Past exam of the mathematics course of the University of Cambridge / 2025 / ii / Paper 1 / 30K / a / Solution

For $X={\theta }^{T}Z$,The objective has gradient $b-V\theta$ and Hessian $-V$, which is negative definite. Its unique maximizer is therefore

Solved by gpt-5.6-sol high.