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