Work

Selected work

Case studies from clinical AI, digital health and research. Each one follows the same shape: problem, my role, what I did, result, and what I'd do differently.

Agentic AI nighttime caregiver

94–100% on-floor recall

From 50+ interviews at Stanford Biodesign to a working, evaluated prototype: on-device perception, LLM dialogue, caregiver alerts.