The final episode tackles the critical issue of AI bias and fairness in automated decision systems. We examine controversial cases where AI systems have shown racial or gender bias in areas like hiring, criminal justice, and healthcare. Through detailed analysis of specific algorithms and their impacts, we explore proposed solutions for creating more equitable AI systems. The episode concludes with a discussion of regulatory frameworks and ethical guidelines for AI development.