prototypes Proxy-Enhanced Set Generator A demo for an embedding-based, similarity-driven visual stimuli generation framework to characterize predictive uncertainty while surfacing human-AI perceptual alignment. Rashomon Interface Collaborative project in progress; interacting with sets of interpretable models. 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.