I build practical systems at the edge of medicine, AI, and operations.
I am Shree Mulay: a physician-builder focused on prevention, AI-native operations, cloud infrastructure, and scalable systems that let small teams operate like big ones.
Core Focus
AI-Native Operations
Designing workflows where agents, specs, tests, and humans share a clean operating surface.
Clinical Systems
Building safer, simpler systems for prevention-oriented kidney care.
Scalable Infrastructure
Systems that grow from one useful workflow into reliable operating infrastructure.
Recent Writing
Is a Faster AI Coding Model Better? How I Tested It
I ran 42 timed coding runs to see if a faster AI model could replace my default. It was quicker, but it didn't clear the bar I set for real work.
Can AI Trade for You? I Checked the Evidence
New AI models make it look easy to hand a bot your brokerage account. I checked the research, the speed math, the costs and the rules. Here's what holds up.
Which AI Model Is Best for Coding? What My Own Usage Says
7 leaders in 11 months: which AI model is best for coding, from my own usage data matched against 3,858 videos I processed, and what actually made me switch.
Now
A current snapshot of what I am focused on and what I am learning.
See what I'm doing now