Unify

Unify is a research laboratory focused on developing continual learning systems that improve from new data without forgetting previously learned information. The organisation studies how single systems can adapt to streams of experience rather than being trained once and having their knowledge frozen after deployment. Their work addresses the limitation where modern models discard everything they learn after initial training, ensuring that future updates do not erase past capabilities. Researchers interested in advancing machine learning architectures may find this lab's approach relevant for creating more adaptive artificial intelligence.