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An insightful conversation with Dr. Prathmesh Madhu, a PhD in AI from Germany with over a decade of experience in production AI systems. The discussion covers his unique journey from computer vision research in art history and archaeology to real-world AI implementations in consulting. Dr. Madhu shares practical advice on identifying good AI use cases, the evolution of reasoning in AI systems, and the changing landscape of AI jobs. He offers uncommon wisdom on continuous learning, collaboration over competition, and the importance of understanding problem spaces before jumping into solutions.