No More Hallucinated Citations: A Domain-Specific RAG System with Ollama, ChromaDB and AI Agents

TL;DR: I built a full-stack knowledge pipeline around a corpus of 2,514 academic PDFs focused on urban art. The system combines ChromaDB vector search, Ollama-powered semantic analysis, a FastAPI REST layer, and six AI agents (slash commands in Claude Code) that orchestrate research workflows end-to-end. The result: zero hallucinated citations, dense evidence-backed documents, and a workflow that scales to any specialized domain. The Problem: LLMs Hallucinate Academic Citations If you've ever us