The clean greenfield demo has done real damage to how people think about AI coding. Vendors keep showing the same happy path: fresh repo, crisp prompt, tidy task, model writes code, everyone claps. Real software work is usually the opposite. You inherit a codebase with missing docs, stray business logic,