I am a Senior Generative AI Consultant & Mentor with 7+ years of hands-on experience building and scaling production-grade AI systems, especially in healthcare, clinical research, and life sciences. I work with founders, AI engineers, and research teams to help them design the right architecture, ask the right questions, and avoid costly mistakes when building LLM-based systems. My expertise spans: 1. Expert in designing the system design for AI applications. 2. LLM system design (RAG, agents, tool-using models) 3. Knowledge graph–driven AI for complex domains (Neo4j, structured retrieval) 4. Clinical & regulatory document intelligence (CSR, SAP, Protocol, IB) 5. Evaluation frameworks for accuracy, completeness, and reliability 6. Scalable AI backends (FastAPI, queues, cloud-native deployments)