Why do you believe the world must prepare for twenty years of tumultuous disruption from artificial intelligence?

Artificial intelligence is not an incremental productivity utility like a faster spreadsheet; it represents a fundamental transition in how cognitive work, scientific discovery, and physical labor are conducted globally. We are entering a two-decade arc where labor markets, software architectures, educational curriculums, and national security paradigms will experience intense structural churn before reaching a stable equilibrium.