At Interface AI, I built the live-response layer for an embeddable AI assistant, streaming responses over WebSocket and safely rendering model-driven UI. I also implemented citations that open source documents and highlight the exact grounding passage.
Previously, I led and mentored a team of 5+ engineers at Angel One, improving platform load time by about 35% and building observability dashboards that cut production-issue detection from hours to minutes. Across my work, I’ve built web products and real-time interfaces, with a focus on performance, reliability, and clear user experiences.

