Replace hand-derived differentiation with a numerical gradient check for f(x)=x². This is the smallest useful test for an autodiff engine.

def finite_difference_gradient(x, epsilon):
    return estimated_gradient

• evaluate the function on both sides of x
• divide the symmetric difference by 2*epsilon
• round only the reported diagnostic