New AI methodologies demonstrate impact across diverse biomedical and ecological areas. At Emory University, a first-in-human trial employing dissolvable microarray patches for rotavirus vaccination aims to improve delivery in low-resource settings. Meanwhile, researchers at EPFL introduced MammAlps, an AI-annotated multi-view wildlife video dataset enhancing behavioral studies of mammals in the Swiss Alps. Additionally, novel machine learning integration into point-of-care diagnostic biosensors is advancing rapid disease detection, reducing reliance on laboratory interpretation. These developments underline AI’s growing role in both healthcare delivery innovation and environmental conservation efforts.