Ming-Xue Wang

Lightweight, Rubric-Guided Trajectory Evaluation for Production AI Agents

Trajectory evaluation is essential for improving the reliability of LLM-based agents, but production use makes it expensive to run repeatedly. Modern agents generate long traces containing tool calls, observations, retries, and external outputs, while not all raw tokens are equally useful for diagnosis. We present \tex...