Native Architecture

The semantic native-source ownership map is maintained in MACE Kokkos source layout. The compact MACE pipeline includes radial stages R0/R1, message stages M0/M1, dense transforms, readouts, and device force/stress reductions. Generated artifacts specialize eligible R0/M0/R1 contracts and compatible MACE-MH-1 programs while graph shape and learned weights remain runtime values.