Taming LLM Hallucinations: How One Team Fixed Fabricated Legal Citations

Legal and regulated industries cannot tolerate hallucinated references, yet RAG systems powered by standard LLMs frequently generate confident but false citations. This investigation reveals why conventional prompt engineering fails at URL precision and introduces an engineering solution—replacing real URLs with numeric codes—that treats the root cause rather than symptoms, applicable across any high-stakes domain where citations must be verifiable.