HubCity

Private AI brain stack: Open WebUI sends a query → FastAPI receives it → LlamaIndex processes and routes → Qdrant retrieves relevant note chunks → Ollama generates the response → FastAPI returns answer with sources → Open WebUI displays it. Obsidian notes are continuously ingested, chunked, embedded, and stored in Qdrant for retrieval.