LLMs generate plausible next tokens; they do not check facts. Hallucinations range from invented citations and fake case law to wrong API signatures and made-up people. The more specific the claim, the higher the risk.
Grounding with retrieval, requiring citations, and post-generation verification reduce — but do not eliminate — hallucination. Treat any factual output as a hypothesis until checked.