prototypes Proxy-Augmented Prediction Sets An embedding-based, similarity-driven visual stimuli generation framework to characterize predictive uncertainty while surfacing human-AI perceptual alignment. Rashomon Interface Collaborative project; interacting with sets of interpretable models to explore predictive multiplicity and feature attributions. IFV Decision Support Tool A decision support system prototype for preference elicitation and aggregation. notes Notes on Online Conformal Prediction algorithms and regret guarantees for online conformal prediction.