About

Background

I'm an engineering leader at Microsoft with 19+ years of experience building systems at scale. I lead engineering in Purview Data Lifecycle Management, building retention, compliance, and governance services for large enterprise environments.

Over the past several years my focus has moved toward AI: agent systems, evaluation pipelines, retrieval architectures, and compliance automation. That background shapes how I approach AI: not only as a model problem, but as a systems problem.

Research

Most work on AI focuses on what models can do. I'm more interested in what happens once an agent is deployed and has to act: which decision it made, how confident it was, and whether anyone can check that later.

LatentMesh approaches that from two directions: making agent decisions fast enough to score directly, and making them verifiable after the fact. Blitz is the first public research preview of that work.

Contact

For research questions or collaboration: LinkedIn or X (@karthiksync)