From One-Time Choices to Future Behavior: Revising Privacy Rules for AI Assistants in Shared SpacesTo appear
UbiComp Companion · October 2026
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An AI assistant in a shared room hears people who never asked to be recorded. Our prototype lets the
primary user set privacy rules and decide, in the moment, whether a bystander's remark may be used —
then either confine that decision to the current event or save it as a rule for later ones. A
five-participant formative walkthrough found everyone could complete the decision, but two could not
tell which future situations their saved rule would cover. The lesson is specific: when someone saves
a privacy rule, its future reach has to be visible at the moment of saving.