Engineering AI Judge Systems

Understand

AI judge systems are designed to automatically evaluate Foundation Model-powered software (i.e., FMware).

• Due to the intrinsic dynamic and stochastic nature of FMware, the development of AI judge systems requires a unique engineering life cycle and presents new challenges.
• In this paper, we discuss the challenges based on our industrial experiences in developing AI judge systems for FMware.
• These challenges lead to substantial time consumption, cost and inaccurate judgments.