Create high-quality, complex mathematical problems that challenge AI reasoning. Ensure all problems and solutions are accurate, logically sound, and conceptually rigorous. Refine problems across varying complexity levels. Design questions that reflect realistic mathematical scenarios. Review AI outputs for correctness, consistency, and clarity.