At Persistent Systems, I engineer Python automation for enterprise infrastructure. My Redfish REST API automation provisioned and configured more than 100 servers, cutting provisioning time by about 60% and eliminating classes of manual configuration error.
I developed and operated Kubernetes Operator-based lifecycle management for Netezza Performance Server across AWS and Azure, automating installation, upgrades, and validation. I also built Kubernetes environments and CI/CD pipelines with automated testing and deployment validation.
I'm currently building the team's AI platform capability with MCP-based tools for infrastructure operations, RAG-backed knowledge retrieval, and Claude/LLM-assisted workflows. In my projects, I developed a hybrid retrieval pipeline and an agentic firmware management system using LangGraph.

