Hugging Face published a write-up on scaling pretraining for Indic languages to 2.8 trillion tokens, along with an open data generation pipeline. Few further details are available beyond the title.
Meta says Muse Spark Open is the most capable US open-weight model, with 816 billion parameters and a 1 million token context, and runs locally on two Apple M5 Ultra Mac Studios.
OpenGCUA is an ongoing project to build a fully open stack for generalist computer-use agents spanning visual and programmatic interfaces, noting that frontier systems like GPT-6 Astra's remain closed.
MAI-Gym is an open platform unifying GUI agent evaluation, data collection and online RL training across mobile, computer and web environments, supporting ten benchmarks.