Dual number automatic differentiation for efficient gradient computation
Dual numbers extend real numbers with an infinitesimal unit ε where ε² = 0. This allows for exact computation of derivatives without numerical approximation or computational graphs, making it ideal for forward-mode automatic differentiation.