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8 articles

#ai#ollama

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.

Jul 31, 2026·12 min readRead →
#monitoring#ai

Track AI Token Spend in Grafana: Claude, Codex, and Ollama

Wire every Claude Code, Codex, and Ollama call into Prometheus and one Grafana dashboard — tokens, latency, cache hits, and real dollars vs quota burn.

Jul 24, 2026·12 min readRead →
#ai#self-hosted

10 Mistakes I Made Building a Homelab Second Brain (And How Each Got Fixed)

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.

Jul 16, 2026·13 min readRead →
#ai#self-hosted

Make Your AI Agents Read the Docs First, Every Time

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.

Jul 15, 2026·7 min readRead →
#ai#ollama

Semantic Search for Your Notes, Running Locally

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.

Jul 15, 2026·5 min readRead →
#ai#ollama

Open WebUI Advanced: RAG, Pipelines, and Custom System Prompts

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.

Jul 6, 2026·7 min readRead →
#ai#hermes

Hermes Agent: Self-Hosted AI Agent with Fallback Model Chains

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.

Jul 5, 2026·6 min readRead →
#ai#ollama

CPU-Only Ollama Cluster on Proxmox LXC: 3-Node Setup with Load Balancing

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.

Jul 5, 2026·7 min readRead →
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