At Google, I led backend architecture for HCA Healthcare Clinical AI & Documentation Platform, supporting clinical documentation, nurse handoff summaries, and evidence-grounded workflows. I designed MedLM/Gemini orchestration and FHIR-based retrieval, reducing invalid structured outputs by ~30% across clinician-facing workflows.
At Atlassian, I architected cloud developer platform services across AWS and Kubernetes. Self-service infrastructure workflows reduced new-service setup from hours to under an hour, while canary deployments and automated health checks reduced deployment-related incidents by ~25%.
Earlier, I worked on marketplace matching at Thumbtack and healthcare integration at Microsoft. At Thumbtack, I redesigned candidate retrieval and ranking pipelines, reducing p95 matching latency by approximately 40%; at Microsoft, I developed Azure healthcare integration services and HL7/CDA normalization pipelines.

