At Exotel, I build production agent systems for billing, legacy, and migration workflows, including MCP servers with context-scoped access control and agent harnesses that run end-to-end integration tests.
I led five engineers through a company-wide Zuora billing integration, owning technical design, Kubernetes platform work, and a zero-downtime migration plan. My work spans Strimzi Kafka autoscaling, Redis, Istio ingress, and AWS load balancing.
Previously, I built 360° perception and real-time obstacle detection at Virya, hiring-incentive forecasting services at Amazon, and computer-vision pipelines for XPENG. I also build and study ML systems, from reversible Kronecker embeddings to a chronological guide to 46 attention mechanisms.

