At Amazon Web Services, I productionized AI agents built with Python and LangGraph into reliable systems supporting more than 50K executions monthly. I also built RAG ingestion, retrieval, memory, and inference pipelines for operations, resourcing, and procurement workflows.
At NetSutra, I developed production AI agents and RAG pipelines that processed more than 5M document chunks. Earlier, at Astra Canyon and SoftServe, I built backend systems, APIs, and web applications for operational workflows.

