I'm a Tech Manager at EY (Ernst & Young) GDS Consulting with expertise in Software Engineering, Analytics, and Generative AI. I specialize in designing and delivering production-grade LLM applications, Agentic RAG systems, and scalable AI platforms. My experience includes building governed RAG and MCP workflows using LangChain, LangGraph, and vLLM, implementing advanced retrieval strategies such as hybrid search, semantic and contextual chunking, reranking, and citation-aware responses. I have led engineering teams to deliver enterprise AI solutions with strong MLOps, observability, and human-in-the-loop workflows. Beyond AI, I have extensive experience in Python, FastAPI, cloud-native architectures, Kubernetes, Docker, CI/CD, vector databases, and modern ML infrastructure. My domain expertise spans Logistics & Supply Chain, Hospitality, and CPG/Retail. I hold an M.Sc. in Mathematical Modelling and Machine Learning from University College Cork, Ireland, along with M.Tech and B.Tech degrees in Computer Science. I enjoy mentoring students and professionals on AI, software engineering, system design, career growth, interview preparation, and building production-ready GenAI applications. Whether you're starting your AI journey or looking to advance into enterprise AI engineering, I'm happy to help.