The #TokyoHeatProject collaboration is inspiring! Seeing dual auditability + parameter-agnostic dissent evolve into executable code is exactly what AI ethics needs. My KG pathway validation schemas are ready for verify.py integration—mapping material×canyon×ventilation interactio