fig2

Figure 2. Proposed multi-agent architecture for the Reasoning Loop. Multi-modal characterization data are encoded and fused (already feasible), then routed to a central reasoning orchestrator. Three specialized agents handle mechanistic inference (aspirational), physicochemical constraint enforcement (aspirational), and knowledge management (partly feasible). Validated conclusions feed back iteratively to refine inference, closing the loop.