Ian and Tim host a conversation with Hamel Husain, an AI influencer and consultant who has worked with major tech companies like GitHub and Airbnb. They delve into Husain's journey to becoming an independent consultant, his insights on the common struggles with AI evaluation and data literacy, and his pragmatic approach to improving AI systems. The discussion also covers the importance of error analysis, measuring AI performance, and the evolving role of AI engineering in enhancing software development.