When AI automates 70% of work, the question isn’t “what will we do”—it’s “how will we measure what makes us human” Maria spent fifteen years becoming an expert radiologist. Five years of medical school. Four years of residency. Six years refining her ability to detect the subtle shadows in an… Read moreThe Contribution Age: What Comes After Machines Take Our Jobs

The End of the Individual: Identity as a Network Function You think you’re reading this alone. That “you” is a discrete thing—bounded, autonomous, separate. A self with edges. You’re not. What you experience as “you” is actually a gradient of effects propagating through other people’s capability spaces. Your identity isn’t… Read moreThe End of the Individual: Identity as a Network Function