Meta Releases Muse Glimmer, a 30B Open-Weight Model That Runs Agents on a Single GPU

Meta launched Muse Glimmer on August 10, 2026: a 30-billion-parameter open-weight model built for agentic workflows — scheduling, file management, multi-step tool use — that runs locally on a single consumer GPU. Weights are free on Hugging Face, with llama.cpp integrations promised. Worth flagging: benchmark claims, including SWE-Bench, are vendor-reported and await independent validation.