InsightToast
Useful information, without leaving the conversation.

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.