AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents

Yang Li, Jiaxiang Liu, Jiang Cai +1

A situated query like "where is Lin Wei?" often encodes more than its literal content: the user may also want to know whether Lin Wei is free, in a good mood, or worth interrupting…