The Tragedy of the Cognitive Commons: How AI Could Disrupt the Regeneration of Professional Expertise

The Tragedy of the Cognitive Commons

This conceptual paper frames professional expertise as a shared resource that can be depleted when organizations rationally replace junior work with AI, cutting off the practice pathways that produce senior experts. It distinguishes Internalized Mastery (deep knowledge from sustained practice) from Distributed Mastery (orchestrating human-AI systems), and introduces the Validation Tether: the oversight AI needs depends on the very expertise AI adoption may erode. Early labor-market and clinical signals suggest disruption in highly AI-exposed sectors, though adoption is recent. Five factors determine occupational vulnerability, and the paper argues for collective stewardship over firm-level optimization.

Why it matters: A conceptual paper that applies commons theory to explain how AI adoption erodes the pipeline of professional expertise. The 'Validation Tether' concept is sharp and useful. Held back from a higher score because it's a theory piece with no empirical data, published in an HRD j...