This repository provides structured interview preparation materials organized by AI roles, each emphasizing different thinking patterns and skill sets. Questions cover production systems, model training, theoretical foundations, data analysis, and system design at scale. Candidates can identify target roles, study role-specific reasoning patterns, and practice articulating trade-offs rather than memorizing answers.