RAG for Your Homelab Wiki: Answers That Cite Their Source
Turn your homelab wiki into a cited Q&A endpoint with dependency-free Node: retrieve-then-generate, every answer naming its source page, stale ones labelled.
Turn your homelab wiki into a cited Q&A endpoint with dependency-free Node: retrieve-then-generate, every answer naming its source page, stale ones labelled.
Wire every Claude Code, Codex, and Ollama call into Prometheus and one Grafana dashboard — tokens, latency, cache hits, and real dollars vs quota burn.
What went wrong — and why — as I built a canonical Git vault, AI agent skills, write locks, and projection consumers: silent data loss, hanging CLIs, restore gaps, and the one mistake I made twice.
Give your AI agents a revision-labeled cold start against your knowledge vault — verify the canonical commit, load only the pages the task needs, fail closed on mismatch, and persist outcomes through the controlled writer.
Give your knowledge vault semantic search with a local embeddings index — built on Ollama and nomic-embed-text, cached by content hash, and labeled with the commit it was built from so staleness is always visible.
Go beyond basic chat with Open WebUI — set up Retrieval-Augmented Generation with local documents, configure pipeline tools, create specialized assistants with custom system prompts, and use the API for programmatic access.
Deploy Hermes Agent on Proxmox LXC — a fully autonomous AI agent with tool use, Anthropic primary routing, and OpenRouter fallback chains. Includes the Kanban integration and CLI delegation setup.
Run local LLMs across three Proxmox LXC containers with Ollama, expose them via Open WebUI's built-in load balancer, and avoid the Docker-in-LXC pitfalls that cost me two sessions to fix.