At PATHLOCK, I designed an agentic root-cause analysis platform using Python, MCP, intelligent code search, and multi-strategy file retrieval. It reduced bug-investigation time from 2–4 hours to 3–5 minutes.
At Microsoft, I designed and scaled a Kafka-based event-processing platform handling 100M+ events per day. My work also spanned search and retrieval, production AI platforms, and distributed systems; earlier, at Citibank, I led 12 engineers on trading and OMS platforms.

