At Ramp, I architect production multi-agent systems for accounts payable and finance workflows. My work has automated 73% of manual AP review across 50K+ invoices per month and delivered a RAG finance copilot serving sub-800ms answers to 200K+ business users.
I build secure, auditable AI infrastructure with MCP tool servers, LangGraph, OpenAI, Anthropic Claude, FastAPI, PostgreSQL, and TypeScript. I also designed planner-critic loops and evaluation harnesses that raised task-completion accuracy from 71% to 94% while catching over 90% of regressions before release.
At Rippling, I shipped document-understanding, payroll-decisioning, and HR assistant products, including a model that prevented an estimated $4M+ in annual payroll errors. Earlier, I scaled e-commerce experiences at Crocs, built browser-based drone mapping at DroneDeploy, and delivered marketplace search and booking improvements at Airbnb.
Across 12+ years, I’ve owned systems from prototype through production, combining AI, distributed systems, and full-stack engineering to improve reliability, latency, cost, and customer outcomes.
