proxmox

Guide to automating an elastic AI lab on Proxmox VE with a Bash‑first approach: install curl/jq/Python/Ansible and use API tokens; craft a golden cloud‑init template; clone, tag, and boot VMs via curl; auto‑cleanup idle workers; scale up/down with Python (proxmoxer); and enable optional GPU passthrough—delivering fast, reproducible, self‑service inference without SaaS lock‑in.