As a Software Engineer at Google with 20+ years of experience at IBM and Oracle, Kapil Verma conducted empirical research into enterprise-scale Retrieval-Augmented Generation (RAG) architecture for internal support systems. His work identifies the critical engineering decisions that determine RAG reliability in high-load, ticket-handling environments where hallucinations carry significant operational risk.