AI Engineer
hardai-engineer-hallucinations

How do you reduce hallucinations in LLM-powered products?

Answer

Hallucinations happen when the model generates unsupported claims. Mitigations: - Use RAG with high-quality retrieval - Require citations from sources - Add refusal behavior when context is missing - Use constrained outputs (schemas) Also improve prompts and evaluate on failure cases. Never present answers as authoritative without grounding for high-stakes domains.

Related Topics

LLMRAGSafety