AI integration in design systems presents challenges due to its probabilistic nature conflicting with the deterministic requirements of high-quality outputs. While AI excels in divergent tasks like brainstorming and research, it struggles with convergent tasks that demand precision and reliability, leading to mistrust among design practitioners. Effective use of AI requires a focus on context engineering and rigorous testing to ensure adherence to design system standards.