Shahul Es, renowned for his expertise in the evaluation space and the creator of the Ragas Project. Shahul dives deep into the world of evaluation in open source models, sharing insights on debugging, troubleshooting, and the challenges faced when it comes to benchmarks. From the importance of custom data distributions to the role of fine-tuning in enhancing model performance, this episode is packed with valuable information for anyone interested in language models and AI.