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.00:23 Hamel's Background in AI and Machine Learning01:18 Challenges in AI and Machine Learning02:15 Importance of Data Literacy in AI04:02 Common Struggles in AI Development05:05 The Role of AI Engineers08:39 Focus on Processes Over Tools11:10 Error Analysis and Practical Examples15:52 Case Study: Improving AI Products26:05 The Role of Agents in AI