Automation at Scale, Augmentation at the MarginHow Firm Architecture Mediates AI's Labor-Market Impact
Argues that AI's labor-market impact is mediated not only by occupation-level exposure, but by the organizational architecture in which the occupation is embedded. AI does not encounter "the analyst"; it encounters a task bundle — and the bundle is set by firm structure.













