This review systematically examines material design and polymer network engineering, fabrication strategies, functional regulation, and biomedical applications of HPs, and emphasizes the strategic incorporation of bioactive, conductive, nanostructured, and stimuli‐responsive fillers to transform HPs from passive barrie...