Aaron 乐 ·
Practice-driven thinking on reinventing healthcare with AI
Notes from the field on healthcare, data governance, and organizational redesign in the age of AI.
Cases from practice
Intelligent Clinical Documentation and Quality Control
Embed AI in the clinician’s real workspace so generation, quality control, and sign-off reduce repetitive documentation while turning validated practice into reusable institutional knowledge.
Patient Agent and Precision Patient Operations
Move beyond digital entry points toward a continuously available health twin that understands patient state, initiates action, and completes clinical service loops under human confirmation and full audit.
Latest Thinking
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I’m Aaron 乐. I lead technology innovation and AI transformation on the front lines of healthcare, turning AI First from strategy into practice. This site isn’t a product page or a résumé — it’s where I think in public, using reflection to iterate on myself, and learning from AI along the way.
Learn more →“AI isn’t just software —
2026 · a late-night note
it’s software with a heartbeat.