Improving Proactive AI Assistance with Hierarchical Procedural Understanding

Excerpt

arXiv:2610.06505v2 Announce Type: replace Abstract: Proactive AI assistants continuously observe a user's activity and decide whether to provide new guidance or remain silent. They should provide appropriate guidance for the task, determine when to provide the next guidance based on task progress, and adjust the guidance level to the user's expertise and needs. Supporting these capabilities requires training and evaluation data that reflect procedural structure and capture how guidance should ad