Building reliable robots requires evaluating all five capabilities—especially Anticipate and Verify, which are largely invisible in current benchmarks—not just task success.
This paper proposes PAPAV, a unified framework for understanding multimodal embodied agents (systems that combine AI reasoning with physical action) by breaking them into five core capabilities: Perceive, Anticipate, Plan, Act, and Verify.