All How LLMs Work AI and Health Build Notes
The three markdown files that run Claude Cowork

Markdowns are the new primitive. After many rounds of tinkering, I’ve started to build an intuition for the different system-level markdown files that are the control plane for...

Build Notes
Faster writing, different thinking with AI Voice Dictation

AI voice dictation is having a moment. These tools do more than transcribe—they read context, add punctuation, and learn your style. Many creators say they work two to...

Build Notes
Four Weekends Building Munshi: Notes on Product Thinking and AI Development

It happens to most of us multiple times a week: someone emails asking for a good time to meet, and before you know it, you’re stuck in a...

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Three Years of Learning AI: Resources That Shaped My Intuition

This weekend I finally finished reading Why Machines Learn: The Elegant Math Behind AI (by Anil Ananthaswamy). It took me seven months—an unusually long time for a 500-page...

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How AI helped me talk (and listen) to >2000 pages of medical content

Earlier this year, I began researching mitral valve surgery (specifically, valve repair vs. replacement) to help someone close to me. This experience introduced me to Retrieval-Augmented Generation (RAG)...

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Earlier Writing (2008-2017): These are my old notes on health IT and the digital health industry before AI changed the conversation.