Explore the intersection of graphs and Large Language Models (LLMs) in this 15-minute conference talk by Anthony Alcaraz, Chief Product Officer at Fribl. Discover the benefits of combining graphs with LLMs, focusing on engineering aspects and practical applications in the recruitment industry. Learn about recent findings on the superiority of Retrieval Augmented Generation (RAG) Knowledge Graphs over traditional RAG with vector databases, and understand their profound implications. Gain insights into how AI-powered recruitment platforms like Fribl are revolutionizing fair and ethical hiring practices, addressing CEO concerns and reducing the average cost per hire. Understand the challenges of the current recruiting process and how innovative GenAI technology enhanced by symbolic AI is transforming the screening process.