвёртое — для Postgres. Создаём файл .env:

# Вход в веб-интерфейс
UI_USERNAME=admin
UI_PASSWORD=<случайный_пароль>

# Root-ключ LiteLLM. Значение должно начинаться с sk-
LITELLM_MASTER_KEY=sk-<случайная_строка>

# Ключ шифрования токенов моделей
LITELLM_SALT_KEY=sk-<случайная_строка>

# Postgres
POSTGRES_USER=litellm
POSTGRES_PASSWORD=<случайный_пароль>
POSTGRES_DB=litellm

Закрываем доступ к файлу для остальных пользователей и добавляем его в .gitignore:

chmod 600 .env
printf '.env\n' > .gitignore

Важно. LITELLM_SALT_KEY нельзя менять после добавления моделей. LiteLLM шифрует им учётные данные провайдеров в базе. Если заменить ключ, сохранённые токены перестанут расшифровываться.

2. Создаём config.yaml

В минимальном конфиге включаем хранение моделей в Postgres:

general_settings:
  store_model_in_db: true
  store_prompts_in_spend_logs: false

litellm_settings:
  drop_params: true
  set_verbose: false

Параметр store_model_in_db позволяет добавлять модели через веб-интерфейс и не терять их после перезапуска. store_prompts_in_spend_logs: false нужен, чтобы по умолчанию не сохранять тексты промптов в логах расходов. drop_params: true отбрасывает параметры, которые конкретный провайдер не поддерживает.

3. Создаём docker-compose.yml

Поднимем два контейнера. LiteLLM будет запускаться только после того, как Postgres пройдёт healthcheck. Порт 4000 привязываем к 127.0.0.1: снаружи к нему будет обращаться только nginx.

services:
  litellm:
    image: ghcr.io/berriai/litellm:main-stable
    container_name: litellm
    restart: unless-stopped
    ports:
      - "127.0.0.1:4000:4000"
    volumes:
      - ./config.yaml:/app/config.yaml:ro
    command: ["--config", "/app/config.yaml", "--port", "4000"]
    environment:
      LITELLM_MASTER_KEY: ${LITELLM_MASTER_KEY}
      LITELLM_SALT_KEY: ${LITELLM_SALT_KEY}
      UI_USERNAME: ${UI_USERNAME}
      UI_PASSWORD: ${UI_PASSWORD}
      DATABASE_URL: postgresql://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres:5432/${POSTGRES_DB}
      STORE_MODEL_IN_DB: "True"
    depends_on:
      postgres:
        condition: service_healthy
    healthcheck:
      test: ["CMD-SHELL", "python -c \"import urllib.request; urllib.request.urlopen('http://localhost:4000/health/liveliness')\" || exit 1"]
      interval: 30s
      timeout: 10s
      retries: 5
      start_period: 40s

  postgres:
    image: postgres:16-alpine
    container_name: litellm-db
    restart: unless-stopped
    environment:
      POSTGRES_USER: ${POSTGRES_USER}
      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
      POSTGRES_DB: ${POSTGRES_DB}
    volumes:
      - litellm_pg_data:/var/lib/postgresql/data
    healthcheck:
      test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER} -d ${POSTGRES_DB}"]
      interval: 10s
      timeout: 5s
      retries: 5

volumes:
  litellm_pg_data:

Запускаем сервисы и проверяем их состояние:

docker compose up -d
docker compose ps
docker compose logs --tail=100 litellm

В списке должны быть два запущенных контейнера: litellm и litellm-db. Если LiteLLM ещё имеет статус starting, подождите полминуты и повторите docker compose ps.

52dd07e47ff5dcf2830e2cc70ddccf9c.png

4. Прячем LiteLLM за nginx

Создаём конфигурацию /etc/nginx/sites-available/litellm:

server {
    listen 80;
    listen [::]:80;
    server_name litellm-hk.yakvenalex.ru;

    client_max_body_size 50m;

    location / {
        proxy_pass http://127.0.0.1:4000;
        proxy_http_version 1.1;
        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_set_header X-Forwarded-Proto $scheme;
        proxy_set_header Upgrade $http_upgrade;
        proxy_set_header Connection "upgrade";
        proxy_buffering off;
        proxy_cache off;
        proxy_read_timeout 3600s;
        proxy_send_timeout 3600s;
    }
}

Включаем сайт и перечитываем конфигурацию:

sudo ln -s /etc/nginx/sites-available/litellm /etc/nginx/sites-enabled/litellm
sudo nginx -t
sudo systemctl reload nginx

proxy_buffering off особенно важен для потоковых ответов: без него nginx может накапливать части ответа вместо того, чтобы сразу отдавать их клиенту.

5. Выпускаем HTTPS-сертификат

На этом этапе A-запись уже должна указывать на VPS, а порты 80 и 443 должны быть открыты. Выпускаем сертификат Let's Encrypt:

sudo certbot --nginx -d litellm-hk.yakvenalex.ru \
  --non-interactive --agree-tos -m [email protected] --redirect

Замените домен и электронную почту на свои. Certbot сам дополнит nginx-конфиг, включит редирект с HTTP на HTTPS и создаст таймер автопродления.

Проверяем таймер и тестовый выпуск сертификата:

systemctl status certbot.timer --no-pager
sudo certbot renew --dry-run

Добавляем первую модель в LiteLLM

Открываем веб-интерфейс:

У меня это: https://litellm-hk.yakvenalex.ru/ui/

Входим под UI_USERNAME и UI_PASSWORD из файла .env.

6071b2aebd1de2c7a3b9e4d433fa2a72.png

Переходим в Models → Add Model. LiteLLM поддерживает множество провайдеров, но сначала подключим обычный официальный API OpenAI.

Заполняем поля:

  • Provider — OpenAI;

  • Model — модель, доступная вашему API-проекту; в моём примере gpt-5.4-nano;

  • Mode — оставляем значение по умолчанию;

  • OpenAI API Key — официальный API-ключ OpenAI;

  • API Base — оставляем стандартным.

22d65ead08a36b3b5d8728113eb9bd04.png

Сначала нажимаем Test Connect. Если тест прошёл успешно, добавляем модель кнопкой Add Model.

7b5f5d683695b7ed95a84cb300f96b83.png1c0c23f780db264df7897bcb69d3edd6.png

Проверяем API

Для первой отладки можно выполнить запрос с master key. Сам ключ в статью и на скриншоты, разумеется, не вставляю:

curl https://litellm-hk.yakvenalex.ru/v1/chat/completions \
  -H "Authorization: Bearer sk-<master-key>" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-5.4-nano",
    "messages": [
      {"role": "system", "content": "Ты дружелюбный ассистент. Отвечай кратко."},
      {"role": "user", "content": "Привет! Назови три факта о Луне."}
    ]
  }'

Важно. Master key даёт административный доступ к прокси. Он подходит для короткой проверки, но его нельзя раздавать приложениям и хранить в клиентском коде.

Создаём виртуальный ключ

Переходим в Virtual Keys или API Keys и нажимаем Create New Key. Даём ключу понятное имя, ограничиваем его нужной моделью и при необходимости задаём бюджет и срок действия.

695b4b0d46f2d96fd77a4eed664defc4.png

После создания LiteLLM покажет значение sk-.... Копируем его сразу и храним как обычный секрет. Теперь повторяем запрос уже с виртуальным ключом:

90a3315cbeb51a0490c4ea39ec50cfe9.png
curl https://litellm-hk.yakvenalex.ru/v1/chat/completions \
  -H "Authorization: Bearer sk-<virtual-key>" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-5.4-nano",
    "messages": [
      {"role": "user", "content": "Привет! Назови три факта о Луне."}
    ]
  }'

Вызов работает так же, но теперь его можно отозвать независимо от остальных клиентов. А в разделе Usage появятся запрос, использованная модель, количество токенов, задержка и стоимость — если для модели доступен корректный прайсинг.

e5df6b81875a23b529ce2fbc87383a68.png

Итак, официальный API OpenAI уже доступен через наш домен и единый виртуальный ключ. Но это пока только половина контура: официальный API оплачивается отдельно и никак не связан с лимитами подписки ChatGPT или Claude. Для подписочных источников поднимем второй сервис — OmniRoute.

Поднимаем OmniRoute

Внимание! Это важно. Мы переходим к методам, которые не являются официальными. Все действия с подпиской вы выполняете на свой страх и риск. Этот способ не одобрен, и он может привести к блокировке аккаунта.

OmniRoute — self-hosted AI-шлюз с веб-интерфейсом и OpenAI-совместимым API. Он умеет подключать провайдеров по обычным API-ключам и через OAuth, хранить несколько подключений, следить за квотами, автоматически обновлять OAuth-токены и отдавать модели через один endpoint.

Важно. OmniRoute не извлекает из подписки официальный API-ключ Anthropic или OpenAI. Мы авторизуем в шлюзе собственную подписочную учётную запись, а затем создаём локальный ключ OmniRoute для доступа к этому шлюзу. Лимиты, правила использования и условия провайдера при этом никуда не исчезают. Такой доступ не стоит выдавать третьим лицам или использовать как основу публичного коммерческого API без отдельной проверки условий сервиса.

В нашем случае схема будет простой:

  1. Подписка Claude Code или ChatGPT остаётся у провайдера.

  2. OmniRoute хранит OAuth-авторизацию и обновляет её токены.

  3. Мы создаём собственный клиентский ключ OmniRoute.

  4. Клиент вызывает https://omni-hk.yakvenalex.ru/v1 в OpenAI-совместимом формате.

  5. При желании LiteLLM ставится поверх OmniRoute и становится единой точкой доступа ко всем источникам.

Исходный код и актуальная документация проекта находятся в репозитории OmniRoute. В примере используем официальный Docker-образ diegosouzapw/omniroute:latest.

1. Создаём каталог и .env

sudo mkdir -p /opt/my_projects/omni/data
cd /opt/my_projects/omni
sudo chown -R 1000:1000 data

OmniRoute хранит SQLite-базу, настройки и зашифрованные подключения в /app/data. На хосте это будет папка ./data. Владелец UID 1000 нужен контейнеру для записи.

Генерируем несколько независимых секретов:

openssl rand -hex 32
openssl rand -hex 32
openssl rand -hex 32
openssl rand -hex 32
openssl rand -hex 32

Создаём .env и подставляем разные значения в каждое поле:

# Первый вход в dashboard. После запуска пароль меняем в интерфейсе
INITIAL_PASSWORD=<сложный_первичный_пароль>

# Секреты приложения. Не использовать одно значение повторно
JWT_SECRET=<случайная_строка_1>
API_KEY_SECRET=<случайная_строка_2>
STORAGE_ENCRYPTION_KEY=<случайная_строка_3>
STORAGE_ENCRYPTION_KEY_VERSION=v1
MACHINE_ID_SALT=<случайная_строка_4>
OMNIROUTE_WS_BRIDGE_SECRET=<случайная_строка_5>

# Приложение и хранилище
PORT=20128
NODE_ENV=production
HOSTNAME=0.0.0.0
DATA_DIR=/app/data
STORAGE_DRIVER=sqlite
APP_LOG_TO_FILE=true
AUTH_COOKIE_SECURE=true
REQUIRE_API_KEY=true

# Публичный адрес
BASE_URL=https://omni-hk.yakvenalex.ru
NEXT_PUBLIC_BASE_URL=https://omni-hk.yakvenalex.ru

# Rate limiter и кэш
REDIS_URL=redis://redis:6379
chmod 600 .env
printf '.env\ndata/\n' > .gitignore

Важно. JWT_SECRET, API_KEY_SECRET, STORAGE_ENCRYPTION_KEY и MACHINE_ID_SALT после начала работы не меняем без процедуры миграции. Иначе можно потерять активные сессии или возможность расшифровать сохранённые подключения. Для восстановления понадобятся и папка data, и исходный .env.

2. Создаём docker-compose.yml

В базовом сценарии OmniRoute использует один основной HTTP-порт 20128: через него работают и dashboard, и API /v1. Мы публикуем его только на localhost. Redis вообще не получает внешнего порта.

services:
  omniroute:
    image: diegosouzapw/omniroute:latest
    container_name: omniroute
    restart: unless-stopped
    stop_grace_period: 40s
    env_file: .env
    depends_on:
      redis:
        condition: service_healthy
    ports:
      - "127.0.0.1:20128:20128"
    volumes:
      - ./data:/app/data
    healthcheck:
      test: ["CMD", "node", "healthcheck.mjs"]
      interval: 30s
      timeout: 5s
      retries: 3
      start_period: 20s

  redis:
    image: redis:7-alpine
    container_name: omniroute-redis
    restart: unless-stopped
    command: redis-server --save 60 1 --loglevel warning
    volumes:
      - redis-data:/data
    healthcheck:
      test: ["CMD", "redis-cli", "ping"]
      interval: 10s
      timeout: 5s
      retries: 3

volumes:
  redis-data:
    name: omniroute-redis-data

stop_grace_period: 40s здесь не декоративный параметр. OmniRoute использует SQLite в WAL-режиме, поэтому контейнеру нужно дать время корректно завершить запись перед остановкой.

Запускаем и проверяем:

docker compose up -d
docker compose ps
docker compose logs --tail=100 omniroute
curl -s -o /dev/null -w "%{http_code}\n" http://127.0.0.1:20128/

Корневая страница может ответить 200 или перенаправлением на dashboard. Главное, чтобы контейнер был healthy, а в логах не было ошибок доступа к SQLite.

f34634c82610d42a31ca7046daf08b75.png

3. Настраиваем nginx и HTTPS

Создаём /etc/nginx/sites-available/omniroute:

server {
    listen 80;
    listen [::]:80;
    server_name omni-hk.yakvenalex.ru;

    client_max_body_size 100m;

    location / {
        proxy_pass http://127.0.0.1:20128;
        proxy_http_version 1.1;
        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_set_header X-Forwarded-Proto $scheme;
        proxy_set_header Upgrade $http_upgrade;
        proxy_set_header Connection "upgrade";
        proxy_buffering off;
        proxy_cache off;
        proxy_read_timeout 600s;
        proxy_send_timeout 600s;
    }
}
sudo ln -s /etc/nginx/sites-available/omniroute /etc/nginx/sites-enabled/omniroute
sudo nginx -t
sudo systemctl reload nginx

Выпускаем сертификат:

sudo certbot --nginx -d omni-hk.yakvenalex.ru \
  --non-interactive --agree-tos -m [email protected] --redirect

После этого открываем:

У меня: https://omni-hk.yakvenalex.ru

Первый вход и подключение Claude Code

На странице входа вводим INITIAL_PASSWORD из .env. После первого входа сразу переходим в настройки и меняем пароль на новый.

d67a451096fd7caedac5333dadc7b1a0.png

Теперь открываем раздел Providers. В текущей версии он доступен из левого меню; прямой адрес выглядит так:

https://omni-hk.yakvenalex.ru/dashboard/providers
d01b746a8ca9fd5bc8f48aa9791d32a1.png

В списке много вариантов: обычные провайдеры с API-ключом, бесплатные тарифы сторонних сервисов и OAuth-подключения инструментов разработки. Нас интересует Claude Code, поэтому выбираем его и нажимаем Add Connection.

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OmniRoute сформирует OAuth-ссылку. Открываем её, входим в собственную учётную запись Anthropic и подтверждаем доступ. Если страница провайдера недоступна из вашей текущей сети, этап авторизации придётся пройти из сети, в которой она открывается. После подключения обычные запросы уже будет отправлять VPS.

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При удалённом развёртывании OAuth иногда завершается не автоматическим возвратом в dashboard, а страницей с callback-адресом. В этом случае копируем полный URL из адресной строки — вместе с параметрами code и state — и вставляем его в поле ручного завершения авторизации в OmniRoute.

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После успешного подключения OmniRoute покажет доступные для этой учётной записи модели и информацию о квоте. Имена моделей имеют префикс провайдера. Например:

cc/claude-opus-4-6

Конкретный список зависит от версии OmniRoute и моделей, доступных вашей подписке, поэтому копируйте имя непосредственно со страницы своего подключения.

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Создаём клиентский ключ OmniRoute

Открываем раздел API Manager или Endpoints. В текущем интерфейсе страница управления ключами доступна по адресу:

https://omni-hk.yakvenalex.ru/dashboard/api-manager

Создаём новый ключ, даём ему понятное имя и копируем значение sk-.... Это и есть наш локальный ключ шлюза. Он не является официальным ключом Anthropic и действует только на нашем домене OmniRoute.

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Проверяем OpenAI-совместимый endpoint:

curl -s -X POST "https://omni-hk.yakvenalex.ru/v1/chat/completions" \
  -H "Authorization: Bearer sk-<omniroute-key>" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "cc/claude-opus-4-6",
    "messages": [
      {"role": "user", "content": "Привет, как дела?"}
    ],
    "stream": false
  }'

Если в ответ пришёл JSON с сообщением модели, связка подписка → OAuth → OmniRoute → OpenAI-совместимый API работает.

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Подключаем OmniRoute к LiteLLM

Сейчас у нас уже есть два рабочих endpoint. LiteLLM обслуживает официальный API, а OmniRoute — подписочную авторизацию. Но смысл нашего контура как раз в том, чтобы клиентам не приходилось знать о двух разных адресах. Поэтому добавим OmniRoute в LiteLLM как OpenAI-совместимого провайдера.

В LiteLLM открываем Models → Add Model и заполняем поля:

  • Model Name — публичный алиас, например claude-opus-subscription;

  • Provider — OpenAI-Compatible;

  • Provider Model — openai/cc/claude-opus-4-6;

  • API Base — https://omni-hk.yakvenalex.ru/v1;

  • API Key — созданный клиентский ключ OmniRoute.

Префикс openai/ нужен LiteLLM, чтобы отправить запрос на совместимый endpoint через OpenAI-клиент. Пользователи при этом будут вызывать короткий публичный алиас claude-opus-subscription.

Нажимаем Test Connect, добавляем модель и проверяем уже единый endpoint LiteLLM:

curl https://litellm-hk.yakvenalex.ru/v1/chat/completions \
  -H "Authorization: Bearer sk-<litellm-virtual-key>" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "claude-opus-subscription",
    "messages": [
      {"role": "user", "content": "Привет! Ответь одной строкой."}
    ]
  }'

Теперь приложение знает только адрес LiteLLM и свой виртуальный ключ. За этим адресом могут одновременно находиться официальный OpenAI API, Claude Code через OmniRoute и любые другие источники. Модель переключается значением model, а ключи, лимиты и логи централизованно управляются в LiteLLM.

Эксплуатация и резервные копии OmniRoute

Для повседневного управления достаточно нескольких команд:

cd /opt/my_projects/omni
docker compose ps
docker compose logs -f omniroute
docker compose restart omniroute
docker compose pull && docker compose up -d

Перед обновлением делаем резервную копию. Копировать нужно и данные, и .env; без исходных ключей шифрования одна SQLite-база может оказаться бесполезной.

cd /opt/my_projects/omni
docker compose stop omniroute
sudo tar czf /root/omniroute-backup-$(date +%F).tgz data .env docker-compose.yml
docker compose start omniroute

Самые частые проблемы выглядят так:

  • HTTP 500 и ошибки SQLite — проверьте права на ./data и владельца UID 1000;

  • после перезапуска разлогинивает — вероятно, изменился JWT_SECRET;

  • подключения перестали расшифровываться — проверьте STORAGE_ENCRYPTION_KEY и API_KEY_SECRET;

  • nginx отдаёт 502 — проверьте docker compose ps и логи omniroute;

  • не сохраняется cookie за HTTPS — проверьте AUTH_COOKIE_SECURE=true и X-Forwarded-Proto;

  • долгий ответ обрывается — увеличьте proxy_read_timeout и proxy_send_timeout.

Важно. Не публикуйте наружу порты 20128 и 6379. Для внешнего доступа достаточно nginx на 443. Файл .env не коммитим, master key LiteLLM не вставляем в приложения, а клиентские ключи отзываем сразу после утечки.

Что у нас получилось

К этому моменту VPS выполняет сразу три роли: служит удалённой средой разработки, принимает подписочные подключения через OmniRoute и отдаёт единый управляемый API через LiteLLM. Мы можем создавать отдельные ключи для приложений, ограничивать модели и бюджеты, а затем смотреть все вызовы в одном журнале.

Remote SSH удобен, когда проект действительно должен жить и выполняться на сервере. Но иногда хочется оставить исходники на своём компьютере и всё равно вайбкодить через собственный endpoint — без постоянного удалённого окна VS Code. В следующем разделе настроим локальный Qwen Code или OpenCode, укажем ему адрес нашего LiteLLM и проверим, как выглядит тот же рабочий процесс уже без Remote SSH.

Вайбкодинг на локальной машине через Qwen Code

До сих пор мы рассматривали два сценария. Сначала запускали Codex или Claude Code непосредственно на VPS, затем работали с тем же сервером через VS Code Remote SSH. Оба варианта удобны, но у них есть общее свойство: исходники и AI-инструмент живут на удалённой машине.

Теперь сделаем наоборот. Проект, Git, терминал и VS Code останутся на домашнем компьютере, а к моделям локальный агент будет обращаться через наш HTTPS-endpoint. VPN для самого инструмента при такой схеме не нужен: клиент соединяется с нашим доменом, а дальше запрос обрабатывает зарубежный VPS.

В качестве агента возьмём Qwen Code. По логике работы он близок к Claude Code и Codex: запускается в терминале, читает файлы проекта, предлагает изменения, выполняет команды с подтверждением и умеет работать из VS Code. При этом он не привязан только к моделям Qwen и позволяет подключить произвольный OpenAI-совместимый провайдер.

Тот же принцип работает и с OpenCode. Его короткую конфигурацию я покажу в конце раздела, но основную демонстрацию проведём в Qwen Code.

Устанавливаем Qwen Code

Актуальные варианты установки собраны в официальной инструкции Qwen Code. Выбирайте команду для своей платформы.

Linux и macOS, быстрый установщик:

curl -fsSL https://qwen-code-assets.oss-cn-hangzhou.aliyuncs.com/installation/install-qwen-standalone.sh | bash

Windows PowerShell:

irm https://qwen-code-assets.oss-cn-hangzhou.aliyuncs.com/installation/install-qwen-standalone.ps1 | iex

После быстрого установщика перезапускаем терминал. Есть и универсальный вариант через npm, но для него нужен Node.js 22 или новее:

npm install -g @qwen-code/qwen-code@latest

Проверяем установку:

qwen --version
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Подключаем собственный эндпоинт

Открываем терминал в папке локального проекта и запускаем Qwen Code:

cd /path/to/local/project
qwen

При первом запуске появится мастер авторизации. Если Qwen Code уже был настроен, тот же мастер можно открыть в любой момент командой /auth.

/auth

Выбираем Custom Provider, затем OpenAI-compatible. Этот вариант подходит и для Claude-моделей: значение имеет не компания-разработчик модели, а протокол endpoint, через который мы к ней обращаемся.

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Далее мастер запросит Base URL. Для прямого подключения к OmniRoute вводим:

https://omni-hk.yakvenalex.ru/v1

На следующем шаге вставляем клиентский ключ OmniRoute, который создали в API Manager. Master key LiteLLM и секреты из .env здесь не нужны.

sk-<omniroute-client-key>
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После этого Qwen Code предложит перечислить модели через запятую. Имена берём со страницы Providers или Endpoints в OmniRoute — вместе с префиксом cc/. Например:

cc/claude-sonnet-4-6,cc/<точное-имя-модели-2>,cc/<точное-имя-модели-3>

В моём случае я добавляю три модели. Не копируйте названия вслепую из статьи: OmniRoute и сами провайдеры обновляются, поэтому точный идентификатор лучше взять из собственного dashboard.

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На следующих экранах можно включить reasoning, разрешить обработку изображений и указать размер контекстного окна. Эти параметры не делают модель мощнее сами по себе: включаем только те возможности, которые действительно поддерживают выбранная модель и наш upstream. Если сомневаетесь, сначала оставьте значения по умолчанию.

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Выбираем модель и проверяем работу

После сохранения открываем переключатель моделей:

/model

В списке должны появиться все модели, которые мы только что добавили. Выбираем рабочую — в моём примере это cc/claude-sonnet-4-6.

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Для первого теста не стоит сразу поручать агенту переписывать половину проекта. Попросим его сначала изучить репозиторий без изменений:

Изучи структуру проекта. Ничего не меняй. Коротко объясни, как он устроен, какие команды запускают приложение и тесты.

Если агент прочитал локальные файлы и вернул осмысленный ответ, проверяем изменение на небольшой задаче:

Добавь в README короткий раздел «Локальный запуск». Сначала покажи предлагаемый diff и меняй файл только после моего подтверждения.

Qwen Code должен показать изменение и запросить разрешение. Это важнее простого ответа «Привет»: мы проверяем всю цепочку — чтение локального проекта, вызов модели через OmniRoute, возврат tool call и применение изменения на домашней машине.

Если вместо прямого OmniRoute хочется сохранить централизованные ключи, бюджеты и логи LiteLLM, в мастере указываем другой набор параметров:

  • Base URL — https://litellm-hk.yakvenalex.ru/v1;

  • API key — виртуальный ключ LiteLLM;

  • Model — публичный алиас LiteLLM, например claude-opus-subscription.

Для повседневной работы это даже удобнее: Qwen Code знает только клиентский ключ LiteLLM, а реальный источник модели можно заменить на сервере, не перенастраивая локальную машину.

Работаем из локального VS Code

Если терминальный интерфейс не нравится, устанавливаем официальный плагин Qwen Code Companion. Делать это нужно в обычном локальном окне VS Code, а не в экземпляре, подключённом к VPS через Remote SSH.

Расширение доступно в Visual Studio Marketplace. Проверяем название Qwen Code Companion и издателя qwenlm.

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Открываем панель по иконке Qwen или через палитру команд: Qwen Code: Open. Расширение использует локальную конфигурацию Qwen Code. Если ранее созданный провайдер не появился, запускаем Qwen Code: Run и повторяем /auth уже из встроенного терминала расширения.

Выбираем ту же модель cc/claude-sonnet-4-6 и повторяем короткую проверку. Теперь дифф, история и контекст открытых файлов отображаются прямо в интерфейсе VS Code.

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Альтернатива: OpenCode

Если вам ближе OpenCode, архитектура не меняется. Он также поддерживает OpenAI-совместимых провайдеров. После установки запускаем /connect, выбираем Other, задаём идентификатор omniroute и сохраняем клиентский ключ.

/connect
# Provider: Other
# Provider ID: omniroute
# API key: sk-<omniroute-client-key>

Затем создаём в папке проекта opencode.json:

{
  "$schema": "https://opencode.ai/config.json",
  "provider": {
    "omniroute": {
      "npm": "@ai-sdk/openai-compatible",
      "name": "My OmniRoute",
      "options": {
        "baseURL": "https://omni-hk.yakvenalex.ru/v1"
      },
      "models": {
        "cc/claude-sonnet-4-6": {
          "name": "Claude Sonnet via OmniRoute"
        }
      }
    }
  }
}

Командой /models выбираем omniroute/cc/claude-sonnet-4-6. Чтобы пустить OpenCode через LiteLLM, достаточно заменить baseURL, сохранить виртуальный ключ LiteLLM под тем же provider ID и указать публичный алиас модели.

Важно. Локальный агент получает доступ к файлам и терминалу вашего компьютера. Не включайте безусловное автоматическое подтверждение команд в незнакомых репозиториях, не храните API-ключи в opencode.json и внимательно просматривайте diff перед применением.

Вместо заключения

В начале статьи у нас был один довольно бытовой вопрос: можно ли перестать перенастраивать VPN и прокси каждый раз, когда очередному AI-инструменту понадобился доступ к модели? Теперь ответ получился не теоретическим — мы собрали рабочую схему и прошли её от пустого VPS до локального AI-агента.

Если коротко, контур разделён на понятные слои:

  • VPS даёт стабильную зарубежную точку выхода и среду для удалённой разработки;

  • nginx и Let's Encrypt дают нормальные домены и HTTPS;

  • OmniRoute подключает OAuth-авторизацию подписочных сервисов и выдаёт локальный API;

  • LiteLLM объединяет источники, создаёт клиентские ключи, лимиты и логи;

  • Codex и Claude Code работают прямо на VPS через Remote SSH;

  • Qwen Code и OpenCode используют тот же контур с локального компьютера.

Главный плюс здесь даже не в том, что исчезает VPN. Важнее, что доступ к моделям перестаёт быть набором случайных настроек в пяти приложениях. У нас появляется одна точка управления: можно добавить новую модель, выдать отдельный ключ проекту, ограничить бюджет, посмотреть расход или отозвать скомпрометированный доступ, не трогая остальные приложения.

При этом важно не приписывать схеме того, чего она не делает. Подписка не превращается в официальный API-ключ, лимиты провайдера не исчезают, а правила использования продолжают действовать. OmniRoute и LiteLLM дают контроль над маршрутом и доступом, но не отменяют тарифы, квоты и ответственность за учётные данные.

Дальше этот контур можно развивать под себя: добавить резервные модели и fallback, разнести ключи по проектам, подключить мониторинг, настроить регулярные резервные копии или ограничить dashboard отдельной авторизацией. Но базовая система уже готова — и для ежедневной разработки, и для тестовых AI-интеграций.

Надеюсь, теперь вместо очередного набора костылей у вас появится инфраструктура, которую вы понимаете, контролируете и можете спокойно перестраивать под следующую модель или инструмент.

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    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    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: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 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

  • 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

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 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.

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  • 31.07.26 16:21 rssllhrnsb

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  • 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

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  • 04.08.26 12:37 kimberlyhebertt6877

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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

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