Designing Safety-Constrained LLM Systems for Public Health Information Access

arXiv cs.AI · 18 hours ago

Researchers developed a safety-constrained LLM system for public health information access focusing on maternal and child health resource navigation. The system achieved an average response time of 5.3 seconds and demonstrated consistent enforcement of safety constraints through domain-restricted retrieval augmented generation and strict boundary enforcement to prevent medical advice. The design patterns establish practical guidance for deploying LLM systems in healthcare contexts where information accuracy and accountability are critical requirements.