Hallucination Mitigation Paths

Reduce hallucinations in {{model}} for {{knowledge_domain}}.

Path A - Retrieval augmentation:
- Add {{knowledge_base}} retrieval
- Measure hallucination reduction
- Evaluate latency and cost impact

Path B - Confidence calibration:
- Request uncertainty estimates
- Filter low-confidence claims
- Measure coverage vs. accuracy

Path C - Verification layer:
- Add fact-checking model
- Measure hallucination catch rate
- Evaluate throughput impact

Compare paths and design combined mitigation system.