Local AI use cases with Proxmox
Proxmox VE is an open-source hypervisor popular in home labs. These setups run Ollama in VMs or LXC containers, often with GPU passthrough.
Rebel BitesHome RAG assistant for embedded-systems docs on Proxmox
Ollama, llama.cpp, Open WebUI, BGE-M3 and SearXNG in a GPU-passthrough VM. Moving from 6 GB to 16 GB of VRAM changed which models could run.
Self-hosted bookmarks that tag themselves with local AI (Karakeep)
Karakeep (formerly Hoarder) runs on a Debian LXC, and gemma3:4b in Ollama tags each bookmark. Getting reliable tags from a small model takes one key setting.