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

Description and use

Deploy isolated AI environments per team using Docker and Traefik, automatically provisioning TormentNexus containers, Redis, and TLS certificates in minutes.

Problem

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

Outcome

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.

Workflow

• 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.

Evidence

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

Source

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

Source