Container‑Native AI: Running Multi‑Tenant Agent Infrastructure with Docker and Traefik

Описание и применение

Создайте изолированные среды AI для каждой команды с помощью Docker и Traefik, автоматически развертывая контейнеры TormentNexus, Redis и TLS‑сертификаты за считанные минуты.

Задача

Enterprise AI teams need isolated, multi‑tenant agent environments that share hardware but cannot interfere with each other’s data, resources, or compliance requirements.

Результат

Provisioned 30+ isolated AI environments in under 20 minutes per team, with automated SSL, resource limits, and network isolation, reducing cross‑tenant interference and improving security.

Рабочий процесс

• 1. Deploy Traefik reverse proxy with Docker provider and Let’s Encrypt integration.
• 2. Create shared infrastructure directory with Traefik config and Docker Compose stack.
• 3. For each tenant, create a self‑contained directory with a Docker Compose file that defines TormentNexus, Redis, and Traefik labels.
• 4. Use a provisioning script (init‑provision.sh) to generate tenant Compose files from a manifest and provision DNS records.
• 5. Run docker compose up for each tenant to start containers, automatically routed by Traefik based on subdomain.
• 6. Monitor each instance via Prometheus metrics and aggregate centrally with per‑tenant labeling.

Доказательства

Traefik automatically detects new TormentNexus containers via Docker labels and begins routing traffic—no manual configuration file edits, no restart required.

Источник

In testing with 15 concurrent tenant connections streaming responses, Traefik's peak memory usage was 187MB, so this leaves substantial headroom for traffic spikes.

Источник