This Workshop aims at providing a forum for members of the research and academy community. The Workshop enables the participants to understand the recent technologies in Harnessing Generative AI. It gives you the understanding of Key concepts and applications to build conversational AI agents using Retrieval-Augmented Generation (RAG) models. The participants may develop virtual assistants using Large Language Models (LLMs) and RAG and Create AI-powered content generation tools using LLMs. The workshop will enable the participants to Design question answering systems using RAG models, Develop conversational AI agents using LLMs and RAG for customer support and can Guided project: Building a generative AI model using RAG and LLMs Hands-on exercises and live demonstrations will provide practical experience, ensuring attendees can confidently implement what they learn in their own projects or businesses.