prototypes BLINC A discussion capturing system that supports real-time multimodal learning analytics and feedback. 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. notes Notes on Online Conformal Prediction algorithms and regret guarantees for online conformal prediction.