On the edge, Torus signal processing and shape analytics capabilities enable domain specific signal compression and efficient device to device communication for energy and computational resource conservation. In learning environments, our fusion of data from heterogeneous sensor networks including data from video, audio, motion, temperature, and other sources improves machine learning inference over any single data source.