Models that keep learning.
unify is a research lab working on continual learning: systems that improve from a stream of experience without forgetting what they know.
Read the blogToday’s models are trained once and frozen. Everything they learn after deployment is thrown away.
We study how a single system can keep learning, from new data, new tasks, and its own mistakes, while holding on to what it already knows. Consolidation, plasticity, and the benchmarks that measure them honestly.
Research agenda →