About
Engineer, researcher, explorer. And a few other things.
My work spans software systems, machine learning, and the physical world. At Johns Hopkins, that means research into simulation and surgical robotics, alongside work on agents and structured retrieval.
I am also the founder and CTO of Univonest, an agentic marketplace. Building a product brings a different set of questions into view: how people find what they need, how negotiation works, and how software behaves beyond a prototype.
Outside work, I make room for tennis, solving problems on Deep-ML, playing puzzles on Matiks, and reading. This archive has space for those parts of life, too.
Education
Johns Hopkins University
MS, Information Systems and AI
Dean’s Scholar
Vellore Institute of Technology
B.Tech, Information Technology
Areas I Work In
Agents and systems
AI agents · Agent evaluation · Model evaluation · LLM evaluation · Post-training · Backend systems · Production AI systems · AI reliability · Agent infrastructure · Tool-using agents · Model pipelines · Structured retrieval · Observability · MCP · LLM infrastructure
Learning and simulation
PyTorch · Differentiable simulation · Graph neural networks
Languages and infrastructure
Python · TypeScript · C++ · Java · Next.js · Node.js · Spring Boot · PostgreSQL · Docker · Terraform · GCP · AWS · Azure · Unix/Linux