Researchers propose $D^2$-Monitor, a lightweight safety monitoring system for Diffusion LLMs that uses hesitation signals to predict probe failure and escalate difficult samples to a more expressive probe. Evaluated on 3 datasets, $D^2$-Monitor achieves state-of-the-art performance and a compact parameter footprint.