Breaks AI output out of chat into structured, generated UI on a 'stage' — one present-tense surface that re-composes per intent — and owns the conversation-vs-GUI decision. Use when someone asks 'should this be a chatbot?', when a design 'reads as chat' or the mandate is 'avoid a chat interface', wh
Breaks AI output out of chat into structured, generated UI on a 'stage' — one present-tense surface that re-composes per intent — and owns the conversation-vs-GUI decision. Use when someone asks 'should this be a chatbot?', when a design 'reads as chat' or the mandate is 'avoid a chat interface', when designing how an AI answer appears on screen ('generative UI', 'intent-based UI', composed answer