At Microsoft, I develop and maintain C++ networking software for Hyper-V Network Virtualization, including vSwitch, L1VH, NetVSC, and SR-IOV datapaths. I designed telemetry and performance-analysis tools, including a VF transition tracker, to support repeatable validation and faster investigations.
I also implemented an MCP server that brings networking telemetry, ETW traces, debugging tools, and engineering documentation into AI-assisted investigation workflows. I’ve resolved kernel networking issues and supported cross-team incident response for Azure production environments.
Earlier, at Eltropy, I led a team building Insights, an embedded analytics feature used by 200+ Credit Unions in the US. I also built data pipelines for predictive analytics and integrated the feature into the backend Go application.

