The page states

$u = \text{argmin}_{\Delta\theta} \ \ g^T \Delta\theta + \alpha \Vert\Delta \theta\Vert^2 = \alpha g$,

but the solution to that optimization should be

$u = -\frac{1}{2 \alpha} g$.