adaptive systems

ANTMAN: Adaptive Need Tracking for Multi-Agent Navigation in Large Information Spacesarxiv.org

ANTMAN is an adaptive coordination framework that tracks unresolved information needs via a Need Graph, allowing agents to route work and recover locally as evidence accumulates. Experiments show it scales to 16× larger contexts with only 1.23× coordination overhead, far less than static partition baselines, while keeping answer quality high.