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

说明与用途

使用 Docker 和 Traefik 为每个团队部署隔离的 AI 环境，自动配置 TormentNexus 容器、Redis 和 TLS 证书，耗时仅数分钟。

问题

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

结果

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.

工作流

• 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.

证据

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

来源

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

来源