General-purpose AI capability and adoption are improving rapidly but unevenly; proprietary incentives and development pace can pressure developers to prioritize speed and can make risk evidence and governance capacity lag on important surfaces.

Strongest rival: Capability remains jagged; risk management, industry frameworks, regulation also improving; does not establish fixed timeline or inevitability.