Architected a secure personal health operating system. Embedded rigid FHIR standards directly into consumer flows, automatically pulling wearables and lab data into a unified, highly actionable clinical timeline.
Wearables generate gigabytes of health data. Lab results pile up in PDFs. Most of this gets ignored because there's no system tying it together—no way to see patterns across sleep, nutrition, activity, and bloodwork.
I built Health OS to fix that. A personal operating system that ingests data from every source, applies FHIR/HL7 standards, and surfaces insights that actually matter.
Domain expertise in Quantified Self. Systems built for scale without overengineering. Pragmatic tech choices that ship.
Systems Architecture & Data Flow
Technical constraints forced creative solutions. We optimized for Quantified Self from day one, which meant rethinking architecture at every layer. Shipped incrementally, validated with real users, and scaled what worked.
Built an HL7/FHIR + HIPAA compliant data aggregation architecture from absolute zero
AI products need to be grounded in real constraints. Hallucinations kill trust. Accuracy at scale beats feature bloat.
A methodology for moving AI from experiments to operating systems. Four phases, built on lessons from digital and cloud transformation waves, tested across healthcare, consumer tech, and agencies.