autograd in ada, by hand, as instructed and guided by deepseek-v4-pro

a complete, from-scratch reverse-mode automatic differentiation ("autograd") engine written in Ada, together with optimizers, layer abstractions, and a small training demo

install gnat either by itself or via alire, then

$ gnatmake -P grad.gpr