prototypes CLARA An agentic analytics system that extracts semantic representations from multi-party conversations as shared artifacts to support agent retrieval and reasoning. Rashomon Model Explorer An interactive system that supports experts in exploring sets of interpretable, near-optimal models using their domain knowledge. Proxy-Augmented Prediction Sets An embedding-based, similarity-driven visual stimuli framework that characterizes predictive uncertainty while surfacing human–AI perceptual alignment. IFV Decision Support Tool A decision support system prototype for preference elicitation and aggregation.