In this first "Lost Explorer podcast: Pour some ML on it" episode, we delve into the complex world of predictive policing and AI's role in modern law enforcement. As we navigate through real-life examples and analyze the efficacy and ethical implications of AI-driven crime prediction, we uncover the stark contrasts between technological idealism and sobering realities. From exploring the impact on communities to questioning the balance between innovation and ethics, this episode is a deep dive into how AI is reshaping the landscape of justice and security. Join us as we unravel the nuances of this cutting-edge technology, its promises, and the potential pitfalls that come with it. Whether you're a techno-optimist or a cautious observer, this episode will leave you with a richer understanding and critical insights into the future of AI in policing.