AnyAudio-Judge is a new AI evaluation model for audio instruction following. It uses a dynamic rubric-based approach to evaluate audio captions and can improve instruction alignment in reinforcement learning for audio generation. It outperforms current state-of-the-art baselines and provides interpretable reward signals.