Asking for What Was Never Requested: Horizontal and Vertical Proactivity in Agents
Paper defines horizontal and vertical agent proactivity and trains a questioner that beats a 15x larger prompted model.
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Stories tagged #need-graph
ANTMAN: Adaptive Need Tracking for Multi-Agent Navigation in Large Information Spaces
ANTMAN's Need Graph keeps multi-agent coordination nearly flat, rising 1.23x when searchable context grows 16x.