Presentation Notes and Extended Commentary These notes accompany a research presentation on the structural implications of agentic AI systems. While the slides provide visual anchors for key concepts, these notes expand the theoretical framework, empirical observations, and design implications that emerge when AI shifts from tool to environment—when it no longer just supports work, but begins to organize how work happens. This is not a traditional article; it’s closer to lecture notes that pre..
