I designed and shipped an end-to-end multi-agent platform with LangGraph orchestration, Agentic RAG over Qdrant, and custom MCP tool servers. It includes confidence-score guardrails, human-in-the-loop approvals, and cost, latency, and trace observability.
For the Agentic AI Workflow Automation Platform, I developed the backend with async FastAPI, PostgreSQL, and Redis, and set up CI/CD with GitHub Actions. I centralized LLM and embedding traffic through LiteLLM and instrumented it with Langfuse.
At Nokia Solutions & Networks, I worked on FHGW Software Management, a framework for managing software lifecycles across installation, activation, rollback, configuration, and updates. Earlier, I developed middleware for Oracle Communications Cloud Native Diameter Routing Agent and built real-time fraud detection modules for Subex Limited’s ROC Fraud Management System.
