Why is governance more important for generative AI than for prior AI?

Generative AI is conversational, dynamic, and capable of producing convincing text on any topic — including topics it should not. Prior AI systems were narrow and predictable. Generative AI amplifies whatever data it sees and whatever instructions it receives, which means the upstream controls — retrieval scope, prompt design, output validation — matter more than they ever did. ze