The native owner loop matches the exact finite-sigma numbering. The matrix loop follows those owners into the preserved input matrix. Composing both with weight preprocessing and the output pass yields one compiled program; an explicit magnitude exponent and layout allowance give uniform quadratic bounds at every sufficiently large word width.