08 · Personal & Academic Project
Medical Image Analyzer
Designing two reliable explanations from one clinical image
Business value
One image produced both a structured professional report and a clearer patient-facing explanation.
01 · Business problem
Clinicians and patients need different outputs from the same X-ray, while raw multimodal prompts can produce inconsistent structure and language.
02 · My approach
I treated prompt design like interface design: separate audiences, explicit roles, structured sections, and secure handling.
03 · What I built
A clinical-report prompt, a plain-language explanation prompt, a Streamlit workflow, and secure API configuration.
What changed my thinking
The corrections, tradeoffsand decisions behind it.
- 01
One answer could not serve two audiences
Clinical precision and plain-language understanding required separate prompt paths.
- 02
Structure improved reliability
Explicit output sections reduced variation more than a generic request for a better answer.
- 03
Prompting was product design
The challenge was building a repeatable experience around model capability.