Breakthroughs in biomedical engineering emerged with the development of TripleConvNet, an AI diagnostic platform using Mel-spectrograms and CNNs to objectively assess unilateral vocal cord paralysis severity, enabling refined clinical evaluation through non-invasive voice analysis of over 400 subjects. Separately, researchers engineered ultrathin, mechanically robust polymer membranes via interfacial cross-linking, achieving unprecedented ion selectivity and permeability, promising advancements in water purification and energy storage applications by overcoming conventional membrane trade-offs.