Selected Works10s Summary
MedicalClinical DocumentationNLPAI
“Get time back. Move care forward.”
MARS: AI Clinical Documentation
Re-engineering clinical workflow with GenAI
- Period
- Sep – Oct 2025
- Role
- Team LeadPMAI ResearchPrompt Engineering
- Team
- PM (me)2 LLM engineers1 clinical advisor
- Org
- SNUBH × KAIST Datathon
What?
Built an LLM system that writes discharge summaries from real hospital records. Won 2nd place in Seoul National University Bundang Hospital's datathon.
Why?
Doctors spend up to 30% of their time turning messy notes into discharge summaries, and a national strike left them even more short-staffed.
How?
Cleaned up noisy, duplicated records, then designed department-specific, multi-step prompts with guardrails against hallucination, validated by clinicians.




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