In this interactive panel session, bring your questions as your lineup explores how to evaluate the efficacy of large language models (LLMs), focusing on key metrics, performance challenges, and the technical stack required for optimal results. Dissect the complexities of benchmarking, scaling, and fine-tuning LLMs for real-world applications, and leave set to build more powerful, value-driving apps.