Why does Backpropagation matter for AI governance?

Modern implementations are automated by automatic differentiation libraries like PyTorch's autograd, TensorFlow's GradientTape, and JAX's grad transformation, hiding the chain-rule mathematics behind a clean computational-graph abstraction. The pla