Design realistic HR scenarios, author prompts and gold-standard responses, review and grade AI outputs for HR accuracy and compliance, identify edge cases, and refine evaluation rubrics to improve AI reasoning across talent acquisition, compensation, employee relations, L&D, and HR analytics.