Curious about how machines think. Precise about making them work.

I grew up in Gujarat, India, taking things apart to see how they worked. Computer science gave that habit a direction, and I finished my bachelor's at the top of my class.

My first job was at TechStaunch, building LLM systems for companies that couldn't send a single document to the cloud. That's where I learned the hard part of AI isn't the demo. It's the hundredth question, the odd input, the answer that has to be right.

So I moved to Germany for a master's in AI & Robotics, and made reliability the thing I study. My thesis asks what it takes for a research agent to finish real office work, end to end, and measures it honestly.

In between, I keep shipping: products with real users, real payments and real support tickets. Research tells me what's possible. Shipping tells me what's true.