This chapter represents a crucial bridge between academic research and production engineering practice in AI system evaluation. What sets it apart is the Chip’s very balanced perspective - neither succumbing to the prevalent hype in the field nor becoming overly academic. Instead, she melds together practical insights with theoretical foundations, creating a useful framework for evaluation that acknowledges both technical and ethical considerations. Introduction and Context Key Insight: The...