The AI research community continues to find new ways to improve large language models (LLMs), the latest being a new architecture introduced by scientists at Meta and the University of Washington.
On June 24, 2026, Fujitsu announced ' Parallel Hierarchical Operation for Top-down Networks (PHOTON),' an architecture that enables significant cost reductions for large-scale language models (LLMs).