Amit Sharma, Principal Researcher at Microsoft Research and co-creator of the DoWhy library, discusses the future of agentic systems and their impact on complex human tasks. He highlights the challenges in current frameworks, particularly around verification, while emphasizing innovative approaches in causal modeling. The conversation touches on integrating large language models to improve decision-making and the creation of the Duy library for causal inference, aiming to enhance accessibility for newcomers in the field. This engaging dialogue showcases the intersection of causality and AI in shaping robust systems.