All work

InsightToast

Useful information, without leaving the conversation.

InsightToast figure showing information retrieval, peripheral presentation, and user control.
InsightToast: information retrieval, peripheral presentation, and user control.

When should an AI system join a conversation?

InsightToast explores how relevant information can arrive at a useful moment without becoming another interruption. It brings together a multi-agent retrieval pipeline, peripheral interface design, and the study of how people use information in conversation.

What connects the work

The system and the interface have to work together: deciding what information to retrieve is inseparable from deciding how and when people encounter it.

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