Systems before models
Understand the workflow and constraints before choosing the technology.
A little about me
Engineer, builder, operator. I’m interested in the point where a technical idea meets a human problem.

The thread through it all
My journey runs through AI and data science, healthcare technology, and now product and business at Masters’ Union.
I start with the decision, the workflow and the people involved. Then I make the idea concrete, look at what changed, and keep improving the system.
View my résumé ↗B.Tech in AI & Data Science at Dr. D.Y. Patil Institute, Pune.
Visual prompting and trust architecture for professional networking.
From marketplace analytics to care delivery and AI engineering at Saathealth.
Graph attention research, knowledge representation and voice-first product development.
Bringing engineering experience to technology, business, management and product decisions.
Understand the workflow and constraints before choosing the technology.
Build a working product around a real question, then learn from it.
Measure what changed and make the remaining tradeoffs visible.