proactive guidance

UX 设计模式：系统预判用户需求，主动提供提示、建议或确认，而不是等用户来问。

English Definition

"A UX pattern in which the system anticipates user needs and offers prompts, suggestions, or confirmations without waiting to be explicitly asked."

在 VUI 场景中尤其重要，因为语音界面没有持久视觉提示，主动引导可以补偿语音信息的瞬时性。

"users preferred concise summaries, a limited number of options, double-checking, and proactive guidance."

论文Pipeline extracted — review needed·发现部分：用户希望系统提供 proactive guidance 以降低 cognitive load

由 pipeline 自动采集，待人工 review