Source: Azeem Azhar, Exponential View
The rapid maturation of the agentic stack signals a fundamental phase transition from AI-as-tool to AI-as-worker, which will compress job displacement timelines and force organizations to either rapidly restructure their labor models or face obsolescence—this is no longer a decade-long transition but a 2-3 year problem that most enterprises are still treating as theoretical. This pattern explains why we’re simultaneously seeing explosive growth in AI infrastructure spending, panic-driven upskilling initiatives, and organizational paralysis: companies are caught between the math of exponential capability gains and the politics of workforce transformation.