The continued progress of LTE toward 5G wireless telecommunications enables new deployment opportunities, such as smart cities and autonomous vehicles. The use of radio access network (RAN) shared infrastructure makes this progress more economically attractive. However, it also presents challenges for confidently securing mobile operations. Machine learning-powered 5G-native security provides the prevention-oriented security posture needed.