Opinion: AI Tokens Amplify Competence, Exposing Weak Employees and Managers

The central argument is that AI token spend amplifies existing employee quality — competent workers accelerate output while incompetent ones produce noise — and that companies will cut headcount to fund higher token budgets rather than reduce AI spend due to competitive pressure.