labor-compression The Productivity Paradox: When AI Helps Everyone Equally AI boosts productivity most for junior workers, not experts—a surprising twist that reshapes how we think about knowledge work and career progression. Is your role becoming "collapsable" or uniquely valuable?
AI Two Ways AI Changes Your Job: Demand-Limited vs. Collapsable Tasks Jobs are bundles of tasks, and AI hits the bundle unevenly. Demand-limited tasks call for role evolution and collapsable tasks call for role redefinition. Confusing the two is a reliable path to the wrong investment.