AI systems
When to use machine learning
A practical way to choose between rules, pretrained models, and custom machine learning.
Read postFounder & CEO of EigenH AI
I build healthcare AI grounded in applied mathematics and real-world machine learning.
After 11+ years building applied AI systems and engineering teams, I’m now working on the everyday problems inside healthcare practices. This is where I share what I learn along the way.

From work in progress to ideas worth coming back to.
AI systems
A practical way to choose between rules, pretrained models, and custom machine learning.
Read postLeadership
Notes on clarity, ownership, and leading engineering teams when code is cheap and judgment is not.
AI systems
How context, attention, activation cost, and failure behavior shape model selection.
What I’m building
At EigenH AI, we’re building AI agents for patient access, referrals, scheduling, and practice workflows. My focus is getting useful technology into everyday healthcare operations.
Building EigenH AI and writing down what the work is teaching me about AI, products, and better decisions.
More on what I’m doing