Hierarchical Multi-Agent Reasoning Systems for Knowledge-Grounded Material Substitution

Tarjei Paule Hage, Subhadeep Pal, Wei Lu +4

AI-assisted scientific discovery increasingly seeks to move beyond generating plausible ideas toward reproducible, constraint-aware workflows that can support practical engineering…