At Asentria, I architected real-time ingestion services for MQTT device streams and built Python pipelines to process telemetry across distributed services. I also developed a retrieval-augmented conversational system for interacting with SiteBoss device capabilities, combining hybrid retrieval with contextual LLM responses.
Previously, at Morfdesk, I developed RAG pipelines and Kafka-based event workflows for Shopify automation, reducing latency by 45% with Redis caching. Across my roles, I've worked on backend services, web applications, and production systems using technologies including React, Node.js, PostgreSQL, and AWS.

