AI risks draining the shared pool of professional expertise, new paper warns
The arXiv paper introduces the Cognitive Commons framework, showing how rational AI adoption can erode internalized mastery and undermine oversight, especially in AI‑heavy occupations. It identifies five vulnerability factors and calls for governance at organizational, professional, and policy levels to protect collective expertise regeneration.