What changes when we stop treating AI like a replacement worker and start designing it as a collaboration layer? Sophia and Marcus unpack a practical model: humans set goals and judgment, AI structures and transforms the work, tools verify facts, and workflows preserve approvals and accountability. The conversation explores where AI creates real economic value, where it remains weak, and why the most useful systems keep people in control of consequential decisions. This podcast uses AI-generated hosts and voices. Every episode is grounded in Dave Isbitski's field notes and sources, reviewed for accuracy, and approved by Dave before publication.
