DocAtlas

Meta returned to open weights with Muse Glimmer, an Apache-2.0 30B model that reportedly matches a 1T-parameter peer and runs on a single GPU at full context, but its intelligence score of 953 Elo hid…

DocAtlas, a new system for long-document understanding that treats the process as mutable-state interaction, achieves 71.4% on MMLongBench-Doc with GPT-5.4, surpassing the human-expert reference of 65…